#automation in manufacturing
Explore tagged Tumblr posts
gleecus-techlabs-blogs · 8 months ago
Text
0 notes
usasvam · 1 year ago
Text
Tumblr media
Benefits of Automation in Manufacturing
Automation brings in multiple benefits for the manufacturing industries. if yot wish to harness the full potential of your besines, it is time to switch to automation. Get powerful automation solution from SVAM and empower your manufacturing business with the technology of the future.
0 notes
rpainbanking · 1 year ago
Text
Manufacturing RPA - Slash Human Errors Through Automation
It’s time to embrace the new-age automation in RPA manufacturing. Thanks to AI, manufacturers can now automate their operations, and reduce additional costs.
0 notes
bonebrokebuddy · 9 months ago
Text
@kodedgeekthings eyo you mentioned wanting a dpxdc prompt for Howard, Batman’s mechanic!
Harold misses fixing toys for kids and in his off hours has taken up the habit of answering questions on forums about machining, electrical, engineering, mechanics, and mechanical design that are often frequented by students.
One day, he comes across a request by a college student who is trying to assemble his own car out of scrap he bought from a local wrecking yard.
Ghostly_Boy states that he has previous experience in machining and can make replacements for broken or too-damaged parts if need be, but he doesn’t know where to start and what specific requirements he needs to reach to ensure it’s street legal.
Harold willing to help, he answers a few of Ghostly Boy’s clarifying questions:
- Great questions!
It’s good to note that if you’re not careful, fixing or making your own car from parts can be a moneysink and can cost you more than a brand new vehicle. - That being said, your first major step to ensuring you can drive the car is to get the title of the body/frame of the car you plan to build. It’ll have the VIN on a plate welded to the frame usually near the lower edge of the windshield wipers on the drivers side. It’s how the DMV identifies vehicles for licensing.
- Generally, you’ll at first get a “wreck out” title that shows the vehicle is listed as a total loss, but if you can assemble the parts for the car with that frame, the DMV can check if it’s properly running and road worthy & license for you to use it on public roads if you’ve done the proper paperwork.
- Once that is done, it’s largely a case of getting the right parts and assembling them. Depending on how much you have to repair, you could be taking on a task that could give a challenge to even a seasoned mechanic. There may be additional paperwork depending on what exactly you need to repair, like the breaks, lights, steering, etc.
- If you want to build the car entirely from scratch, chassis and all, that’s an entirely different story with a much more complicated list of requirements to make it street legal, so getting a frame from a junkyard is a great first step!
- Make sure to keep all bills of sale, junkyard receipts, invoices and manufacturers’ certificates on any major parts you used in building the vehicle to prove its road worthy to the DMV when it’s complete!
Harold doesn’t always answer first but over time he’s found the adventures of this kid amusing and keeps up with it.
Ghostly_Boy keeps the forum updated with his progress:
The kid spontaneously deciding to scrap the wiring system and make his own in a span of 3 days, leaving experienced mechanics on the forum practically screaming at the kid for his updates showing him using random wires he salvaged and pigtailing them together to get the length of wire he needed.
Mixing not only multiple types of wires but ones that didn’t have the protection needed for auto use. DIY-ing his own relay and fuses he didn’t have and connecting the wrong grounds and switches. And planning on leaving the wires unwrapped and loose.
Leaving Ghost to promptly redo the wiring, correctly this time, within 78 hours.
Making a repair of a massive rusted hole on the passenger side by the bumper and the front tire via cutting 1/2in past the rust, grinding it pretty and clean, tac & seam welding the vintage aluminum housing material of a toaster to cover the hole to the response of Harold and many others in the forum just going “… I guess that would work?”
Harold and many others telling the kid that this “ectoplasm” material wasn’t cleared through the EPA’s Clear Air Act and could be illegal to drive with it as it’s fuel source unless he got the emissions tested & the center of gravity of the car adjusted to have the center of gravity a gas car has, it wouldn’t pass Federal Motor Vehicle Safety Standards. Nor would the previously untested on material make it easy or quick to get an Emissions testing certificate. Best to just stick with gas.
Removing what he thought was a “skid plate” that turned out to be another rusted out section on the frame on the bottom of his car and repairing it with steel he salvaged from an old medical table he had laying around. (To the multiple slightly confused commenters asking how Ghost had a spare medical table, he replied, “eh, my folks visit every so often and they’ve been giving me things they’re clearing out of the house so they can move closer to my older sister. I just so happened to get the ye olde medical table. They’re an odd couple of folks but that’s why I love them.”)
People just crying at the kid to go to rockauto.com and just buy the damn parts he needs for his car. (A good resource btw)
The kid kept cutting corners to save cash but through the badgering of Harold and many others that he actually would have to spend money to make this car be safe to drive in, he finally got it completed.
Ghost’s post of him leaving DMV waving the updated title to the car in its envelope in the air, titled, “THE DMV FINALLY SAID IT WASN’T A FIRE HAZARD! ONLY TOOK 2 YEARS! THANKS EVERYONE!” Got the most amount of responses he’d ever had with congratulations from lurkers and previous commenters.
Over the course of those two years, Danny learned how to draw his own wiring diagrams, properly solder and weld, and learning to actually plan out his projects so he got it right at least the fifth time instead of the 20th. Not bad for a kid that went straight from graduating high school with a 1.5GPA to construction jobs.
But after finally getting the car approved, Ghostly_Boy returns to the forum with a new problem. Lamenting that his parents keep coming over and “modifying” his car to no longer make it street legal.
At this point, about half of the answers to the submission think it’s either a joke project taken very, very seriously with a good chunk of money behind it, or a kid with parents that have narrowly avoided falling completely down the mad scientist rogue rabbit hole.
After all, what sort of parent would think that the DMV would approve to “anti-ghost missiles” being attached to the outer body of the car? Either way, the submissions always had video attached showing a demonstration, proving that Ghost wasn’t just completely yanking their chain. And a good amount of money would have to be sunken in to not only pay for the fines Ghostly continued to get from the additions to his car, but to actually manufacture and make a unique working product for each plea for help request.
Harold is not only taking notes on some of these defense measures but also decides to bring up the boy to Alfred. Intrigued, they together keep an eye on Ghostly_Boy. Bruce may be their employer, but they can handle a case or two on their own.
- I wanted Danny to try to make smth for himself now that he doesn’t have access to his parent’s lab anymore but he also doesn’t have access to ectoplasm so he’s fairly unfamiliar how to wire things Not for ectoplasmic standards.
Also I wanted to make a prompt where Danny had a good relationship with his parents & went into a fairly realistic job after high school with his fairly bad GPA so he’s saving up for a technical school via construction jobs as he doesn’t like the idea of working fast food for understandable reasons.
331 notes · View notes
clamoridoll · 5 months ago
Text
why is mattel so allergic to giving their dolls curly natural hair
70 notes · View notes
lastoneout · 5 months ago
Text
why are doctor's offices like allergic to actually just giving you their phone number
28 notes · View notes
vermillioncrown · 1 year ago
Text
woke up from a nightmare dealing w the logistics of batarang manufacturing
36 notes · View notes
itsgerges · 11 days ago
Text
Tumblr media
The Gravitational Waves Reflection Analysis (Revised)
or
or
or
Paper 1st hypothesis
The gravitational waves are produced by the planet motion energy and Not by the gravitational field- Moreover- the sun doesn't produce a gravitational field -Shortly- the planet motion produces energy (1/2 mv^2) and this energy is stored in the space as moving waves – these are the gravitational waves- also the gravitational waves are reflected in the solar system and the wave reflection causes to square the wave velocity
Paper 2nd hypothesis
The Sun Is Not Doing Nuclear Fusion To Produce Its Rays– Because
This Is Extraordinary: Gravity Can Create Light, All on Its Own
https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsnHYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"cvid=620db4352aa943e2b454919a7b724604HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"ei=83
This new article tells the gravitational waves can move by speed of light and can produce a light beam- I claim the sun rays are produced based on this method by the gravitational waves motions and not by the sun nuclear fusion process- also –No star rays is produced by the nuclear fusion process but all rays are created by the gravitational waves motions energies as the article states.  
Paper 3rd  hypothesis
The planets Motions use different rates of time – the rate of time depends on the velocities rate – example- Mercury velocity = 1.6 the Earth velocity because of that (One Second Of Mercury Clock  = 1.6 Seconds Of The Earth Clock)
Paper 4th  hypothesis
Neptune motion caused to create relativistic effects in the solar system because
This Is Extraordinary: Gravity Can Create Light, All on Its Own
https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsnHYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"cvid=620db4352aa943e2b454919a7b724604HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"ei=83
the new article tells the gravitational waves can move by speed of light-
and the gravitational waves move by speed of light but Neptune caused to decrease the wave speed by 1% and by that the speed be equal 99% of speed of light (=297000 km/s) which caused to created relativistic effects in the solar system- also- Neptune caused to create two wave reflections in the outer planets which one reflection only was enough- means- if Neptune is removed from the solar system the wave reflections in the outer planets will be one reflection only and not two reflections 
Paper Main Argument
The Physicist Vision Contradicts The Nature System 
I study the solar system Geometry since long years- and- I have found the physicist and astronomer can't understand the solar system designer vision– in fact their vision contradict the designer vision- let's prove that in following  
The Physicist Vision
The physicist supposes that there's (a unit of building)- by that- the physicist sees the mass (for example) as wall and this wall is consisted of bricks (small similar units) and for that the physicist searched for this (unit) because it's the (unit) by which the wall is building (the mass is building)– this is the physicist thinking direction- he believed there's a small unit by which the great building is built
For that the physicist searched and found the particle and then the particle is divided into Molecules then the Molecule is divided into atoms and the atom is divided into nucleus and electron moves around and the nucleus is divided into proton and Neutron- and the proton is divided into quarks …etc
The physicist searches for the building unit- the unit by which the building is built – or the unit by which the mass is built – for that the physicist divides (any thing) to see its contents till reach to the unit which can be used as the building unit. 
