China bets on AI weather forecasting as extreme weather intensifies
FILE PHOTO: People wade through a flooded street after Typhoon Dolphin brought heavy rain to Shanghai, China, August 10, 2026. REUTERS/Go Nakamura/File PhotoPeople watch a stingray and a shark along with other fishes swim inside an aquarium in Heraklion, on the island of Crete, Greece, August 9, 2026. REUTERS/Louiza VradiPeople watch stingrays and sharks swim inside an aquarium in Heraklion, on the island of Crete, Greece, August 9, 2026. REUTERS/Louiza VradiA clownfish swims inside an aquarium in Heraklion, on the island of Crete, Greece, August 9, 2026. REUTERS/Louiza VradiIchthyologist Dr. Paraskevi Karachle holds bags made from pufferfish leather at the Hellenic Centre for Marine Research (HCMR) in Anavyssos, near Athens, Greece, July 28, 2026. REUTERS/Louiza VradiA lionfish is caught in a trap in the coastal city of Limassol, Cyprus, July 17, 2026. REUTERS/Yiannis KourtoglouIkaros Savva, a marine biologist at the Marine and Environmental Research Lab, checks a trap for lionfish near the coastal city of Limassol, Cyprus, July 17, 2026. REUTERS/Yiannis KourtoglouIkaros Savva, a marine biologist at the Marine and Environmental Research Lab, dives to check a trap for lionfish near the coastal city of Limassol, Cyprus, July 17, 2026. Marine and Environmental Research (MER) Lab/Handout via REUTERSA blue crab is seen inside an aquarium in Heraklion, on the island of Crete, Greece, August 9, 2026. REUTERS/Louiza VradiA person rides an electric bike through a flooded street after Typhoon Dolphin brought heavy rain to Shanghai, China, August 10, 2026. REUTERS/Go NakamuraPower restoration workers clear a fallen tree and restring power lines following heavy rainfall brought by Typhoon Dolphin, in Yongjia county of Wenzhou city, Zhejiang province, China August 10, 2026. cnsphoto via REUTERSA drone view shows roads and village houses partially submerged in floodwaters, following heavy rainfall brought by Typhoon Dolphin, in Yantou town, Yongjia county, Wenzhou, Zhejiang province, China August 10, 2026. China Daily via REUTERSWorkers clean a street after Typhoon Dolphin passed through Shanghai, China, August 10, 2026. REUTERS/Go NakamuraA person uses a bucket to remove water from a flooded room after Typhoon Dolphin brought heavy rain to Shanghai, China, August 10, 2026. REUTERS/Go NakamuraA drone view shows village houses and farmlands partially submerged in floodwaters, following heavy rainfall brought by Typhoon Dolphin, in Yantou town, Yongjia county, Wenzhou, Zhejiang province, China August 10, 2026. China Daily via REUTERSFILE PHOTO: A yellow and black water level gauge is fully visible near the Kaub gauging station (Kauber Pegelturm) in the Rhine river during prolonged dry weather across Europe that causes massive consequences for German industry, in Kaub, Germany, August 10, 2026. REUTERS/Marco Ohmer/File PhotoA sign on a Rhine ferry reads "Ferry suspended due to low water levels" during prolonged dry weather across Europe, which is causing massive consequences for German industry, in Kaub, Germany, August 6, 2026. REUTERS/Andreas BuergerA cargo ship cruises on the Rhine river at low water levels along the Cathedral in Cologne, Germany, July 30, 2026. REUTERS/Thilo SchmuelgenA yellow and black water level gauge is placed near the Kaub gauging station (Kauber Pegelturm) in the Rhine river during prolonged dry weather across Europe that causes massive consequences for German industry, in Kaub, Germany, August 10, 2026. REUTERS/Marco OhmerA drone view shows a residential area along the Musi river as smog covers it due to recent wildfires in Palembang, South Sumatra province, Indonesia, August 11, 2026. REUTERS/Abriansyah