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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

Bybit’s CEO Meets with Vietnam’s Minister of Finance to Support Regulatory Sandbox and Strengthen Crypto Compliance

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DUBAI, UAE, April 19, 2025 /PRNewswire/ — Ben Zhou, Co-founder and CEO of Bybit, one of the world’s second-largest cryptocurrency exchanges by trading volume, met with H.E. Nguyen Van Thang, Minister of Finance of Vietnam, to express Bybit’s strong support for the country’s regulatory sandbox initiative and its vision to build a safe, transparent, and innovation-friendly digital asset ecosystem.

Hosted at the Ministry of Finance headquarters, the meeting centered on Vietnam’s efforts to establish a comprehensive legal framework for crypto assets. Minister Nguyen Van Thang outlined the Government’s plan to launch a pilot sandbox mechanism that will allow regulators to test the issuance and trading of crypto assets in a controlled environment. This initiative is designed to mitigate risks, strengthen investor protection, and ensure regulatory readiness before introducing official legislation.

A key part of the discussion focused on safeguarding the market against illicit activities. The Minister emphasized the importance of robust compliance frameworks, including Anti-Money Laundering (AML) and Know Your Customer (KYC) protocols, to prevent the misuse of digital assets and support the country’s financial security.

In response, Ben Zhou welcomed Vietnam’s measured and responsible approach to digital asset regulation and reiterated Bybit’s long-standing commitment to compliance:

Vietnam’s forward-thinking regulatory sandbox is a critical step toward unlocking the full potential of blockchain technology. At Bybit, we are fully aligned with the Government’s focus on investor protection and financial integrity,” said Ben Zhou, Co-founder and CEO of Bybit. “We are proud to share our expertise in KYC, AML, and global compliance standards, and we look forward to supporting Vietnam in building a resilient, secure, and dynamic crypto economy.”

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Bybit expressed its readiness to collaborate with Vietnamese authorities on several fronts, including system architecture design, transaction oversight, and the implementation of international best practices in AML/KYC. The exchange also proposed support in capacity building, such as training financial regulators and sharing experiences from other jurisdictions.

Minister Nguyen Van Thang welcomed Bybit’s proactive approach and assigned the State Securities Commission to coordinate with Bybit on concrete proposals. He also commended Bybit’s reputation for strong financial capabilities, technological resilience, and its adherence to legal and regulatory requirements in the markets where it operates.

This meeting underscores Bybit’s growing role as a trusted international partner for regulatory dialogue and innovation. It also highlights Vietnam’s readiness to embrace blockchain technology while ensuring financial safety and public confidence in the digital asset space.

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.

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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

Bybit launches Crypto Surf: Copy Traders and Bots Battle for 250K USDT

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DUBAI, UAE, April 18, 2025 /PRNewswire/ — Bybit, the world’s second-largest cryptocurrency exchange by trading volume, is making waves with its latest trading showdown: Crypto Surf: Ride the Waves with Trailing Stops. This high-octane competition invites traders to rally behind either copy trading or trading bots, battling it out for their share of a prize pool worth up to $250,000 in USDT.

Running from April 18 to May 19, 2025, at 12 a.m. UTC, the event introduces a squad-based structure where users choose their camp, trade strategically, and compete across PnL, ROI and trading volume leaderboards. With a dynamic reward structure, participants can also win by predicting which squad will come out on top.

Prize Pool Distribution Highlights:

  • 40% to the champion squad
  • 30% to the runner-up 
  • 25% to the top 100 individual traders by volume
  • 5% to users who correctly predict the winning squad

The event brings together the best of both worlds: the strategic finesse of copy trading and the automated power of trading bots. It celebrates innovation, user choice, and the thrill of crypto trading.

Participants must hold a minimum wallet balance of $1,000 in USDT, generate at least $10,000 in squad volume, and complete identity verification Level 1 to qualify. Users can only register for one squad and vote once to predict the winner. Rewards will be distributed within 14 business days of the event’s completion.

The total prize pool will scale in line with event volume milestones, starting at $1.2 billion and unlocking up to $2 billion in traded volume for the full $250,000 in USDT.

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Bybit continues to redefine the competitive trading landscape – bringing fun, strategy and serious rewards to its global community.

#Bybit / #TheCryptoArk

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

Tomorrowland Brasil 2025 General Sale in Full Swing — Exclusive Cashback for Bybit Cardholders

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DUBAI, UAE, April 18, 2025 /PRNewswire/ — Bybit, the world’s second-largest cryptocurrency exchange by trading volume, highlights that general ticket sales for Tomorrowland Brasil 2025 are currently ongoing, with exclusive benefit available to Bybit Card and Bybit Pay eligible users such as 20% cashback.

The Bybit Card is designed for global use and supports both fiat currencies—ARS, BRL, EUR, USD—and a wide selection of cryptocurrencies. Integrated with Apple Pay, Google Pay, and Samsung Pay, it offers users up to 10% cashback on everyday purchases, 8% APR through Auto-Savings, free worldwide delivery, and $100 in monthly ATM withdrawals at no cost—without any annual fees.

Returning to the vibrant setting of Parque Maeda in Itu, São Paulo, Tomorrowland Brasil 2025 will take place from October 12 to 14, promising three days of music, imagination, and cultural exchange. Famed for its theatrical stages, global audience, and meticulously curated lineup, Tomorrowland is more than a festival—it’s a world of its own. With each edition, it transforms into a breathtaking playground of light, sound, and storytelling, drawing music lovers from over 100 countries to celebrate unity through electronic music.

This year’s Brazilian edition will feature performances from some of the world’s most sought-after artists, including David Guetta, Armin van Buuren, Vintage Culture, Mind Against, Steve Aoki, James Hype, Alesso, Nervo, and I Hate Models. Special acts include Alok’s “Something Else” concept, ANNA b2b Vintage Culture, and a powerful b2b set from Matisse & Sadko and Third Party. With more names still to be revealed, the event is shaping up to be one of the strongest editions yet.

“Tomorrowland Brasil is one of those rare experiences that transcends music—it creates lasting memories and connects people from every walk of life,” said Joan Han, Head of Payment business unit at Bybit. “We’re proud to support this global celebration by offering our users exclusive benefits that make it easier to be part of something truly unforgettable.”

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Tomorrowland Brasil continues to be a beacon of creativity, community, and connection, standing at the intersection of music, technology, and art.

#Bybit / #TheCryptoArk

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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About TOMORROWLAND BRASIL

Tomorrowland Brasil 2025 will take place on October 10-12 in the beautiful festival area of Parque Maeda in Itu, a municipality in São Paulo. The festival will revolve around the mesmerizing ‘LIFE’ theme, set against the backdrop of Brazil’s enchanting natural beauty. A story set in the mythical realm of Silvyra, it’s a world unto its own, filled with creatures, plant life, and people living in harmony, each with their own stories, with the diversity of Silvyra’s lush nature represented in the spectacular ‘LIFE’ Mainstage. Offering the ultimate escape from the city during three days of bliss, guests will be treated to breathtaking performances by more than 150 of the world’s finest electronic artists across 6 mesmerizing stages.

The first two festival editions of Tomorrowland Brasil took place in 2015 and 2016 in the beautiful festival area of Parque Maeda in Itu, São Paulo. After years of dreaming of a return, Tomorrowland finally headed back to Brazil in 2023, becoming a yearly highlight once again.

Tomorrowland Brasil 2025
October 10-12, 2025
Parque Maeda, Itu
brasil.tomorrowland.com

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