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AI detects early warning sounds of lithium-ion battery failures
- By Nuadox Crew -
NIST researchers have developed an AI-based method to detect early warning sounds from lithium-ion batteries before they catch fire.
The system identifies the distinct "click-hiss" sound produced by a breaking safety valve—caused by internal pressure buildup—just minutes before thermal runaway occurs.
By training a machine learning algorithm on audio from 38 battery failures and generating over 1,000 unique samples, the team achieved a 94% detection accuracy.
This technology could lead to specialized fire alarms for homes, offices, and battery-dense locations, offering critical time for evacuation and reducing fire risks.
Read more at National Institute of Standards and Technology (NIST)
Research paper: Tam, W. , Chen, J. , Tang, W. , Tong, Q. , FANG, H. and Putorti Jr., A. (2024), Development of a Robust Early-Stage Thermal Runaway Detection Model for Lithium-ion Batteries, 13th Asia-Oceania Symposium on Fire Science and Technology, Daegu, KR, [online], https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=958183 (Accessed November 14, 2024)
Other recent news
AI-Powered Nuclear Reactor Safety: Researchers at UNIST have developed a smart component system that uses AI and embedded optical fiber sensors to detect potential hazards in small nuclear reactors in seconds.
GOG.com Preservation Program: GOG.com has launched a preservation program to keep old PC games playable.
Starfish Space Raises $29M: Starfish Space, a Seattle-based startup, has raised $29 million to develop orbital servicing vehicles for missions serving the U.S. Space Force.
#space#starfish space#video games#gaming#retrogaming#ai#nuclear energy#energy#safety#lithium#batteries
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(narrator voice) This is one of Sakurai's Special Moves, where he Drops That Bony Ass
#mob psycho 100#mp100#sakuyama#sakurai yusuke#koyama megumu#marbleart#based upon a common scenario where i take up all the space in the bed by spreading my limbs out. Starfish maneuver#my partner loves it :]
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*You’re starting to feel very sleepy... (Patreon)
#Doodles#UT#Handplates#Gaster#Sans#Papyrus#Mostly silliness and randoms but also a little two-panel for funsies ♪#Always with the miserable Gaster! Pre-void tho just when he had cracks in his face#Would you please let your friends heal you just once you mess of a skeleton - you're not going to let your sons do it so!#Angy Snas <3 I'm really happy with how that one turned out haha#He really has such a cute face! Even when he's mad!#It's the big eye sockets I think - his mouth is quite fun to draw emoting other than a smile too :)#So disheveled! Your shoulder's gonna get so cold and then you'll be even meaner! Lol#Various babybones sleeping positions <3 Sans up top exemplifying the cat pose#Initially it was supposed to be that one sleeping position kids do where they sleep all middle-scrunched but the rest splayed out?#Does anyone know what I'm talking about lol I used to sleep like that when I was a littley#He does look very cute tho <3 Skeleton loaf ♥#Papyrus starfishing haha - either rolled away while sleeping on the floor away from Sans or they're sleeping mismatched#Otherwise Sans would definitely be curled up in any of the many negative spaces lol#Maybe that last sleeping Sans is the matching one! Just lost the energy to get all the way up onto the cot haha#Laying on his back and kicking his feet up and finally just dozed off like that haha#More sleepies! You cannot escape them Papyrus!#Sans knocking out at a moment's notice and dragging Papyrus with him - started early! Just so comfy together#Gaster just ;/ at Papyrus complaining lol he wants to run around and play!#Gaster has a lot of work to do and it would be a lot easier if things were quiet for a little while let your brother lead naptime#I do love his whiny complaint haha ''YOU DON'T UNDERSTAND I'M /SLEEPY/!!'' ''...Yes?'' ''NOOOOOOOOOOO'' Lol
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found a galaxy in a fishtank
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Should be wrapping myself around you and drifting off to sleep
#mine#text post#yearning hours#I’m just saying#sometimes it’d be nice to have someone to cuddle up to at night#but I only feel this way like 45% of the time 😂😂#the other 55% I’m like no one ever touch my bed pls#it’s mine I need all the space to starfish
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Only in Children of Time would you ever find a space battle between hyper-intelligent spiders and octopi with an AI stored in a shit ton of ants with a god complex controlling the spider's ship.
Gonna go on a small rant here.
