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TRON: Technology for Accurate Prediction of Earthquake Magnitude, Location, and Tim

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This technology was developed by me immediately after the Japanese earthquake on March 11, 2011 . The online technology for accurately predicting the magnitude, location, and time of earthquakes, «TRON» (Technology Real-time Online Nucleus), is based on the ability of domestic, farm, and wild animals to sense earthquakes in advance. By collecting information over the Internet about changes in the behavior of these animals, and then using the "greedy algorithms" of Keilis-Borok, it is possible to predict a future earthquake with an accuracy of up to 1 day, the epicenter with an accuracy of up to 10 km, and the strength of the shock with an accuracy of up to 1 magnitude. Initially, I assumed that its testing would take a year, after which I could work on the next problem . Unfortunately, this assumption did not take into account the fact that seismologists are absolutely not interested in implementing this ...
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TRON Pilot Experiment at Gemma 4 Kaggle Hackathon 2026

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Gemma 4 Kaggle Hackathon 2026 took place from April 3 to May 19, 2026. The goal was to create solutions based on Gemma 4 multimodal models to address real-world global challenges.  TRON startup participated in the Global Resilience direction - building systems for disaster prediction and response. 1,610 teams participated out of 14,523 registered participants.  TRON technology author, Boris D. Yarovoy competed as a solo team of one person, writing all the software code for the pilot experiment independently. Hypothesis Multimodal neural networks, such as Gemma 4 from Google DeepMind, can detect changes in animal behavior by analyzing video recordings. This enables the transition from manual animal observation by humans to a fully automated system. Why Gemma 4 The multimodal Gemma 4 model is capable of working with video in zero-shot mode (without fine-tuning). This allows overcoming the limitatio...
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Global earthquake detection and warning using Android phones

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Editor’s summary Earthquake early warning systems depend on real-time analysis of waves detected at nearby seismic stations or by smartphone accelerometers. The latter approach, although less sensitive, is a promising way to offer alerts in areas without seismic stations. In a major step forward, Allen  et al . describe the outcomes of an alert system rolled out to Android phones in 98 countries, which increased total warning system access 10-fold to 2.5 billion people over 3 years. Issuing more than 1200 alerts over that period, the system recorded low-magnitude errors and provided preshake warnings consistent with other detection systems but on a much larger scale. —Angela Hessler Abstract Earthquake early-warning systems are increasingly being deployed as a strategy to reduce losses in earthquakes, but the regional seismic networks they require do not exist in many earthquake-prone countries. We use the global Android smartphone network to develop an earthquake detection capabil...
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Mathematical review of technological singularity models

Abstract This paper reviews different definitions and models of technological singularity. The models range from conceptual sketches to detailed endogenous growth models, as well as attempts to fit empirical data to quantitative models. Such models are useful for examining the dynamics of the world-system and possible types of future crisis points where fundamental transitions are likely to occur. Current models suggest that, generically, even small increasing returns tend to produce radical growth. If mental capital becomes copyable (such as would be the case for AI or brain emulation), extremely rapid growth would also become likely.
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Earthquake forecast: Crimea, California, Hokkaido, Taiwan, NZ

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 Size of economic damage from earthquakes 100.000.000 dollars EVERY DAY A catastrophic earthquake with a magnitude of more than 8 points occurs once a year. Destructive earthquakes: force 7 - 8 points - 17 times a year. The annual number of victims of earthquakes XX century - 33,000 people. TANGSHAN 1976. China. Magnitude 7.8. 242 thousand people died. SPITAK 1988. Armenia. Magnitude 7.2. 25 thousand people died. NEFTEGORSK 1995. Russia Magnitude 7.6. 2040 people died. XXI century - 45,000 people. PORT-AU-PRINCE 2010 Haiti. Magnitude 7. 223 thousand people died. SENDAI 2011 Japan. Magnitude 9. 18 thousand people died. TODAY'S EARTHQUAKE FORECAST LOOKS LIKE THIS There is a 70 percent chance for a magnitude 7 earthquake in the Tokyo area within the next 30 years. Professor Hiroyuki Fujiwara. National Research Institute of Geosciences and Disaster Prevention of Japan. Deterministic predictions of individual earthquakes with sufficient accuracy to allow evacuation programs to be pl...
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«Животные нас спасают от землетрясений» - публикация на портале менеджеров

Животные нас спасают от землетрясений 09.05.2025 Сейсмическая чувствительность у различных животных разная. Среди собак наиболее чувствительны породы карликовых пуделей и айну, а среди больших зверей пальму первенства делят бурый и белый медведь. Как вы оцениваете данный проект? Идея не перспективна (33,33%) Мне нравится идея, но я не готов вложить деньги (23,81%) Идея требует некоторой доработки (19,05%) Мне нравится идея, я готов вложить деньги (14,29%) Идея требует полной переработки (9,52%) В Чили, перед землетрясением 1835 года в городе Талькуано, все бродячие собаки ушли из города и спаслись. При взрыве вулкана Мон-Пеле на острове Мартиника в 1902 году погибло 30000 человек, жителей города Сен-Пьер, и лишь несколько собак и кошек, привязанных своими хозяевами. В Китае, 4 февраля 1975 года в провинции Ляонин произошло мощное землетрясения, в результате которого было разрушено 90% домов. Однако перед этим, местное на...
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The US and Canada are facing the largest earthquake in the last 500 years