The Designer Vision
The designer aims to create integration- as the marriage – male and female- the relationship will cause to give birth for a child
INTEGRATION this is the word inside the designer Mind
No building unit- the marriage answers- because in marriage both (male and female) are required and no one of them better than the other – both work together and give equal effects on the same one process and give together one result- I explain the idea by the marriage because it's easy to understand- I want to put the word (Integration) as the basic concept in the designer mind.
And
I want to explain how the physicist causes fatal error for the research method
While the physicist divides the elements one after one (from matter to particle to molecule to atom to proton to quarks …etc) this division from out into inner till reach to very small unit which he considered the building unit – that causes to destroy the geometrical design of the integration process
Let's return to the marriage- the marriage requires two players (male and female)- they have different bodies and the process give birth for children- Suppose we remove one player what would happen? (where can we find a woman pregnant by herself?)
I want to say- the division from (matter to particle to molecule to atom to proton to quarks …etc) destroys the general geometrical design which uses the integration process- let's give other examples
Example No. (1)   
Einstein told us (He can't find slightest meaning for the word SPACE) by that he can't define (what's the space) and also he found the space has no mechanical features because no definition causes these features – this is the physicist vision - Let's see the designer vision
Planet moves and its motion produces energy (1/2 mv^2) and where's the energy? the planet can't store its motion energy inside its body because this energy would raise the planet temperature and no planet temperature is raised by its motion- so- where's the planet motion energy? logically we suppose that- the energy is stored in the space in waves form- means- the planet moves and its motion energy creates waves in the space (as the fish swims in the sea and its motion creates waves in the sea water) similar to that the planet motion produces energy and this energy creates waves in the space- by that we can define the space and conclude the space nature and features- simply we conclude the space has mechanical features because the energy is stored in the space as moving waves- the gravitational waves prove the space has motion- why we can solve the question which Einstein couldn't solve? Because he supposed the planet is independent from the space- the integration concept is not known by him
Notice
The waves are produced by the planet motion energy are the gravitational waves, the paper first hypothesis proves these waves are produced by the planets motions energies and not by the gravitational field also the hypothesis proves the Sun doesn't produce a gravitational field.   
More examples are provided after the hypotheses explanations 
PAPER FIRST HYPOTHESIS
Paper first hypothesis
The gravitational waves are produced by the planets motions energies and not by the gravitational field (Moreover the sun is not producing a gravitational field) and
The gravitational waves are reflected three times in the solar system (from Pluto and Neptune to Saturn) and (From Uranus to Jupiter) and (from Venus to Mars) –
The gravitational waves reflection causes changes in the planets data- and these changes are repeated with each reflection- means- these changes are found by rules because it's repeated with each reflection clearly- that shows the planets use similar behaviors to create their data which proves one reason causes to create all this data
Also- the wave energy reflection causes to square the wave velocity – the velocity square is the most important feature of the energy reflection because it enables the waves to move by speed of light- that explains how the gravitational waves can move by speed of light in the solar system- the motion by speed of light is produced only by the wave energy reflection (and without the reflection this motion can't be done)     
Paper 1st hypothesis (The objective of the hypothesis)
I prove that the gravitational waves are produced by the planets motions energies and these waves are reflected in the solar system three time and the reflection of the wave energy causes to square the wave velocity (the velocity squaring is the important feature I prove in the paper because the light beam is reflected but its speed is NOT squared and that means the wave velocity squaring is feature of the space) and it's very important to prove the wave velocity is squared by the reflection because this process enables the waves to move by speed of light and that explains how the gravitational waves can move by speed of light – as this new article states
This Is Extraordinary: Gravity Can Create Light, All on Its Own
https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsnHYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"cvid=620db4352aa943e2b454919a7b724604HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"ei=83
The article tells, the gravitational waves can move by speed of light and can produce a light beam- here I explain how the gravitational waves can move by speed of light (please note the article still believes the gravitational waves are produced by the gravitational field – I refuse this idea – the gravitational waves are produced by the planets motions energies but the article states that the gravitational waves can move by speed of light and can produce a light beam and I accept this idea and I explain and prove how the gravitational waves can move by speed of light) 
Paper 1st hypothesis Proof (The Proving Method)
I compare between the planets data in the three reflections of the wave- I put the planets data in comparison to each other for each reflection to prove the planets use similar behaviors to define their data and this similar behavior proves one force (or one reason) is found behind- and this one reason is the wave energy reflection which causes to create all this data –
The wave energy reflection effect on the solar system design (A Summary)
The reflections cause defined changes in the planets data – and
The most important change is (the wave velocity square) – and this velocity squaring is very important because it enable the gravitational waves to move by speed of light – the motion by speed of light is very effective on the solar system design because it defines the planets distribution between the sun and Pluto– this fact is explained in point no. (**) 
Paper 1st hypothesis Explanation and Proof Discussion
Paper 1st hypothesis Explanation and Proof Discussion
The explanation is discussed in two parts
1ST PART
I- Preface
II- The Comparison
III- The explanation of the wave energy reflection effect on the solar system design
2nd PART
The Gravitational Waves Reflection Detailed Discussion
(Paper 1st hypothesis Explanation) 1ST PART
I- Preface
(1)
Planet Motion Energy Analysis
Planet motion produces energy (1/2 mv^2), where's Planet motion energy? the planet can NOT store its motion energy inside its body because it would raise its temperature and No planet temperature is raised by its motion- logically- the planet motion energy is stored in the space in waves form- means- Planet motion energy creates waves in the space- the planet motion in the space is similar to a fish swimming in the sea- as the fish swimming creates waves in the water the planet motion energy creates waves in the space- let's see this picture clearly- the fish swims because it hits the water by its body and that creates waves in the water- we conclude, the water waves move by a velocity equal the fish velocity because of the reaction force- similar to that- Planet moves in the space and its motion energy creates waves in the space and these waves move by velocity equal the planet velocity- for example- Mercury (47.4 km/s) moves and its motion energy creates waves in the space and these waves move by equal velocity (47.4 km/s)- based on this idea- All planets move and their motions energies create waves in the space where each wave moves by velocity equal its planet velocity
(2)
These Waves Are The Gravitational Waves (My Hypothesis)
Mans- the waves are produced by the planets motions energies- these waves are the gravitational waves- it's my paper 1st hypothesis- the gravitational waves are not produced by the gravitational field (moreover the sun doesn't produce a gravitational field) instead the gravitational waves are produced by the planets motions energies 
AND
The planets revolve around the sun in the same one direction and for that their motions energies create waves in the space and these waves move perpendicular on the revolution direction (Toward Pluto orbit)
AND 
In Pluto orbit these waves are unified together into one unified wave- this wave moves by a velocity = 205.8 km/s why? The 9 planets velocities total=176 km/s but I add the Earth moon velocity (29.8 km/s) that makes the total to be 205.8 km/s – I add the moon velocity because the energy is stored finally in the moon orbit-
Note- The moon and the Earth revolve around the sun together for that the moon velocity is considered equal the Earth velocity relative to (the sun) –
The 1st Conclusion
The Planet Motion Energy Creates Waves In The Space
Means - The Space Must Have Moving Waves  -
Now -the scientists had discovered waves in the space- And- they considered these waves are produced by The Sun Gravitational Field – BUT Why?
The planet motion energy analysis proves the waves must be produced by the planets motions energies- Now let's refute the sun gravitational field theory- the refutation gives support for the conclusion – the gravitational waves are produced by the planets motions energies and NOT by the gravitational field because there's NO Gravitational field.
(3)
The Refutation Of The Sun Gravitational Field
The Sun Doesn't Produce A Gravitational Field Nor Has Massive Gravity – let's prove that in following
(i)
The sun rotation period is (25.4 days– at equator) and (34.4 days – at pole) that shows the sun has no massive gravity nor even ordinary gravity equal any planet gravity otherwise the sun would rotate around its axis in one period of time- 
(ii)
No Planet Moves By The Sun Gravity–Newton is wrong- because- the planet moves by the force caused its creation- means- the planet creation and motion is done by one force only- because- if two forces have effects on the same one planet this planet would be broken- now- suppose the planet is created (by any force) and the sun gravity attracted this planet and forced it to revolve around the sun by the sun mass massive gravity (as Newton imagined) that would force the planet to move against its inner structure and will cause this planet to be broken- this is similar to a human is forced to walk on his hands in place of his legs and when this human refuses to do that (they told him we can force you by our power) for that this human walk on his hands forcedly and later this human is dead by this motion- shortly- the planet is NOT broken by its motion because the planet creation force is the force causes this planet motion- it's one force caused the planet creation and motion-
Newton mistake is that he didn't know how the planet is created and by that he didn't realize that planet creation and motion are done together by the same one source- simply- the sun didn't cause to create any planet and for that the sun doesn't cause any planet to move- this analysis shows logical base but left us with puzzles to know (by what rule the planet moves?) and (Why is the sun found in the solar system if it doesn't cause the planets motions?) these questions are answered in the paper abstract and discussions.  
