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Prestigious science journal Nature publishes paper about Pangu Weather AI Model authored by HUAWEI CLOUD researchers

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Meteorological model shows strong performance when compared with traditional prediction in speed and accuracy 

SHENZHEN, China, July 6, 2023 /PRNewswire/ — HUAWEI CLOUD announced that a paper about its breakthrough Pangu Weather AI model has been published by Nature, one of the world’s top scientific journals.

The publication marks the first time that employees of a Chinese technology company are the sole authors of a Nature paper, according to Nature Index. The paper, describing how to develop a precise and accurate global AI weather forecast system based on deep learning using 43 years of data, appeared in the prestigious journal on July 5, 2023.

Pangu-Weather is the first AI prediction model to demonstrate higher precision than traditional numerical weather forecast methods. The model allows a 10,000x improvement in prediction speed, reducing global weather prediction time to just seconds. The paper, titled “Accurate medium-range global weather forecasting with 3D neural networks,” provides independent verifications of these capabilities.

Pangu-Weather challenges the previously held assumptions that the accuracy of AI weather forecast is inferior to traditional numerical forecasts. The model, developed by the HUAWEI CLOUD team, is the first AI prediction model with higher precision than traditional numerical prediction methods.  

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With the rapid development of computing power over the past 30 years, the accuracy of numerical weather forecast has improved dramatically, providing extreme disaster warning and climate change predictions. However, the method remains relatively time-consuming. To improve prediction speeds, researchers have been exploring how to using deep learning methods. However, the precision of AI-based forecasting for medium and long-term forecasts has remained inferior to numerical forecasts. AI has been mostly unable to predict extreme and unusual weather such as typhoons.

Every year, there are around 80 typhoons worldwide. In 2022, in China alone, the direct economic loss caused by typhoons was 5.42 billion yuan, according to the figures from China Ministry of Emergency Management. The earlier that warnings can be sent out, the easier and better it is to make adequate preparations.

Because of their speed, AI weather forecast models have been attractive but have lacked precision for two reasons. First, the existing AI meteorological forecast models are based on 2D neural networks, which cannot process uneven 3D meteorological data well. Second, medium-range weather forecast can suffer from cumulative forecast errors when the model is called too many times.

How Pangu-Weather addresses these challenges

During scientific trials, Pangu-Weather model has demonstrated its higher precision compared to traditional numerical prediction methods for forecasts of 1 hour to 7 days, with a prediction speed gain of 10,000 times. The model can accurately predict in seconds fine-grained meteorological features including humidity, wind speed, temperature, and sea level pressure.

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The model uses a 3D Earth-Specific Transformer (3DEST) architecture to process complex non-uniform 3D meteorological data. Using a hierarchical, temporal, aggregation strategy, the model was trained for different forecast intervals using 1 hour, 3-hour, 6- hour and 24-hour intervals. This resulted in a minimization of the quantity of iterations for predicting a meteorological condition at a specific time and a reduction in erroneous forecasts.

To train the model for specific time intervals, the researchers trained 100 epochs (cycles) using hourly samples of weather data from 1979-2021. Each of the sub-models that resulted required 16 days of training on 192 V100 graphics cards. Pangu-Weather Model can now complete 24-hour global weather forecasts in just 1.4 seconds on a V100 graphics card, a 10,000-time improvement compared with the traditional numerical prediction.

Explaining why the HUAWEI CLOUD AI team chose to focus on weather predictions, Dr. Tian Qi, Chief Scientist of HUAWEI CLOUD AI Field, an IEEE Fellow, and Academician of the International Eurasian Academy of Sciences, explained “Weather forecasting is one of the most important scenarios in the field of scientific computing because meteorological prediction is a very complex system, yet it is difficult to cover all aspects of mathematical and physical knowledge. We are therefore delighted that our research has been recognized by the Nature magazine. AI models can mine statistical laws of atmospheric evolution from massive data. At present, Pangu-Weather mainly completes the work of the forecast system, and its main ability is to predict the evolution of atmospheric states. Our ultimate goal is to build next-generation weather forecasting framework using AI technologies to strengthen the existing forecasting systems. “

Commenting on the significance and quality of the research by HUAWEI CLOUD, academic reviewers from Nature explained that not only is Pangu-Weather very easy to download and run, but that it executed quickly on even a desktop computer. This means that anyone in the meteorological community can now run and test these models to their hearts’ desire. What a great opportunity for the community to explore how well the model predicts specific phenomena. That’s going to help with progress in the field. Another reviewer noted that the results themselves are a significant step beyond previous results. This work will make people reevaluate what forecasting models might look like in the future.

In May 2023, Typhoon Mawar caught the world’s attention as the strongest tropical cyclone of the year thus far. According to the China Meteorological Administration, Pangu-Weather accurately predicted the trajectory of Typhoon Mawar five days before it changed course in the eastern waters of the islands of Taiwan.

