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ИИ-чип, работающий как мозг, учится в реальном времени при сверхмалом энергопотреблении

В лабораторной имитации полета через цифровой лес, осаждаемый переменчивыми ветрами, беспилотник управляет собой с удивительным мастерством: он огибает препятствия, меняет курс в режиме реального времени и достигает цели с человеческой ловкостью.

Система, управляющая дроном, не питается от массивного сервера и не обучается на петабайтах данных. Вместо этого им управляет крошечный, экономящий энергию чип, похожий на мозг, - новый тип искусственного интеллекта, который учится в процессе своей работы, подобно человеческому разуму.

Разработанная совместно инженерами из UCLA, Техасского университета A&M и других научных учреждений, эта технология представляет собой революционную «Сверхтьюринговскую» модель ИИ, которая преодолевает ограничения традиционных вычислений, копируя способность мозга адаптироваться на лету.

В его основе лежит цепь «синаптических резисторов» - или «синсторов» - из ферроэлектрического оксида гафния-циркония (HfZrO), которая позволяет системе изменять свои собственные связи в режиме реального времени.

Исследование, опубликованное в Science Advances, показывает, что архитектура «Сверхтьюринга» превосходит традиционные искусственные нейронные сети (ИНС) по адаптивности и энергоэффективности, потребляя всего 158 нановатт — что в 10 миллионов раз меньше, чем типичные системы ИИ.

«Традиционные модели ИИ в значительной степени полагаются на обратное распространение - метод, используемый для настройки нейронных сетей в процессе обучения», - заявил в пресс-релизе соавтор исследования, доцент кафедры электротехники и компьютерной инженерии Texas A&M доктор Суин Йи. «Хотя этот метод эффективен, он биологически нереалистичен и требует огромных вычислительных ресурсов».

«В нашей работе мы устранили этот недостаток, заимствовав из нейробиологии механизмы Хеббовского обучения и синаптической пластичности, которые позволяют нейронам укреплять связи так же, как это происходит в реальном мозге».

От Тьюринга к Сверхтьюрингу

Большинство современных систем искусственного интеллекта, включая самодвижущиеся автомобили и большие языковые модели, работают на основе модели вычислений Тьюринга. Они выполняют фиксированные алгоритмы, обученные заранее - иногда в течение нескольких недель, - и после развертывания не могут изменить курс, пока не будут обучены заново. Это затрудняет работу систем ИИ в незнакомой обстановке и очень требовательно к мощности.

По сути, нынешний ИИ похож на студента, который выучил все перед экзаменом, а во время него ему запрещено узнавать что-то новое. В отличие от этого, человеческий мозг постоянно учится и адаптируется в режиме реального времени.

«Эти центры обработки данных потребляют энергию в гигаваттах, в то время как наш мозг потребляет 20 ватт», - объясняет доктор Йи. Центры обработки данных, потребляющие такое количество энергии, не могут быть устойчивыми при нынешних методах вычислений. Поэтому, хотя способности искусственного интеллекта поразительны, для его поддержания все еще необходимы аппаратные средства и генерация энергии».

Именно здесь на помощь приходит сверхтьюринговые вычисления. Вдохновившись тем, как синапсы мозга адаптируются в процессе обучения, исследователи разработали «синсторную схему», использующую форму зависимой от времени спайков пластичности (STDP) — биологически правдоподобное правило обучения — для обновления внутренних параметров во время обработки входных данных. В отличие от мемристоров или фазовой памяти, которым требуются отдельные этапы для обучения и вывода, синсторы способны выполнять оба процесса одновременно.

На аппаратном уровне система опирается на чудо-материал: гетеропереход, состоящий из слоя WO₂.₈, тонкой пленки ферроэлектрика Hf₀.₅Zr₀.₅O₂ и кремниевой подложки. Этот стек позволяет тонко настраивать значения проводимости - сродни регулировке силы синапса - с исключительной точностью, повторяемостью и долговечностью.

Было достигнуто более 1,6 × 10¹¹ циклов переключения без деградации, и проводимость могла быть настроена на 1000 аналоговых уровней с точностью обучения до 36 пикосименсов. Обновления происходили с помощью импульсов напряжения ±3 В и в течение 10 наносекунд, что делает систему энергоэффективной и удивительно быстрой.

Эта возможность позволяет синсторной схеме работать в так называемом «сверхтьюринговом режиме», - постоянно обновляя свои внутренние веса в ответ на обратную связь с окружающей средой при выполнении умозаключений. Если окружающая среда меняется - например, неожиданно возникает турбулентность или появляется новое препятствие, - схема адаптируется на лету, не требуя паузы или внешнего обучения.

Превосходство над искусственным интеллектом и людьми

Для испытания этой новой сверхтьюринговой технологии исследователи сравнили управляемый синстором дрон с двумя конкурентами в смоделированном горном ландшафте: один контролировался традиционной искусственной нейронной сетью (ИНС) на компьютере, а другой — людьми, незнакомыми с системой дрона.

Результаты оказались поразительными. Схема синстора направила дрон к месту назначения быстрее, чем люди: среднее время обучения составило всего 4,4 секунды по сравнению с 6,6 секунды у людей.

Между тем, ИНС потребовалось более 35 часов для достижения аналогичного уровня — и даже тогда она неизменно терпела неудачу при изменении условий. В лесистой местности с сильным ветром синстор и люди успешно избегали столкновений, тогда как ИНС разбивалась каждый раз.

Однако наибольший выигрыш был достигнут в энергоэффективности. Вся система синстор супертьюринг потребляла всего 158 нановатт, по сравнению с 6,3 ваттами, которые потреблял обычный ИИ, работающий на настольном компьютере высокого класса, - разница более чем в 40 миллионов раз.

На пути к сверхтьюринговым машинам, подобным мозгу

Последствия этой работы могут распространиться на все отрасли. От автономных беспилотников и роботизированных протезов до умных носимых устройств и освоения космоса - системы, которые должны в реальном времени реагировать на непредсказуемую обстановку, не разряжая батарею, получат огромную пользу от супертьюринговского ИИ.

Более того, архитектура synstor позволяет легко масштабировать систему. Хотя текущий прототип использует относительно небольшую матрицу 8×8, команда уверена, что технологию можно расширить до схем с миллионами синсторов, используя существующие методы нанопроизводства.

Прорыв может стать основой для нового класса мозгоподобных компьютеров, в которых системы не просто выполняют заранее заученные задачи, а продолжают учиться, адаптироваться и совершенствоваться, причем в режиме реального времени и с минимальными затратами энергии.

Не только быстрее, но и умнее

Пока дебаты о способности ИИ сравниться с человеческим интеллектом продолжаются, это исследование меняет правила игры. Вместо того чтобы добиваться интеллекта за счет масштабирования моделей и данных (как это делает современный генеративный ИИ), новый сверхтьюринговый подход стремится достичь максимального результата с меньшими затратами.

Тот факт, что схема без предварительного обучения может превзойти предварительно обученную нейронную сеть в реальных условиях, говорит о том, что истинный интеллект заключается не в хранении большего количества данных, а в адаптации, когда данные заканчиваются.

«Современный искусственный интеллект, такой как ChatGPT, потрясающий, но слишком дорогой», - говорит доктор Йи. «Сверхтьюринговый ИИ может изменить подход к созданию и использованию ИИ, гарантируя, что его развитие будет выгодно как людям, так и планете».

Читайте все последние новости искусственного интеллекта на New-Science.ru
Читайте все последние новости технологии на New-Science.ru

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    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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