(iii)
The mass gravity force can NOT cause any motion- again Newton is wrong- the mass gravity creates a bond between two masses- (the Earth and the moon are bond by the mass gravity)- by that they are similar to a lorry and its trailer – if the lorry moves the trailer will move with the lorry- but the mass gravity can NOT cause any motion- why? suppose the moon moves by the Erath gravity force- the moon moves and produces energy (1/2mv^2) and we have to ask from what source this energy will be provided?- from the mass itself- means if the Earth causes the moon to move the Earth and the moon masses should be decreased by the motion energy- this is a wrong definition for the mass gravity- the mass gravity creates a bond between two masses (The Earth and the moon) if some outer force causes the Earth to move the moon will move with the Earth and in this case the outer force will provide the motion energy for the Earth and the moon-
(iv)
The planets order contradicts Newton gravitation equation- where- the gravitation equation tells (greater mass necessitates shorter distance)- clearly- Jupiter the greatest mass is not the most near planet to the sun- means- the planets order contradicts the equation- when we asked the physicist told us this problem is done by (the initial conditions)- all these are nonsense clearly- planet orbital distance does NOT depend on the sun mass nor on the planet mass- planet orbital distance depends on the neighbor planet orbital distance – my equation proves this fact- let's see it
Planet orbital distance equation (my 1st equation)
d^2= 4do (d-do) where d= planet orbital distance and do= its neighbor distance
Example (1) Venus orbital distance (108.2)^2 = 4 x 57.9 x (50.3)                              
d= 108.2 million km = Venus Orbital Distance
d0= 57.9 million km  = Mercury Orbital Distance
50.3million km=The Distance Between Venus And Mercury  Venus Depends On Mercury
Example (2) Saturn orbital distance (1433)^2= 4 x 778.6 x 655
d= 1433 million km    = Saturn Orbital Distance
d0= 778.6 million km  = Jupiter Orbital Distance
655million km=The Distance Between Saturn And Jupiter Saturn Depends On Jupiter
All planets orbital distances are defined based on their previous neighbor planets orbital distances- the equation is correct perfectly and all planets orbital distances are defined by it- my paper tests and discusses this equation
Shortly- planet mass has no any effect on this planet orbital distance definition.
Notice
Planet orbital distance definition depends on its neighbor orbital distance this fact is proved by many other different methods my equation is one method only of them, all these methods don't use any planet mass- all planets orbits are defined based on their neighbor orbits- (Please note- Newton gravitation equation is wrong- I don't critic it by many critics to short the discussion- but- the fact is that- the light beam created all planets orbits before any planet creation- the light created each planet orbit depends on its neighbor orbit- I prove this fact in the paper discussion- logically this fact kills the gravitation equation because the orbit is created before the planet creation)  
Notice -Newton is so far from the truth- let's give one more example- Newton told us planet moves by the sun mass gravity- the fact is that- the Sun itself is created by the planets motions energies- that's why Newton ideas are not interesting for discussion because his ideas are imaginary have no part of truth-
(v)
Also-Newton told-planet motion depends on its mass- means-planet velocity depends on its mass- this also is imaginary idea- I define planet velocity in the paper abstract- planet velocity is defined by many rules all of them don't use any planet mass- at all Planet mass has no rule in this planet velocity definition.
The 2nd Conclusion
The Gravitational Waves Are Produced By The Planets Motions Energies And Not By The Sun Gravitational Field- Also-There's No Gravitational Field At All
(4)
The Wave Reflection Trajectory
Let's remember what we know till now
(a)
Planet motion produces energy (1/2 mv^2) and this energy creates waves in the space and each wave moves by its planet velocity- these waves move toward Pluto (perpendicular on the revolution direction) and in Pluto orbit these waves are unified into one unified wave moves by velocity = the planets velocities total = 205.8 km/s  
Means- while the planets revolve around the sun in their orbits by their velocities- there's one unified wave revolves around the sun moving by 205.8 km/s and this unified wave revolves around The Sun In Pluto Orbit-this unified wave is The Gravitational Wave  
Now- this unified wave is reflected from Pluto to Venus orbit- Means- the unified wave is reflected and sent from Pluto to Neptune to the next planets till reach Venus 
The unified wave is reflected three times in the solar system
(from Pluto and Neptune to Saturn) and
(from Uranus and Jupiter) and
(from Venus to Mars)
With each reflection of the wave defined changes are done for the planets data
But let's refer to the general design behind these three reflections in following
(b)
We remember this new article
This Is Extraordinary: Gravity Can Create Light, All on Its Own
https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsnHYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"cvid=620db4352aa943e2b454919a7b724604HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"ei=83
The article tells, the gravitational waves can move by speed of light and can produce a light beam-
My hypothesis tells (the reflection of energy causes to square the wave velocity)
Let's put the ideas beside one another to see the general design
The gravitational waves can move by speed of light AND can produce a light beam – How?? if the motion is done by speed of light (C=300000 km/s) how can this motion produce a light beam? Because the light beam is produced from the value (C^2 = squared speed of light) – here we see the energy reflection effect- the wave moves by speed of light and when this wave is reflected its velocity is squared and produced the value (C^2 = squared speed of light) from which the light beam is created-
Means
The machine needs one reflection to change the speed from (speed of light C=30000 km/s to the value C^2 =squared speed of light) and by that the light beam is created
Now – let's ask -
How can the wave moves by speed of light?
We remember- the one unified wave (the gravitational wave) moves in Pluto orbit with velocity 205.8 km/s – how can this gravitational wave moves by speed of light? 
By another reflection of energy – let's see that in following
300000 km/s = (205.8 km/s)^2 x 7.1
This equation tells
The unified wave (the gravitational wave) moves by 205.8 km/s and it's reflected, the waves reflection causes to square the velocities
(205.8 km/s)^2 = 42683 km/s
Means the gravitational wave after the reflection moves by a velocity 42683 km/s
BUT
If a particle moves by speed (=0.99 C=297000 km/s), this high velocity motion causes to create relativistic effects specially Lorentz length contraction effect with rate 7.1
Means- the distances should be contracted by the rate 7.1
BUT
The waves reflection causes to reflect the geometrical effects and by that the rate (7.1) will cause to increase the length in place of the length contraction- means- the distances will be increased with (7.1) as a result for Lorentz length contraction effect
The velocity 42683 km/s will be 42683 x 7.1 = 300000 km/s (Speed Of Light) 
That explains how the gravitational waves move by (205.8 k/s) can move by speed of light (C=300000 km/s)
Here we see clearly that
The machine needs one energy reflection only to accelerate the wave velocity from 205.8 km/s to move by speed of light (C=300000 km/s)
And
The machine needs one more reflection only to change the wave speed from the speed of light (C=300000 km/s) to (C^2 =squared speed of light) by which the light beam is created
Shortly -the machine needs only two reflections of energy to produce the light beam from the gravitational waves motions
Now – let's ask– Why Are There Three Reflections Of Energy In The Solar System? If The Machine Needs Just Two Reflections Why The Machine Uses Three Reflections? 
Because of Neptune negative effect on the solar system motion- Neptune caused to repeat the energy reflection and by that the solar system uses 2 reflections in the outer planets and one reflection in the inner planets- this result is done by Neptune negative effect on the solar system motion – as explained in details in the third hypothesis.   
(c)
Please note- the two reflections in the outer planets are done to produce a result of one reflection only and for that the two reflections are complementary one another as we will discuss- shortly- we can say there's one unified reflection of the wave in the outer planets and one single reflection of the wave in the inner planets because the two reflections in the outer planets are complementary each other and produce a result of one reflection only – spite of that- the planets data prove clearly there are three reflections in the solar system- means- while the wave reflections are three they do effect of two reflections only – as we will discuss in details in following
(5)
 The Wave Acceleration Process
Now we know the unified wave velocity is 205.8 km/s and this wave is accelerated to move by speed of light (C=300000 km/s) by one reflection and then this wave moves by speed of light is accelerated one more time to produce the value (C^2= squared speed of light)  by another reflection   
But where's this happened? In which planets orbits this is happened?
Shortly
The wave moves by 205.8 km/s in the orbits of Planets (Pluto – Neptune and Uranus) and
The wave velocity is accelerated to move by speed of light in Saturn orbit
Means- Starting from Saturn orbit the unified wave moves by speed of light – the wave speed is speed of light in all orbits from Saturn to Venus
And
Venus reflected the wave to Mars and that causes to accelerate the wave velocity from the speed of light (C=300000 km/s) to (C^2= squared speed of light)- in the moon orbit between Venus and Mars    
(6)
 Planet Definition 
(A)
The physics book defines the planet as (Planet is solid body created independently from the space and the other planets)–if so- how can the gravitational waves reflection have effects on the planets data??