Adrian Tchaikovsky writes other species/alien species so well. Like, so well. He has ideas that are so out there I would never even think of them, let alone know how to incorporate it. He's just so good at writing something so entirely different from anything people are used to, and I love that. It makes everything in the books 100x better, and much more intriguing.
He also does a great job with the science-y side of it. He manages to fit in all of this random information about cell structures and DNA and technology and how the different species think, and it's seamlessly incorporated with the rest of the story. Nothing gets bogged down by a random bunch of information about how different the cells of the animals on this new planet are, because it fits. He's not just putting it there for "oh hey, it's a sci-fi book, gotta have some science-y mumbo jumbo in there," no, it actually adds to the story. It serves to show just how different, how alien everything is.
Go read the books, I'd recommend them for anyone who enjoys sci-fi and can get through fairly wordy books. They're around 500-600 pages each.
#children of time#children of ruin#portiids#Go read the books#They're amazing#Only Adrian Tchaikovsky could ever#He could write a book about space starfish#And by the end of it I would be so attached to those fuckers
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VESSEL
SLEEP TOKEN
#pls be quiet he’s trying to sleep#sweet dreams you crazy cat#he definitely takes up the most space possible when sleeping#i can not judge bc i starfish sleep too#i just realized i forgot jewelry but i’m going to leave it for now#sleep token#sleep token vessel#vessel#sleep token art#sleep token fan art#sleep token fanart#fan art
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I just came across a reference to a Japanese movie from the 1950s - “Warning from Space”. It was released in January, 1956. It featured starfish-like aliens that want to help Earth.
The aliens look remarkably like Starro the Conqueror from DC Comics. It first appeared in The Brave and the Bold#28 (March 1960) which also introduced the Justice League of America.
I wonder if either Gardner Fox or Mike Sekowsky saw Warning from Space and swiped its design?
#brave and the bold#JLA#justice league#Gardner Fox#mike sekowsky#starro the conqueror#warning from space#Japanese sci-fi#starfish#swipe the design
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todays brain worms~~
though.. reading the title...
it kinda makes me want to dance with my moonlight.. and my sunshine.. and my jellyfish..
do you think they'd dance with me if i asked? hehe~
#;; he's yearning today#;; missing his Boys 😔#;; and his Gorl#sdv#sdv oc#sdv ask blog#stardew asks#sdv oc askblog#ask star ⭐#♫ starry's space jams ♫#Spotify#samstar#deathstar sdv#starfish ⭐🐟
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Pointed at the Lagoon Nebula (?) (there's so many in the area and I had a hard time telling what this was other than: ooh there's a nebula and a cluster here!)
Orion StarBlast II 20 mm eyepiece || Google Pixel Pro 7
1, 2 and 5x Zoom used!
#amateur astrophotography#astrophotography#amateur astronomy#do correct me so I can update this and tag it properly!#Once again the infrared sensor was going bonkers and ruined my shot.#tbh me mislabelling this might be ruining it too lol#I should start using the 10mm one.#There's a chance it's the Starfish cluster.#astronomy#stars#space#outer space#science
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there's already too many Steves in media and I made the mistake of naming a new character that while I found a better name and damnit it stayed.
(thankfully it's not a hot guy that can be shipped with another hot guy. this Steve is a coffee machine.)
(but a luxury brand coffee machine so maybe yeah he's hot.)
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just got to S1E45, Rose's Scabbard. every single line out of Pearl's mouth in this episode just stunlocks me knowing the truth of it all.
like the utterly anguished "I was the one she told everything!" - I'd go a little ballistic here too
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The Kehhar (Whispers in the Stars)
The Kehhar have a hard time grasping a day-night cycle as they came from a tidally-locked world that orbited a red dwarf. They evolved to be ground-dwelling filter-feeders/herbivores, eating aerial plankton and the near-black flora that’s better described as slime molds than plants. They also don’t call themselves “kehhar,” The Juggerknight and Brunniee call them that as they communicate with their bioluminescent displays. The reason they have such displays is due to them evolving from tropical orb-weaver-sized “bugs” as both a mating display and a warning to potential predators that they’d promptly die after consumption. Said macrofauna only evolved to their current sizes due to the Juggerknight slamming into their world over twice the speed of light, this also caused a massive ocean to form in the shape of a pupil. They average around .7 m in length and .2 meters in height. And they reproduce via budding like sponges or hydras.