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In addition, in order to continuously advance leading AI weather forecast models, stable cloud environments, work suites, and corresponding O&M are also essential.

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Blockchain Press Releases

Opportunities in Volatility: Navigate Crypto Market Trends with KuCoin Trading Bots

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VICTORIA, Seychelles, March 14, 2025 /PRNewswire/ — KuCoin, a global leading cryptocurrency exchange, is excited to announce the release of its latest market trend and trading bot strategies report for March 2025. This detailed production is designed to empower traders by enhancing their understanding of the crypto market and refining their trading techniques.

This new report is set to support both novice and experienced traders by providing them with a detailed historical analysis of Bitcoin’s performance over the past 13 years, diving into the long-term trends and cyclicality of the market, enabling traders to enhance their understanding of the market landscape.

To help everyone to better keep up with the dynamics of the market, the report features a calendar of key events in March that are expected to impact the crypto markets. This report serves as learning materials with the purpose of information sharing, users are welcome to leverage the detailed information provided in the report  to personalize their own analysis and develop trading strategies that align with their individual trading habits and risk appetite.

This is a testament to KuCoin’s ongoing commitment to education and excellence in the crypto trading space. New users are also welcomed to join the latest Trading Bot Carnival to stand a chance of getting various types of rewards. Users are encouraged to read through risk warnings before proceeding to investing.

For a full report and access to the educational resources provided by KuCoin, please visit KuCoin Official Website.

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About KuCoin

Founded in 2017, KuCoin is one of the pioneering and most globally recognized technology platforms supporting digital economies, built on a robust foundation of cutting-edge blockchain infrastructure, liquidity solutions, and an exceptional user experience. With a connected user base exceeding 40 million worldwide, KuCoin offers comprehensive digital asset solutions across wallets, trading, wealth management, payments, research, ventures, and AI-powered bots.

KuCoin has garnered accolades such as “Best Crypto Apps & Exchanges” by Forbes and has been recognized among the “Top 50 Global Unicorns” by Hurun in 2024. This recognition reflects its commitment to user-centric principles and core values, which include integrity, accountability, collaboration, and a relentless pursuit of excellence. Learn more: https://www.kucoin.com/.

Disclaimer:  This content is provided for general informational purposes only, without any representation or warranty of any kind, nor shall it be construed as financial or investment advice. KuCoin shall not be liable for any errors or omissions or any outcomes resulting from the use of this information. Investments in digital assets can be risky. Please carefully evaluate the risks of a product and your risk tolerance based on your own financial circumstances.

(PRNewsfoto/KuCoin)

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Blockchain Press Releases

Bybit Introduces Zero Fees on Indices Trading for MT5 Users

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DUBAI, UAE, March 14, 2025 /PRNewswire/ — Bybit, the world’s second-largest cryptocurrency exchange by trading volume, has announced a new perk for MT5 users on Bybit in a zero-fee trading event, Indices Unleashed.

From today until April 12, 2025, Bybit traders can execute transactions on 18 prominent indice pairs without incurring trading fees. The offer applies automatically to derivatives linked to indices including the Dow Jones Index Cash CFD (DJ30), NAS100 Cash (NAS100), Hang Seng Index Cash CFD (HK50), S&P Index Cash CFD (SP500), GER40 Cash (GER40), US SMALL CAP 2000 – CASH (US2000), France 40 Index (FRA40), Nikkei Index Cash CFD (Nikkei225), UK 100 Cash (UK100), EUSTX50 Cash (EU50), ES35 Index Cash (ES35), Hang Seng Tech Index Case CFD (HKTECH), Bovespa Cash CFD (BVSPX), South Africa 40 – CASH (SA40), S&P/ASX 200 Index Cash CFD (SPI200), Singapore 20 Index Cash CFD (SGP20), and the Taiwan RIC Index Cash CFD (TWINDEX), all available on the Bybit Gold & Forex Trading platform.

Bybit Gold & FX Trading marks a significant milestone for Bybit as the first cryptocurrency exchange to achieve seamless MT5 integration. This groundbreaking advancement provides users with access to a diverse range of financial instruments, including forex, gold, and other commodities, alongside traditional crypto offerings. With MT5’s sophisticated charting tools, automated trading capabilities, and intuitive interface, Bybit Gold & FX Trading enhances the trading experience for both seasoned professionals and those new to the markets, setting a new benchmark within the digital asset trading landscape.

“Whatever the market conditions, broader access and powerful, intelligent tools are a trader’s best friend. We’re offering free access to indices trading via MT5 on Bybit for a limited time to allow users to experience the platform and find their trading rhythm in a dynamic market,” said Joan Han, Sales and Marketing Director of Bybit.