My definition for the planet is
Planet is a geometrical point carried on the moving energy (or Planet is a geometrical point found on a light beam) – let's explain this definition in following
The matter and space both are created from the same one energy- means
The planets matters and their distances both are created from the same one energy- the matter and space move depending on the motion of this energy from which they are created-means- the matter isn't moving by the mass gravity – Newton is wrong- the matter moves by the motion of the energy from which the matter is created- 
Based on this idea
The space is similar to the sea of water- and the matter is similar to a whirlpool (vortex) is found on the sea page- the matter creates for itself a geometrical frame (a distinguished form from the space) and moves by a different velocity from the space motion- as the whirlpool (vortex) on the sea page- it's created by the sea water but it has a distinguish form from the sea waves and it moves by a different velocity from the sea waves- this explanation shows how the moving energy can effect on the matter creation data- for example- we have a whirlpool (vortex) its diameter is 2 meters how is this whirlpool created? and why does its diameter equal = 2 meters? The diameter is created as a result for the water motion velocity, pressure, amount and motion angle and many other features of (the moving water)- the moving water creates this whirlpool with diameter 2 meters and as long as the water motion is not changed this diameter will not be changed also-   
Let's give another example
The energy motion is similar to the blood motion in a creature body- suppose- we examine now a liver of human - the blood motion causes this liver to work perfectly but if the blood motion is changed that would cause changes for the liver cells and job – suppose the blood have some poison the liver will be dead- suppose the pressure is raised- I want to say- the liver is a piece of body (matter) but it depends on the blood motion and this blood motion defines this liver dimensions and data- 
Shortly–the matter is similar to a muscle in a creature- the muscle may be so strong as a rock but it depends on the blood motion (similar to that the matter is found depending on the motion of energy from which this matter is created)
That explains how the gravitational waves reflection have effects on the planets data- still the planet is a solid body and the wave is a wave- the wave can be reflected but the solid body can NOT be reflected spite of that the planets data is reflected one another because the reflected waves have effects on the moving energy by which this planet (solid body) is created-
(B)
We should see the depth of this new definition-
The definition tells us
The matter (planet) is created by energy and the matter moves with this energy- means- this energy is the mother of this matter- this energy created the matter and caused this matter motion-BUT- this definition tells- the matter motion is defined before the matter creation- means- Planet motion is defined before this planet creation- How can that be possible? Because –
The energy is found alone in motion (the sea water was in motion) and the energy created the matter and this matter dimensions and data is defined based on the energy motion features (as discussed before- the whirlpool "vortex" is created with diameter 2 meters and this diameter is defined by the water motion features "velocity- pressure- angle- amount …etc") by that the matter dimensions are defined by the mother energy motion features - AND after the matter creation, the matter moves with the mother energy- by that- the created matter moves the same motion based on which this matter dimensions and data is defined- that explains how the planet motion is defined before the planet creation-
This fact is proved by my planet diameter equation because it proves strongly that the planet diameter is created based on its velocity- means- the equation proves – for example – Neptune diameter is 49528 km because Neptune velocity is 5.4 km/s and Neptune velocity is defined before Neptune diameter- let's remember this equation
My Planet Diameter Equation (v1/v2)= (s/r)= I
v = Planet Velocity                                                         
r = Planet Diameter
s= Planet Rotation Periods Number In Its Orbital Period
I= Planet Orbital Inclination        (example, 1.8 degrees be produced as a rate 1.8)
v2, s, r and I are belonged to one planet and v1 is belonged to another planet
The planet (v1) is defined by test the minimum error 
Earth Equation uses Neptune velocity
Mars Equation uses Pluto velocity
Jupiter Equation uses the Earth moon velocity
Saturn Equation uses Mars velocity
Uranus Equation uses Neptune velocity (As Earth)
Neptune Equation uses Saturn velocity
Pluto Equation uses the Earth moon velocity (As Jupiter)
Example    
Neptune Equation (89143 /49528) = 9.7/ 5.4 =1.8                
89143          = Neptune rotation periods number in Neptune orbital period
49528 km     = Neptune diameter
9.7 km/s      = Saturn velocity
5.4 km/s      = Neptune velocity
59800 days  = Neptune orbital period (and Neptune rotation period =16.1 hours)
1.8 degrees = Neptune Orbital Inclination
The Equation Concept (A Summary)
Planet diameter should be a function in its orbital distance –otherwise- this planet would be broken by its motion- BUT- the designer can't create a function has only 2 variables (Planet diameter and its orbital distance)- because– If this planet changes its orbital distance its diameter would be broken also because the diameter is a direct function in the orbital distance without any other variables -As A Result  
The designer created the planet diameter as a function in this planet rotation period and the planet rotation period is created as a function in this planet velocity and the planet velocity is created as a function in this planet orbital distance- by that- the function Planet diameter and its orbital distance is created but also it contains many variables (rotation period, orbital period and velocity)- by that- if a Planet changes its orbital distance- this planet orbital period, and velocity and rotation period would be changed but its diameter will be saved-
(C)
The previous explanation helps us to see how the planet is created- also we remember Kepler rule (Planet Orbit Defines Its Velocity)  
The orbit is created at first and the orbit defines the motion velocity and the planet diameter is created based on this velocity –means- the space is created before the matter creation- Shortly- The planet orbit is created (from the mother energy) before this planet creation and the planet is created later (by this energy motion features) and the planet data is defined based on this motion features and the planet moves after Creation with this mother energy motion- and– in case any planet after creation changes its orbit the planet motion data be changed but its creation data is saved- we should note that the space must be created based on a geometrical design-means- the solar system space (all orbits) is designed based on one geometrical design before any planet creation
(D)
The planet is a geometrical point on the mother energy and moves with it –Or
The planet is a geometrical point on the same light beam and moves with it
That tells
The solar planets are geometrical points found on the same one light beam and move with this light beam motion
By that- the planets are similar to carriages in one train –and the light beam (the mother energy) is the engine of this train- the light moves and causes all planets motions  (as the sea water moves and causes all ships motions)
Here we conclude that the planets motions are similar to the chess board motions because it depends on geometrical rules in all details- that's why the analysis is so useful because it can show the geometrical design found by the planets motions integration.
(E)
The planet definition answers the question
If The Gravitational Waves Are Reflected Why This Reflection Have Effects On The Planets Data?
Because the waves reflection causes to define the energy motion direction and by that the planets data is changed and effected by the moving energy through these planets-
The effects on the planets data is very useful because it proves the reflection is a fact as we discussed later
(7)
 The Energy Distribution In The Solar System
Now we know
The unified wave (the gravitational wave) moves by 205.8 km/s in the orbits of Pluto, Neptune and Uranus and
The unified wave motion is accelerated to move by speed of light (C=300000 km/s) in all planets orbits Starting from Saturn to Venus
And Venus reflected the wave to Mars and by that the speed of light is squared to produce (C^2= squared speed of light) by which the light beam is created  
Can The Wave Different Speeds Have Effect On The Solar System Design? YES
The three planets (Pluto, Neptune and Uranus) have great areas because the wave velocity is 205.8 km/s means massive amounts of energy is stored in these orbits as waves move by 205.8 km/s-
But
Starting from Saturn orbit the wave moves by speed of light (C=300000 km/s) that doesn't need great areas because the energy is found in waves move by speed of light that explains why the planets orbits be small orbits (from Saturn to Venus) and even the inner planets have very small orbits because the energy is not stored in the inner planets orbits but the energy is used directly to produce the sun rays- that shows the planets distribution between the Sun and Pluto is related to the wave velocity changes
(8)
 Planet Motion Definition
Let's ask
This Is Extraordinary: Gravity Can Create Light, All on Its Own
https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsnHYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"cvid=620db4352aa943e2b454919a7b724604HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"&HYPERLINK "https://www.msn.com/en-us/news/technology/this-is-extraordinary-gravity-can-create-light-all-on-its-own/ar-AA19YL5d?ocid=hpmsn&cvid=620db4352aa943e2b454919a7b724604&ei=83"ei=83
The article tells, the gravitational waves can move by speed of light and can produce a light beam- now we ask- if the gravitational waves move by speed of light- why is it necessary the gravitational waves move by speed of light relative to the sun point of Space? Or let's ask this question by another method
Pluto velocity is 4.7 km/s relative to what? relative to the sun
All Motions In The Solar System Are Done Relative To The Sun – let's explain why
Let's remember how the sun point is created
We understand the space is similar to the sea of water and it's in continuous motion and NO stationary point can be found in it- the sun point of space should be a stationary point- for that the sun point of space creation needed specific procedure 
The planets were found before the sun creation and the planets revolve around a point in space (any point in space) the revolution creates two velocities on both sides of the revolution- the two velocities are equal in value opposite in direction- the total be Zero- means- the revolution motion creates a stationary point in the revolution center-
By that the sun point of space is created as a stationary point- and the sun point is the only stationary point in the solar system- for that all motions are done relative to the sun point of space- but let's ask
What does mean Pluto velocity is 4.7 km/s? it means – the sun point of space is a stationary point and its velocity is 1 km/s (Zero approximately)- and that means- the space around the sun has waves move by velocity 1 km/s while Pluto velocity is 4.7 km/s and that means the space around Pluto has waves move by 4.7 km/s  and by Pluto motion the waves around the sun moves by 4.7 km/s because of Pluto motion effect
Shortly- the sun is the stationary point in the solar system and all motions are done relative to the sun because it's the minimum velocity in the solar system.