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 Scientists from Columbia University have conducted a study that has shown the high risks of earthquakes and tsunamis of great power in the United States. Using underwater mapping techniques, scientists have mapped the Cascadia subduction zone - a thousand-kilometer fault line stretching from southern Canada to northern California - in unprecedented detail. It turned out that the fault is divided into four segments, and is not one continuous strip, like most fault lines. The discovery could be even more catastrophic - the reason for the risks is that the plates have a diverse structure of sediments and rocks, so there is a constant displacement of their fragments in different directions. According to scientists, the earthquake will cause the largest tsunami in history, at least thirty meters high, which can cause irreparable damage to California, Washington and Oregon. For comparison, an earthquake with a magnitude of up to 8.3 is expected in California's San Andreas. If a magnitud...
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精确预测暂做不到 观测动物“异常”也非预测手段 - 中国地震局回应监测预报质疑

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去年の3月11日なにしてた VICTIMS MAY BE LESS   人民网北京6月6日电 （王洋 黄玉琦）6月2日，台湾南投县发生6.7级地震，福建广东江西普遍有感。这次地震再次引发网友对地震预报问题的关注。“ 政在回应 ”栏目记者就此联系了中国地震局，对“地震监测预报”工作给予详解。     此前，芦山发生“4.20”强烈地震曾引发网友关于地震“预警”的讨论；5月中旬，“南昌防震减灾局养狗预测地震”和“合肥市地震局在市野生动物园建观测站，请动物做预报员”等报道更引发网友对地震监测预报的质疑与提问：地震真的是一种“只能预警不能预报”的自然灾害吗？“使用动物预测地震”已经成为我国地震工作部门预测地震方法了吗？     带着这些质疑与提问，“ 政在回应 ”栏目记者联系了中国地震局，书面采访了中国地震台网中心地震预报部副主任蒋海昆，中国地震局工程力学研究所副所长、研究员李山有，中国地震局工程力学研究所强震动观测研究室副主任、副研究员马强。他们分别根据自己所负责的工作，在本人专业研究范围内对网友的质疑与提问进行了回应。     问：中国地震局及各地方地震工作部门的工作人员日常都在做哪些“地震监测预报”工作？     答：在地震监测方面，多在做地震活动及地震前兆的监测；在地震预报方面，有严格的周、月、半年、年度及临时会商制度，依据各类观测资料对未来不同时间尺度、不同区域的地震危险性进行分析。     中国地震台网中心地震预报部副主任蒋海昆表示，从国家地震局到省、市、县级地方地震工作部门在“地震监测预报”方面的日常工作可分为两大部分。     第一部分为地震监测。中国地震局相关直属单位及各省地震局下属地震台站，大部分力量用于地震活动及地震前兆的监测。全国有众多的地震台站用于地震活动的实时监测，其中仅观测数据实时汇总到中国地震台网中心的国家基本测震台网就包括1000多个地震台，每天数据量约30GB。地震前兆监测又分为定点观测及流动观测两部分，定点观测在学科上主要包括地壳形变、重力、地震电磁、地下流体、水化学等观测量，这些数据也是24小时连续观测，采样频率大部分为分钟采样，部分达到秒采样，其中汇总到中国地震台网中心的约有720多个台、2350多套仪器的...
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Rules of action BEFORE an earthquake strikes

List of seismically hazardous areas where destructive (7 points and higher) earthquakes are possible.  Azerbaijan, Albania, Algeria, Argentina, Armenia, Afghanistan, Bangladesh, Bolivia, Brunei, Guatemala, Greece, Georgia, Dominica, Dominican Republic, Israel, India, Indonesia, Jordan, Iraq, Iran, Italy, Yemen, Kazakhstan, Cyprus, Kyrgyzstan, China, Colombia, Costa Rica, Cuba, Lebanon, Malaysia, Malta, Morocco, Mexico, Myanmar, Nepal, Nicaragua, New Zealand, Oman, Pakistan, Palestine, Papua New Guinea, Peru, Portugal, Romania, Russia (Caucasus, Kamchatka, Kuril Islands, Altai, Sakhalin), El Salvador, North Macedonia, Serbia, Syria, Tajikistan, Taiwan, Tunisia, Turkey, Turkmenistan, Uzbekistan, Fiji, Philippines, Chile, Montenegro, Ecuador, Eritrea, Jamaica, Japan. If you, your family or loved ones live in one of these earthquake-prone regions, prepare for possible disaster in advance: secure cabinets, shelves, TVs and heavy objects remove heavy objects from the top shelves secure c...
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Calling IT specialists: join the Stanford & UN competition at NeurIPS 2026

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On August 17, 2026, SimulacraBench — a NeurIPS 2026 competition was launched: AI must model population groups from UN microdata. The organizers are Stanford's Digital Economy Lab and the STAIR research group (Stanford CS), together with UNHCR, UNICEF and the World Bank. The development phase runs until October 30; the finals and prizes — November 1–14, 2026. I, Boris Yarovoy , author of TRON — a technology for the short-term forecasting of earthquake magnitude, location and time — am assembling a volunteer team to take part in this competition. A strong result at NeurIPS means a leaderboard position, international visibility and, above all, partners and resources for testing and validating the TRON prototype — and, subsequently, for scaling the technology. I am looking for IT specialists who understand (or want to understand) how AI works. Short-Term Earthquake Forecasting System TRON (Technology Real-time Online Nucleus) Write to me on LinkedIn with the subject line...
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