To find out more about the event and its terms and conditions, users may visit: Bybit Indices Unleashed – Trade for Free

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About Bybit

Bybit is the world’s second-largest cryptocurrency exchange by trading volume, serving a global community of over 60 million users. Founded in 2018, Bybit is redefining openness in the decentralized world by creating a simpler, open and equal ecosystem for everyone. With a strong focus on Web3, Bybit partners strategically with leading blockchain protocols to provide robust infrastructure and drive on-chain innovation. Renowned for its secure custody, diverse marketplaces, intuitive user experience, and advanced blockchain tools, Bybit bridges the gap between TradFi and DeFi, empowering builders, creators, and enthusiasts to unlock the full potential of Web3. Discover the future of decentralized finance at Bybit.com.

For more details about Bybit, please visit Bybit Press
For media inquiries, please contact: [email protected]
For updates, please follow: Bybit’s Communities and Social Media

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Blockchain Press Releases

MEXC Lists AO (AO), Expanding Support for Decentralized Computing and AI Innovation with a 140,000 USDT Prize Pool

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VICTORIA, Seychelles, March 14, 2025 /PRNewswire/ — MEXC, a leading global cryptocurrency trading platform, announces the listing of AO (AO) on both spot and futures markets, scheduled for March 14, 2025, at 06:00 (UTC). To mark the occasion, MEXC is launching an Airdrop+ rewards event with a 140,000 USDT prize pool, providing users with multiple opportunities to engage with AO and explore its potential within the decentralized computing space.

Unleashing AO: MEXC Supports the Future of Decentralized Computing and AI Agents

AO is a decentralized ultra-parallel computing network that expands on-chain computation while ensuring all operations remain verifiable and permanently recorded. Built on Arweave’s permanent storage, AO features an actor-oriented architecture, where modular programs (actors) operate independently, select their own virtual machines (VMs), consensus mechanisms, and payment models, and communicate through a standardized messaging layer. With self-triggering execution and autonomous agent capabilities, AO enables efficient DeFi strategies, automated DEX trading, and AI-driven applications, unlocking a new era of decentralized computing.

By listing AO, MEXC reinforces its commitment to supporting cutting-edge innovations at the intersection of AI, blockchain infrastructure, and decentralized computing. As demand for on-chain processing and AI-powered applications grows, MEXC provides AO with critical market access, deep liquidity, and an engaged global user base to accelerate its adoption and utility. Beyond just a listing, MEXC plays a crucial role in fostering the adoption and development of innovative blockchain projects across AI and DePIN. With a strong trading community, strategic marketing initiatives, and a track record of launching high-potential assets, MEXC provides projects like AO with the tools to gain visibility and traction within the crypto ecosystem. Through this listing, MEXC continues to connect users with the latest blockchain advancements, ensuring accessibility to next-generation decentralized infrastructure.

Celebrate AO’s Listing with a 140,000 USDT Prize Pool

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MEXC, known for quickly listing trending tokens, expands its offerings with AO (AO). The AO/USDT trading market officially launched in the Innovation Zone on March 14, 2025, at 06:00 (UTC), followed by the introduction of the AO USDT perpetual futures at 06:10 (UTC), offering adjustable leverage from 1x to 50x with both cross and isolated margin modes.

To celebrate the listing of AO (AO) on MEXC Spot and Futures, MEXC is launching a series of exclusive events from March 13, 2025, at 12:00 (UTC) – March 23, 2025, at 10:00 (UTC), giving both new and existing users the opportunity to earn USDT bonuses and other rewards while engaging with the AO ecosystem.

  • Event 1: Deposit to Share 72,000 USDT (New User Exclusive)

New users who trade AO spot (≥ $100) or futures (≥ $500) can earn a 30 USDT bonus, with a total of 72,000 USDT up for grabs.

  • Event 2: Futures Challenge — Trade to Share 50,000 USDT in Futures Bonuses (Open to All Users)

Each user can receive up to 5,000 USDT in Futures bonuses.

  • Event 3: Invite New Users & Share 18,000 USDT (Open to All Users)
  • Event 4: Spread the Word and Win Rewards

Your Easiest Way to Trending Tokens

MEXC aims to become the go-to platform offering the widest range of valuable crypto assets. The platform has grown its user base to 34 million by offering a diverse selection of tokens, high-frequency airdrops, competitive fees, and comprehensive liquidity. In 2024, MEXC launched a total of 2,376 new tokens, including 1,716 initial listings and 605 memecoins, with total airdrop rewards exceeding $136 million.

About MEXC

Founded in 2018, MEXC is committed to being “Your Easiest Way to Crypto”. Serving over 34 million users across 170+ countries, MEXC is known for its broad selection of trending tokens, frequent airdrop opportunities, and low trading fees. Our user-friendly platform is designed to support both new traders and experienced investors, offering secure and efficient access to digital assets. MEXC prioritizes simplicity and innovation, making crypto trading more accessible and rewarding.

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