II- The Comparison
The gravitational waves are reflected in the solar system three times
(From Neptune to Saturn) This Is The First Reflection
(From Uranus to Jupiter) This Is The Second Reflection
(From Venus to Mars) This Is The Third Reflection
Here we compare among the data of these planets- the comparison provides 7 groups of data in each group we compare the planets data because I want to prove that the planets use similar behaviors to produce their data – means- this all data is created based on geometrical rules which proves that there's one reason caused to create all this data and this reason is the gravitational waves reflection- In the comparison I start by Venus reflection (the 3rd one) then Uranus reflection (the 2nd one) and Neptune reflection (1st one) because Venus is very simple data and can be understood easily-
The Data Changes
 The gravitational waves reflection causes basic changes in the planets data let's refer to these changes in following
What's used as (A) before the reflection will be used as (1/A) after the reflection.
What's used as (a distance) before the reflection will be used as (a period of time) after the reflection
The velocities be squared –the rate (v1/v2) before reflection will be (v1/v2)^2 after the reflection.
The energy direction is changed by the reflection
The players of the rates of time are reflected also –
Notice – the gravitational waves reflection needs three planets –as we have discussed- the 1st reflection (from Neptune to Saturn) and between them Uranus – also the 2nd reflection (from Uranus to Jupiter) and between them Saturn–  and also the 3rd reflection (from Venus to Mars) and between them The Earth– that shows three planets are used in each reflection- the middle planet is effected also by the wave reflection as we will see in the data discussion – shortly – No reflection can be done by two neighbors planets - 
These changes are done with each reflection for the gravitational waves- the planets data proves this fact as we will see in the comparison of the data and the detailed analysis for the wave reflection.
Group Data No (I)
(1)
The gravitational waves are reflected from Venus to Mars – For that
Venus orbital circumference 680 mkm is Changed Into Mars orbital period 687 days
And
687 days x 2π        = 4331 days (Jupiter orbital period)
687 days x 4π        = 10747 days (Saturn orbital period) x 0.8
687 days x 6π x 2  =  25920 years (The Precession Cycle)
(2)
The gravitational waves are reflected from Uranus to Jupiter– For That 
Jupiter orbital circumference 4900mkm is Changed Into The  period4900 days
And
4900 days x 2π      = 30589 days (Uranus orbital period)
4900 days x 4π      = 59800 days (Neptune orbital period) (error 3%)
4900 days x 6π      =  90560 days (Pluto orbital period) (error 2%)
(3)
The gravitational waves are reflected from Neptune to Saturn–
BUT
The distance 1433 mkm is still a distance And
(1410 mkm = Pluto Neptune Distance)
1433 mkm               = Mars orbital circumference
1433 mkm   x 2π    = 9010 mkm (Saturn Orbital Circumference)
1433 mkm   x 4π    = 18048  mkm (Uranus Orbital Circumference)
1433 days   x 8π     = 37100 days (Pluto orbital Circumference) (error 2.5%)
Discussion
(1)
The data shows the following
The Gravitational Wave Reflection From Venus To Mars Defines Mars, Jupiter And Saturn Orbital Periods
(Saturn orbital period is effected by the rate 0.8 we should discuss later)
The Gravitational Wave Reflection From Uranus To Jupiter Defines Uranus, Neptune And Pluto Orbital Periods
The Gravitational Wave Reflection From Neptune To Saturn Defines Saturn, Uranus, Neptune And Pluto Orbital Circumference
This data proved my planet definition (the planets are geometrical points carried by the same one energy- or- the planets are geometrical points found on the same one light beam- and the planets move with this light beam motion- and the planets are created depending on each other and No planet is independent from the others in its creation and motion) – means- the planets are similar to whirlpools (vortex) found on the sea water page- we can imagine many whirlpools (vortex) are found on the same one sea and they are near to each other- this picture is very similar to the planets nature- that explains how the reflection of energy for one time can define the orbital periods for three planets (or 4 planets) together-
Here we imagine there are 4 whirlpools (vortex) on the sea page near to each other and then one strong wave of water passed through these 4 whirlpools (vortex), and this water wave motion causes effects on the 4 whirlpools-
This information is so important because one motion only (one wave reflection) can cause to define three or four planets data that proves strongly the planets Can NOT be independent neither in Creation Nor in motion- the planets are created and moving depends on each other because all of them are created from the same one energy and they move with this same energy motion-
NOTICE Let's imagine we have 4 whirlpools (vortex) on the sea page near to each other and one strong water wave passes through these 4 whirlpools (vortex)  - now – suppose we put some red color on this strong water wave- what would happen? The water color will be red and the red water will pass through these 4 whirlpools (vortex)  
We pay attention here because one reflection of energy can define the orbital periods of three planets – Means – all of them must be dependent on this reflected energy.
That tells the planets are NOT independent but they are dependent on the mother energy from which they are created and that caused they to be dependent on each other –
Now let's analyze each reflection individually
(1) The Third Reflection (The Wave Is Reflected From Venus To Mars)
224.7 days (Venus orbital period) is changed into 227.9 mkm (Mars orbital distance)
AND-
680 mkm (Venus Orbital Circumference) is changed into 687 days (Mars orbital period)- (max error 1.5%) –
As the rule tells (what's used as distance before the reflection be used as a period of time after the reflection and vice versa)
The orbital periods definition
687 days x 2π = 4331 days (Jupiter orbital period)
687 days x 4π = 10747 days (Saturn orbital period) x 0.8
687 days x 6π x 2  =  25920 years (The Precession Cycle)
We don't discuss the precession cycle here
(Saturn orbital period is effected by the rate 0.8 we should discuss later)
The data shows, the planets orbital periods are defined by the rates (2π, 4π, 6π)
It's not clear yet why the design uses these rates to define the planets orbital periods but this is the rule we will see it in the other two reflections of energy.
The important notice here tells that- the gravitational wave reflection for one time defines 3 planets orbital periods – this fact is proved strongly by the data and it disproves the wrong idea tells (Planet is created independently from the other planets) 
(2) The Second Reflection (The Wave Is Reflected From Uranus To Jupiter)
Here we have a clear problem – let's see the data
Jupiter orbital circumference 4900 mkm is Changed Into The  period 4900 days
And
4900 days x 2π      = 30589 days (Uranus orbital period)
4900 days x 4π      = 59800 days (Neptune orbital period)                    (error 3%)
4900 days x 6π      =  90560 days (Pluto orbital period)                       (error 2%)
We see clearly, the data distribution is typical to the previous data of the third reflection- let's compare them
Venus orbital circumference 680 mkm is Changed Into Mars orbital period 687 days
Jupiter orbital circumference 4900mkm is Changed Into The  period 4900 days  
687 days x 2π = 4331 days (Jupiter orbital period)
4900 days x 2π = 30589 days (Uranus orbital period)
687 days x 4π = 10747 days (Saturn orbital period) x 0.8
4900 days x 4π = 59800 days (Neptune orbital period) (error 3%)
4900 days x 6π = 90560 days (Pluto orbital period) (error 2%)
The comparison shows clearly the data is almost typical- by that- we have to suppose- the gravitational wave is reflected from Jupiter to Uranus- It is NOT Fact–because
The gravitational wave is reflected from Uranus to Jupiter (and then to Venus) – we see clearly the problem where the data distribution is reversed the wave reflection direction-
Notice - please note clearly that – we deal with one gravitational wave only- there are NOT three gravitational wave and each wave is reflected in one reflection- it's NOT Fact – the fact is that- it's one gravitational wave reflected three times in the solar system- the comparison next data proves this fact and gives no area for any doubt-
It's one gravitational wave sent from Pluto to Neptune and reflected to Saturn then this same wave is sent from Saturn to Uranus and Uranus reflected the same wave to Jupiter and Jupiter sent the same wave to Venus and Venus reflected the same wave to Mars- One Gravitational Wave moves through all these planets        
The Conclusion
The planets data is distributed in the reversed direction for the reflected energy- the energy is reflected from Uranus to Jupiter but the data is distributed from Jupiter to Uranus- there's a geometrical reason for this behavior we should discover later.
(3) The First Reflection (The Wave Is Reflected From Neptune To Saturn)
We still have another problem- let's remember this problem reason
The gravitational wave first reflection is done from Pluto to Neptune, supposing Neptune would send the energy to Uranus but Neptune didn't send the energy instead Neptune kept the energy inside its orbit and prevent it to move toward Uranus – also Uranus itself couldn't release the imprisoned energy from Neptune orbit – and that necessitated Saturn itself to create interaction with Neptune to release the imprisoned energy for that the energy is moved toward Saturn immediately by that this reflection of the wave is considered the first reflection because the energy is released from Neptune to Saturn directly – Shortly- the wave energy is sent from Pluto to Neptune and the energy is reflected from Neptune to Saturn and this is the first reflection of the energy (the gravitational wave first reflection)
Let's see the data - The distance 1433 mkm (Saturn orbital distance) is still a distance And (1410 mkm = Pluto Neptune Distance)
1433 mkm               = Mars orbital circumference
1433 mkm   x 2π    = 9010 mkm (Saturn Orbital Circumference)
1433 mkm   x 4π    = 18048  mkm (Uranus Orbital Circumference)
1433 days   x 8π     = 37100 days (Pluto orbital Circumference) (error 2.5%)
The data follows the rule (2π, 4π, 8π) perfectly as the other two reflections but the data shows 2 problems which are
1st problem
The data distribution is in the reversed direction of the energy motion direction- because the reflection is done from Neptune to Saturn but the data shows the orbital circumferences of (Saturn, Neptune, Uranus and Pluto) are defined by this reflection which supposes the energy is reflected from Saturn to Neptune and that's NOT Fact 
This behavior is typical the behavior of the second reflection from Uranus to Jupiter-
Means- this behavior is repeated in the two reflections of energy which tells that the behavior depends on a geometrical reason.