They don’t mate either, while they do swap genes, this is believed to have evolved to increase genetic diversity as this gene swapping between members of the same and closely related species is present in all but two species, those being deep-sea microbes. It’s also of important note that their “genetic” system is closer to that of prions than DNA or RNA, as in, their information is stored on gigantic self-replicating “super proteins.” Albeit much tougher than most crap on earth thanks to the lovely dose of UV from their sun as well as their magnetosphere being fucking 12.3 gauss. Hence how it kept its hydrogen/nitrogen atmosphere, well that and their world is a super-earth with twice the gravity of our world and an atmosphere 7 times as dense, which allowed for aerial plankton, land-dwelling “sponges” and other filter feeders, and even sky “whales.” Though the largest sky whales only exceed Quetzalcoatlus in length and wingspan. ( Yes, I know the how protein-based life thing likely isn’t very plausible, but they have a 2ish meter-tall crystalline guardian that served in the Vietnam War, an event that took place millions of years before them)
It’s also of important note that the kehhar are a very stagnant people, having an information age comparable to that of the early 2000s in terms of technology, granted just as radiation-resistant as them. Granted, rather than using spoiled plankton juice in a hyper-capitalist world, they used solar, nuclear, and wind energies in a heavily caste based feudalist system, granted, there were capitalist and communist nations, but they just didn’t have too much power thanks to the meddlings of the monarchs. Also, they weren’t a planet of hats, kehhars had different loves, hates, and political views from each other. Some working as world-renowned actors, wage-to-wage restaurant cooks, doctors, miners, farmers and so much more.
As for their generation ships, they’re a gift from an allied species called “ven,” also named by The Juggerknight as they communicate via radio waves. Though they weren’t originally supposed to be gifts, they were warships meant to “cleanse” the world of the kehhar, but over time the vens “hearts” changed. Still, the space habitats of the kehhar had all of their advanced weapons like antimatter and sonic bombs (not that the sonic weapons would work) and replaced them with “primitive” weapons such as “slow” suicidal super nuke drones, cannons that shoot telephone pole sized tungsten rods, and particle beans. These space habitats are also humungous, being around 6 km long (including their thrusters), each housing many dense cities, farmland (though most livestock is simply pets as meat is now lab-grown), and wildlife reserves. While they can and do use solar energy, the habitats are primarily powered and propelled via fusion and a maximum speed of .098C
Feedback and Critique welcome (^_^)
#scifi#scifiart#blender#low poly#spec evo#hard sci fi#hard science fiction#alien#my art#starfish aliens#space travel#outer space#xenobiology#creature design#character design#my ocs#my writing#ps2 aesthetic#psx aesthetic#2000s aesthetic#2000s nostalgia#superhero#Whispers in the Stars#space ship#space ship design#O'Neill Cylinder#red dwarf#far future#dark forest#dark forest hypothesis
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Three alien roommates sharing an evening in the living room of their starship before bedtime.
#brokenyolkgalaxy#broken yolk galaxy#speculative biology#speculative zoology#worldbuilding#xenofiction#xenobiology#starfish alien#alien#alien design#science fiction#space ship#OC Rutan#OC Vertex#OC Donelja
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out there episode 25
#splatoon oc#inkling oc#splatoon#inkling#indie comic#indie comics#webcomic#webcomic series#webcomics#comic#comics#daily comic#daily comics#out there#in space#out there in space#gd#astro gd#starfish#astronaut#space
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i was so excited for my vacation to hang with my family and eat good food and get a tan but also to get some novel writing done and just really take the time where i can really focus in on what matters and get my first draft together and yeah instead i started a new fic
#what is WRONG WITH ME ALKSFALHFHFLKSDHAIFMSFHASFZSLJFA;MALIGJAS.VN#also my trip was SO nice and i got to hang out with my mom and my brother and i went scuba diving and i saw a starfish !!!!!!!!!!!!#also we had a free day in miami and were starving so we went to this random ramen place and oh my GOD#IT WAS THE BEST RAMEN OF MY LIFE ????? im still thinking about it#the crab ragoons were as big as my HAND oh my god my mouth is watering#new fic is already at 5k <3#2 fics in one year ??? what the fuck i know right#<3#space fic
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