2nd problem
The distance is not changed into a period of time as the other reflections but stayed as a distance! How and why?? let's see deeply this data
If the energy is reflected from Saturn to Neptune, Saturn orbital circumference 9010 mkm should be changed into a period of time to be 9010 days and then
9010 days    x 2π    = 2 x 28244 days (28244 mkm = Neptune orbital circumference)
9010 days    x 4π    = 113223 days
9010 days    x 6π    = 169840 days
We see the data gives NO real values- means- this is not the direction of the data creation- Instead – the distance 1433 mkm or the circumference 9010 mkm is still distance and then
1433 mkm   x 2π    = 9010 mkm (Saturn Orbital Circumference)
1433 mkm   x 4π    = 18048  mkm (Uranus Orbital Circumference)
1433 days   x 8π     = 37100 days (Pluto orbital Circumference) (error 2.5%)
And
1433 mkm               = Mars orbital circumference
We understand that, the data provides a distance (1433 mkm) and not a period of time then we have to ask again why this distance is not changed into a period of time?
We understand that the outer planets have 2 reflections (first reflection from Neptune to Saturn) and (the second reflection from Uranus to Jupiter)- also we understand that the solar system needs one reflection only in the outer planets and one reflection only in the inner planets and also we know the outer planets have two reflections because of Neptune negative effect on the solar system- means if Neptune is removed from the solar system the outer planets would have one reflection only – for that- the designer caused the two reflections in the outer planets to be complementary one another – the reflection from Uranus to Jupiter defines the planets orbital periods and the reflection from Neptune to Saturn defines these same planets orbital circumferences
 The designer caused to make the two reflections complementary one another and by that the two reflections can be unified into one reflection and based on that the machine will work by one unified reflection in the outer planets and one single reflection in the inner planets- but how the energy motion produces the distances in place of the periods of time? this question is hard to answer because we don't see deeply how the reflection of energy can define each planet orbital period (or orbital circumference) by using the rates (2π, 4π, 6π) we just discovered the rule but more geometrical analysis is required to see how this rule works
NOTICE
In the third reflection (from Venus to Mars) – let's remember the data
Venus orbital circumference 680 mkm is Changed Into Mars orbital period 687 days
687 days x 2π        = 4331 days (Jupiter orbital period)
687 days x 4π        = 10747 days (Saturn orbital period) x 0.8
687 days x 6π x 2  =  25920 years (The Precession Cycle)
We have asked- why Saturn orbital period is effected by the rate (0.8)?
Let's try to answer – let's see the data 10747 /9800 = 9800/9010 where
10747 days  = Saturn orbital period and 9010 mkm   = Saturn orbital circumference
9800 mkm   = 2 x 4900 mkm (Jupiter Orbital Circumference)  
We know 4900 mkm and 4900 days is the player in the second reflection from Uranus to Jupiter- means- Saturn has effect also in the second reflection for that the second reflection has effect on Saturn data and caused its orbital period to be produced under the effect of the rate (0.8) which is the reflection rate as we will see in the next data 
Group Data No (II)
(1)
3.024 mkm (Venus motion distance per solar day) x 0.8   = 2.4 mkm
2.57 mkm (Venus motion distance per solar day)              = 1.0725 x 2.4 mkm
2.57 mkm x 0.8 = 2.082 mkm (Mars motion distance per solar day)
(2)
1.1318 mkm (Jupiter motion distance per solar day) x 0.8 = 2 x 1.0725 x 0.421 mkm
(3)
0.838 mkm (Saturn motion distance per solar day) x 0.8 = 2 x 1.0725 x 0.3129 mkm
Discussion
We discuss the data no. (2) and (3) at first
DATA NO. (2)
1.1318 mkm (Jupiter motion distance per solar day) x 0.8 = 2 x 1.0725 x 0.421 mkm
(0.421 mkm = Uranus motion distance in its rotation period)
DATA NO. (3)
0.838 mkm (Saturn motion distance per solar day) x 0.8 = 2 x 1.0725 x 0.3129 mkm
(0.3129 mkm = Neptune motion distance in its rotation period)
MORE DATA
0.5875 mkm (Uranus motion distance per solar day) x 0.8 = 0.46688 mkm
(0.466884 mkm = Jupiter motion distance in its rotation period) And
0.46688 mkm (Neptune motion distance per solar day) x 0.8 = 0.3736 mkm
(0.3736 mkm = Saturn motion distance in its rotation period) And
0.46688 mkm (Pluto motion distance per solar day) x 0.8 = 0.3248 mkm
(i)
The rate (0.8) is created by the waves reflection and the planets velocities are defined based on each other by this rate as discussed in the planet velocity definition-  here the data shows the rate (0.8) defines each planet motion distance based on the other planet motion distance (in the same one reflection) –
let's explain that in more details
(1st reflection From Neptune to Saturn) for that
Saturn motion distance per solar day (0.838 million km) by the rate (0.8) defines Neptune motion distance in its rotation period 0.3129 million km
Also
Neptune motion distance per solar day (0.46688 million km) by the rate (0.8) defines Saturn motion distance in its rotation period 0.3736 million km
AND
(2nd reflection From Uranus to Jupiter) for that
Jupiter motion distance per solar day (1.1318 million km) by the rate (0.8) defines Uranus motion distance in its rotation period 0.421 million km
Also
Uranus motion distance per solar day (0.5875 million km) by the rate (0.8) defines Jupiter motion distance in its rotation period 0.46688 million km
AND
In the 3rd reflection we will see Mars motion distance per solar day is defined by Venus motion distance per solar day- follows the same rule  
Notice
We note the data No. (2) and (3) show the data is distributed in the reversed direction for the energy motion because the energy is reflected from Neptune to Saturn and from Uranus to Jupiter- But data is distributed in the reversed direction-
In the third reflection we will see the data moves in the same direction with the energy distribution
Also  
In Venus data we will see that it uses the square value (0.8)^2 and we will explain why the rate is used in square value
(ii)
Why is the rate (1.0725) found in the data? because the gravitational wave  moves by speed of light (300000 km/s) in Saturn orbit and in all planets orbits till Venus orbit-
Shortly
the wave velocity was 205.8 km/s through Pluto, Neptune and Uranus orbits BUT
The wave velocity is accelerated in Saturn orbit and its velocity be = speed of light =300000 km/s, for that reason the rate (1.0725) is created because this is (Lorentz length contraction effect rate) and it can be produced only by motion with speed=(99% speed of light =297000 km/s)- shortly- the wave velocity be equal=speed of light = 300000 km/s in Saturn orbit, for that the rate (1.0725) is produced in the orbits of Saturn and Jupiter as the data shows (and also in Venus data we will see it)
(iii)
The previous data shows the planets distances are rated by the rate (0.8) for the planets players in the same wave reflection- but- this picture is not complete yet – because the planets which aren't players in the same reflection shows equal distances also but this distances equality doesn't depend on the rate (0.8) let's give examples
Jupiter motion distance in its rotation period = Neptune motion distance per solar day =0.466884 million km
And
Saturn motion distance in its rotation period 0.3736 mkm x π = Uranus motion distance per solar day 0.5875 mkm x 2
And
The Earth motion distance per solar day = Pluto motion distance in its rotation period = 2.574 million km
This distances equality must be produced also by the waves reflection but the rule is not clear yet- I want to say the effect of the rate (0.8) on the planets distances is part of greater rule explains how this distances equality is produced and the useful result of it –
Please note–I analyze this data in details in 2nd part of this 1st hypothesis explanation-
Now
Let's discuss the data No.(1)
DATA NO. (1)
3.024 mkm (Venus motion distance per solar day) x 0.8 = 2.4 mkm
2.57 mkm (The Earth motion distance per solar day)                  = 1.0725 x 2.4 mkm
2.57 mkm x 0.8 = 2.082 mkm (Mars motion distance per solar day)
2.57 mkm = The Earth motion distance per solar day= Pluto motion distance in its rotation period
Means
3.024 million km x (0.8)^2 x 1.0725 = 2.082 million km where
3.024 mkm  =Venus motion distance per solar day
2.082 mkm  =Mars motion distance per solar day
Notice
2.57 mkm = The Earth motion distance per solar day
2.57 mkm = 1.0725 x 2.4 mkm The moon motion distance per solar day
2.59 mkm = Pluto motion distance in its rotation period
The data tells Mars motion distance per solar day depends on Venus motion distance per solar day – here all distances are defined by the solar day- 
In the third reflection- the wave is reflected from Venus to Mars- here also Venus motion distance per solar day (3.024 mkm) defines Mars motion distance per solar day (2.082 mkm)- but the definition depends on the squared value (0.8)^2 
That shows Venus reflection follows the same rule used by the other reflections – where the sender planet motion distance per solar day defines the receiver planet motion distance
Perfectly the rule is followed BUT Why does Venus use the square value (0.8)^2??
Because of the reflections order – let's explain that
The two reflections in the outer planets are complementary each other and by that they are unified and can be considered as One Unified Reflection in the outer planets
Means- there is one unified reflection in the outer planets and one single reflection in the inner planets and these are two reflections- means – Venus reflection should be considered the second reflection that causes to square the value (0.8)- that explains why Venus uses the squared Value (0.8)^2
Notice
This is a proof for my theory that (one gravitational wave is reflected three times)- means- this wave is reflected before and effected by the rate (0.8) and this same wave is reflected again for that the rate (0.8) be in its squared value  (0.8)^2
The Conclusion
The gravitational waves reflection causes the sender planet motion distance to define the receiver planet motion distance as seen in the data- the definition depends on the rate (0.8) – here we see one rule proves the receiver planet motion depends on the sender planet motion- 
Group Data No (III)
(1)              
5.56 = (568/102) = (59800/10747)
(2)              
21.8 = (1898 /86.8) = 30589 /1407.6
(3)              
(4.87/0.642) ^2 = (7.6)^2 and (7.6)^2 x 224.7 days = 2π^2 x 687 days
And
π^3 = 31 = (5.56)^2 = 4x 4.75 (but between 7.75 and 7.6 the error 2%)
Discussion
Data No. (1)
5.56 = (568/102) = (59800/10747)
568 x 10^24 kg      = Saturn Mass
102 x 10^24 kg      = Neptune Mass
59800 days            = Neptune orbital period
10747 days            = Saturn orbital period
In the first reflection the gravitational wave is reflected from Neptune to Saturn
This behavior shows second rule– for the planets in the same reflection- we see the masses rate defines the orbital periods rate and this behavior is used by the other two reflections- means- the gravitational wave reflection between two planets cause these two planets masses rate to define their orbital periods rate – let's see the rest data
Data No. (2)
21.8 = (1898 /86.8) = 30589 /1407.6                   (notice1407.6π =4331 error 2%)
1898 x 10^24 kg    = Jupiter Mass
86.8 x 10^24 kg     = Uranus Mass
30589 days            = Uranus orbital period
4331 days              = Jupiter orbital period
In second reflection the gravitational wave is reflected from Uranus to Jupiter
It's the same rule and behavior, the planets masses rates defines their orbital periods
Just Jupiter orbital period 4331 is divided by (π) – no any other change in the rule proves that the rule is a fact and used with the planets of the same reflection
Data No. (3)
(4.87/0.642) ^2 = (7.6)^2 and (7.6)^2 x 224.7 days = 2π^2 x 687 days
4.87 x 10^24 kg     = Venus Mass                          and 0.642 x 10^24 kg= Mars Mass
224.7 days             = Venus orbital period              and 687 days= Mars orbital period
In the third reflection the gravitational wave is reflected from Venus to Mars
Here also we see the planets use the same rule and the same behavior – the masses rate defines the orbital periods rate-But the rate is squared! Why?   
Venus Mass = 7.6 Mars Mass but the data uses the squared rate (7.6)^2 –
We should pay attention for this rate because the other planets used their masses rate but NOT squared value – Why does Venus use the squared value (7.6)^2?
We have solved this question in the distances discussion when Venus used (0.8)^2 and the other planets use (0.8) only- here also is similar to that- let's remember the reason
We agreed that the two wave reflections in the outer planets are complementary one another and by that they are unified together into one unified reflection and by that the outer planets has one unified reflection and the inner planets has one single reflection and these are considered as two reflections and for that Venus reflection is considered the second one in the solar system (and the final one) for that Venus uses the squared Value – where we know the wave reflection causes to square the value
Notice - 5.56 = (568/102) = (59800/10747) = (10/1.8) =9010/1622 where 1.8 deg = Neptune orbital inclination and 10 =4 x 2.5 deg (Saturn orbital inclination) and -9010 mkm= Saturn orbital circumference and 1622 mkm = Neptune Uranus Distance
Notice π^3 = 31 = (5.56)^2 = 4x 4.75 (but between 7.75 and 7.6 the error 2%) – this data is discussed in the next point
The Conclusion The Wave Reflection Causes The Sender And Receiver Planets Masses Rate To Define Their Orbital Periods Rate.
Group Data No (IV)
(1)
12104 km (Venus diameter) /6792 km (Mars diameter) = 3.4 deg /1.9 deg = π^0.5
(2)
142984 km (Jupiter diameter)/51118 km (Uranus diameter) = 2.79 =5.56/2
(3)
378675 km (Saturn Circumference)/49528 km (Neptune diameter) = 7.6
Discussion
Notice
π^3 = 31 = (5.56)^2 = 4x 4.75 (but between 7.75 and 7.6 the error 2%)
This data shows the rates (5.56) and (7.6) are found based on the value (π^3=31) I try to prove that it's one energy (one value π^3=31) and the different rates as (5.56 and 7.6) are found depending on (this one value π^3=31) by geometrical reasons – that proves it's one energy (one wave) is reflected three times in the solar system – the value (π^3 = 31 =) is very important because all rates depend on it
The group data shows the planets diameters rates depend on the value (π^3 =31)- let's examine it in following
Data No. (1)
12104 km (Venus diameter) /6792 km (Mars diameter) = 3.4 deg /1.9 deg = π^0.5
3.4 degrees = Venus Orbital Inclination
1.9 degrees = Mars Orbital Inclination
The data shows the two planets diameters are rated with rate equal their orbital inclination and this rate equal π^0.5
Notice
177.4 degrees (Venus axial tilt) = 1.9 deg (Mars orbital inclination) x 93.4
90+ 3.4 = 93.4 deg
Data No. (2)
142984 km (Jupiter diameter)/51118 km (Uranus diameter) = 2.79 = 5.56
We remember 31 = (5.56)^2
Data No. (3)
378675 km (Saturn Circumference)/49528 km (Neptune diameter) = 7.6
Also we remember 31/4 = 7.75 (and the difference between 7.75 and 7.6 is 2%)
The data shows the diameters rates depend on the value (π^3 = 31 =) as the masses do
Means- the planets masses and diameters are created rated to one another based on this same value (π^3 = 31 =)
I try to prove that – one energy is found behind all this data- the value (π^3 = 31 =) refers to one energy and this energy is effected by different geometrical reasons and that causes this energy (π^3 = 31 =) to show different rates as (5.56) and (7.6)
Shortly – we deal with one energy reflected three times in the solar system and the planets data are defined by the effect of this energy on them
Please note- we can imagine one river of water moves through different cities and each city deals with the river based on its own data- one city has great soil and this uses the river water to plant vegetables and fruits- another city its ground has many holes and caves the river water will cause all these holes to be filled of water and that will create many moors in this city and that will not be useful for it –
We have here the same picture-
One energy moves through the solar system and reflected three times in it and this reflection causes changes for the planets data for that the different rates (5.56 and 7.6) are created from this one energy (π^3 = 31 =) by geometrical reasons have effects on it. (CONT)  
Gerges Francis Tawdrous +201022532292
Physics Department-  Physics & Mathematics  Faculty 
Peoples' Friendship university of Russia – Moscow   (2010-2013)
Curriculum Vitae                   https://www.academia.edu/s/b88b0ecb7c
E-mail                             [email protected], [email protected]
                                      [email protected]                   
ORCID                           https://orcid.org/0000-0002-1041-7147
Facebook                       https://www.facebook.com/gergis.tawadrous
VK                                 https://vk.com/id696655587
Tumblr                           https://www.tumblr.com/blog/itsgerges 
Researcherid                   https://publons.com/researcher/3510834/gerges-tawadrous/
Google                                https://scholar.google.com/citations?user=2Y4ZdTUAAAAJ&hl=en
Livejournal                      https://gerges2022.livejournal.com/profile
Pocket                                                                     https://getpocket.com/@646g8dZ0p3aX5Ad1bsTr4d9THjA5p6a5b2fX99zd54g221E4bs76eBdtf6aJw5d0?src=navbar
PUBLICATIONS
box                                 https://app.box.com/s/47fwd0gshir636xt0i3wpso8lvvl8vnv
Academia                        https://rudn.academia.edu/GergesTawadrous
List of publications          http://vixra.org/author/gerges_francis_tawdrous Slideshare                             https://www.slideshare.net/Gergesfrancis
2 notes · View notes
learning-robotics · 4 months ago
Text
Mastering Neural Networks: A Deep Dive into Combining Technologies
How Can Two Trained Neural Networks Be Combined?
Introduction
In the ever-evolving world of artificial intelligence (AI), neural networks have emerged as a cornerstone technology, driving advancements across various fields. But have you ever wondered how combining two trained neural networks can enhance their performance and capabilities? Let’s dive deep into the fascinating world of neural networks and explore how combining them can open new horizons in AI.
Basics of Neural Networks
What is a Neural Network?
Neural networks, inspired by the human brain, consist of interconnected nodes or "neurons" that work together to process and analyze data. These networks can identify patterns, recognize images, understand speech, and even generate human-like text. Think of them as a complex web of connections where each neuron contributes to the overall decision-making process.
How Neural Networks Work
Neural networks function by receiving inputs, processing them through hidden layers, and producing outputs. They learn from data by adjusting the weights of connections between neurons, thus improving their ability to predict or classify new data. Imagine a neural network as a black box that continuously refines its understanding based on the information it processes.
Types of Neural Networks
From simple feedforward networks to complex convolutional and recurrent networks, neural networks come in various forms, each designed for specific tasks. Feedforward networks are great for straightforward tasks, while convolutional neural networks (CNNs) excel in image recognition, and recurrent neural networks (RNNs) are ideal for sequential data like text or speech.
Why Combine Neural Networks?
Advantages of Combining Neural Networks
Combining neural networks can significantly enhance their performance, accuracy, and generalization capabilities. By leveraging the strengths of different networks, we can create a more robust and versatile model. Think of it as assembling a team where each member brings unique skills to tackle complex problems.
Applications in Real-World Scenarios
In real-world applications, combining neural networks can lead to breakthroughs in fields like healthcare, finance, and autonomous systems. For example, in medical diagnostics, combining networks can improve the accuracy of disease detection, while in finance, it can enhance the prediction of stock market trends.
Methods of Combining Neural Networks
Ensemble Learning
Ensemble learning involves training multiple neural networks and combining their predictions to improve accuracy. This approach reduces the risk of overfitting and enhances the model's generalization capabilities.
Bagging
Bagging, or Bootstrap Aggregating, trains multiple versions of a model on different subsets of the data and combines their predictions. This method is simple yet effective in reducing variance and improving model stability.
Boosting
Boosting focuses on training sequential models, where each model attempts to correct the errors of its predecessor. This iterative process leads to a powerful combined model that performs well even on difficult tasks.
Stacking
Stacking involves training multiple models and using a "meta-learner" to combine their outputs. This technique leverages the strengths of different models, resulting in superior overall performance.
Transfer Learning
Transfer learning is a method where a pre-trained neural network is fine-tuned on a new task. This approach is particularly useful when data is scarce, allowing us to leverage the knowledge acquired from previous tasks.
Concept of Transfer Learning
In transfer learning, a model trained on a large dataset is adapted to a smaller, related task. For instance, a model trained on millions of images can be fine-tuned to recognize specific objects in a new dataset.
How to Implement Transfer Learning
To implement transfer learning, we start with a pretrained model, freeze some layers to retain their knowledge, and fine-tune the remaining layers on the new task. This method saves time and computational resources while achieving impressive results.
Advantages of Transfer Learning
Transfer learning enables quicker training times and improved performance, especially when dealing with limited data. It’s like standing on the shoulders of giants, leveraging the vast knowledge accumulated from previous tasks.
Neural Network Fusion
Neural network fusion involves merging multiple networks into a single, unified model. This method combines the strengths of different architectures to create a more powerful and versatile network.
Definition of Neural Network Fusion
Neural network fusion integrates different networks at various stages, such as combining their outputs or merging their internal layers. This approach can enhance the model's ability to handle diverse tasks and data types.
Types of Neural Network Fusion
There are several types of neural network fusion, including early fusion, where networks are combined at the input level, and late fusion, where their outputs are merged. Each type has its own advantages depending on the task at hand.
Implementing Fusion Techniques
To implement neural network fusion, we can combine the outputs of different networks using techniques like averaging, weighted voting, or more sophisticated methods like learning a fusion model. The choice of technique depends on the specific requirements of the task.
Cascade Network
Cascade networks involve feeding the output of one neural network as input to another. This approach creates a layered structure where each network focuses on different aspects of the task.
What is a Cascade Network?
A cascade network is a hierarchical structure where multiple networks are connected in series. Each network refines the outputs of the previous one, leading to progressively better performance.
Advantages and Applications of Cascade Networks
Cascade networks are particularly useful in complex tasks where different stages of processing are required. For example, in image processing, a cascade network can progressively enhance image quality, leading to more accurate recognition.
Practical Examples
Image Recognition
In image recognition, combining CNNs with ensemble methods can improve accuracy and robustness. For instance, a network trained on general image data can be combined with a network fine-tuned for specific object recognition, leading to superior performance.
Natural Language Processing
In natural language processing (NLP), combining RNNs with transfer learning can enhance the understanding of text. A pre-trained language model can be fine-tuned for specific tasks like sentiment analysis or text generation, resulting in more accurate and nuanced outputs.
Predictive Analytics
In predictive analytics, combining different types of networks can improve the accuracy of predictions. For example, a network trained on historical data can be combined with a network that analyzes real-time data, leading to more accurate forecasts.
Challenges and Solutions
Technical Challenges
Combining neural networks can be technically challenging, requiring careful tuning and integration. Ensuring compatibility between different networks and avoiding overfitting are critical considerations.
Data Challenges
Data-related challenges include ensuring the availability of diverse and high-quality data for training. Managing data complexity and avoiding biases are essential for achieving accurate and reliable results.
Possible Solutions
To overcome these challenges, it’s crucial to adopt a systematic approach to model integration, including careful preprocessing of data and rigorous validation of models. Utilizing advanced tools and frameworks can also facilitate the process.
Tools and Frameworks
Popular Tools for Combining Neural Networks
Tools like TensorFlow, PyTorch, and Keras provide extensive support for combining neural networks. These platforms offer a wide range of functionalities and ease of use, making them ideal for both beginners and experts.
Frameworks to Use
Frameworks like Scikit-learn, Apache MXNet, and Microsoft Cognitive Toolkit offer specialized support for ensemble learning, transfer learning, and neural network fusion. These frameworks provide robust tools for developing and deploying combined neural network models.
Future of Combining Neural Networks
Emerging Trends
Emerging trends in combining neural networks include the use of advanced ensemble techniques, the integration of neural networks with other AI models, and the development of more sophisticated fusion methods.
Potential Developments
Future developments may include the creation of more powerful and efficient neural network architectures, enhanced transfer learning techniques, and the integration of neural networks with other technologies like quantum computing.
Case Studies
Successful Examples in Industry
In healthcare, combining neural networks has led to significant improvements in disease diagnosis and treatment recommendations. For example, combining CNNs with RNNs has enhanced the accuracy of medical image analysis and patient monitoring.
Lessons Learned from Case Studies
Key lessons from successful case studies include the importance of data quality, the need for careful model tuning, and the benefits of leveraging diverse neural network architectures to address complex problems.
Online Course
I have came across over many online courses. But finally found something very great platform to save your time and money.
1.Prag Robotics_ TBridge
2.Coursera
Best Practices
Strategies for Effective Combination
Effective strategies for combining neural networks include using ensemble methods to enhance performance, leveraging transfer learning to save time and resources, and adopting a systematic approach to model integration.
Avoiding Common Pitfalls
Common pitfalls to avoid include overfitting, ignoring data quality, and underestimating the complexity of model integration. By being aware of these challenges, we can develop more robust and effective combined neural network models.
Conclusion
Combining two trained neural networks can significantly enhance their capabilities, leading to more accurate and versatile AI models. Whether through ensemble learning, transfer learning, or neural network fusion, the potential benefits are immense. By adopting the right strategies and tools, we can unlock new possibilities in AI and drive advancements across various fields.
FAQs
What is the easiest method to combine neural networks?
The easiest method is ensemble learning, where multiple models are combined to improve performance and accuracy.
Can different types of neural networks be combined?
Yes, different types of neural networks, such as CNNs and RNNs, can be combined to leverage their unique strengths.
What are the typical challenges in combining neural networks?
Challenges include technical integration, data quality, and avoiding overfitting. Careful planning and validation are essential.
How does combining neural networks enhance performance?
Combining neural networks enhances performance by leveraging diverse models, reducing errors, and improving generalization.
Is combining neural networks beneficial for small datasets?
Yes, combining neural networks can be beneficial for small datasets, especially when using techniques like transfer learning to leverage knowledge from larger datasets.
4 notes · View notes
magtecbusinesssolutions · 3 months ago
Text
Tumblr media
Tired of paper piles? 🚫 Go paperless with Magtec ERP Software! 💻 Streamline your workflow and boost efficiency. It's time to embrace the digital future.
2 notes · View notes
inspectorspacetimerevisited · 6 months ago
Text
Tumblr media
The Inspector knew from the land mine he stepped on that the weapon was manufactured by HieroRelm
even before the Automated Field Medic appeared to Cleric Friday attempted to draw it away from the him.
3 notes · View notes
smartratework · 4 months ago
Text
pvc electric red and blue wire #smartratework#tumblr
2 notes · View notes
shantitechnology · 5 months ago
Text
Streamlining Innovation:  Unveiling the Engineering Process with our ERP Module
Call us for free Demo : +91-9825056355 www.sterpsoftware.com
4 notes · View notes
catladychronicles · 5 months ago
Text
I sometimes want to be a machinist but my long hair and dangling frilly dresses would get stuck in the lathe
5 notes · View notes
proto-tech · 6 months ago
Text
Tumblr media
Are you looking for a reliable and precise low-volume manufacturing service? 
Look no further! 🌟
At ProtoTech Machining, we are not just a manufacturer; we innovate with precision.🛠️
Our company specializes in top-notch low-volume manufacturing services that are tailored to various industry needs such as aerospace, medical, automotive, robotics, and many other sectors. From CNC machining to Rapid prototyping and Sheet Metal Fabrication, our expert team can leverage cutting-edge technologies to turn complex designs into reality. 🚀
Plus, whether you need 3D printing, 5-axis, or Swiss CNC machining, we have the best capabilities to provide innovative and cost-effective solutions without compromising quality. ✨
So don’t wait any longer! Contact us now and let us be your partner in all your manufacturing needs. 📞
Browse https://prototech-machining.com/low-volume-manufacturing/  to learn more. 
2 notes · View notes
asteamtechnosolutions · 7 months ago
Text
Key elements of industrial automation include
Tumblr media
Industrial automation is the use of technology, such as control systems, robotics, and software, to automate industrial processes.
Programmable Logic Controllers (PLCs):
Human-Machine Interfaces (HMIs):
Robotics:
Supervisory Control and Data Acquisition (SCADA):
Sensors and Actuators:
Machine Vision:
2 notes · View notes