LibertoA drone view shows a tug boat pulling a coal barge along the Musi river as smog covers it due to recent wildfires in Palembang, South Sumatra province, Indonesia, August 11, 2026. REUTERS/Abriansyah LibertoChildren watch the wildfire in Ogan Ilir regency, South Sumatra province, Indonesia, August 9, 2026. REUTERS/Abriansyah LibertoA woman covers her nose as firefighters attempt to extinguish a wildfire spreading near a residential area in Palembang, South Sumatra province, Indonesia, August 10, 2026. REUTERS/Abriansyah LibertoFirefighters and military personnel, help to spray water in an attempt to extinguish fire at an area affected by wildfire in Ogan Ilir regency, South Sumatra province, Indonesia, August 9, 2026. REUTERS/Abriansyah LibertoA man reacts as he attempts to extinguish a wildfire near his neighbourhood area in Palembang, South Sumatra province, Indonesia, August 10, 2026. REUTERS/Abriansyah LibertoSoldiers walk as they observe an area affected by wildfire in Ogan Ilir regency, South Sumatra province, Indonesia, August 9, 2026. REUTERS/Abriansyah LibertoFILE PHOTO: A resident sprays water to wet the grass in the hope that this will stop an advancing wildfire near Formariz in Zamora province, Spain, July 29, 2026. REUTERS/Umit Bektas/File PhotoFILE PHOTO: Residents and firefighters work to extinguish an advancing wildfire near Formariz in Zamora province, Spain, July 29, 2026. REUTERS/Umit Bektas/File PhotoFILE PHOTO: A Spanish flag at a house near a wildfire in Onda, Spain, July 28, 2026. REUTERS/Pedro Nunes/File PhotoView of the state-owned nuclear power producer Nuclearelectrica's nuclear power plant, in Cernavoda, Constanta, Romania October 4, 2023. Inquam Photos/George Calin via REUTERSA combine harvests wheat in a field in the Rostov Region, Russia July 18, 2026. REUTERS/Sergey PivovarovA woman collects water from a truck as dry taps have become a daily frustration for residents of Hillbrow, Johannesburg, South Africa, August 4, 2026. REUTERS/Oupa NkosiResidents carry buckets filled with water collected from a nearby filling station in Olievenhoutbosch, north of Johannesburg, South Africa, August 7, 2026. REUTERS/Siphiwe SibekoPeople collect water from a truck as dry taps have become a daily frustration for residents of Hillbrow, Johannesburg, South Africa, August 4, 2026. REUTERS/Oupa NkosiA man walks past water from a burst pipe as dry taps have become a daily frustration for residents in Hillbrow, Johannesburg, South Africa, July 29, 2026. REUTERS/Oupa NkosiWater tanks sit on residents' rooftops as dry taps have become a daily frustration for residents, in Hillbrow, Johannesburg, South Africa, July 29, 2026. REUTERS/Oupa NkosiPeople collect water from a truck as dry taps have become a daily frustration for residents of Hillbrow, Johannesburg, South Africa, August 4, 2026. REUTERS/Oupa NkosiA local collects water from a truck as dry taps have become a daily frustration for residents of Hillbrow, Johannesburg, South Africa, August 4, 2026. REUTERS/Oupa Nkosi
SHANGHAI, Aug 11 (Reuters) - As meteorologists tracked Typhoon Dolphin's path toward China in recent days, a new generation of artificial intelligence weather models worked alongside traditional forecasting systems, highlighting China's emergence as a leading player in the race to improve weather prediction.
Chinese-developed systems, including Shanghai AI Laboratory-developed Fengwu, Huawei's Pangu and Fudan University's Fuxi, are among a handful of AI forecasting models that researchers say can generate forecasts much faster than conventional systems while matching or surpassing them on some measures of accuracy.
For decades, weather prediction has relied on numerical models running on supercomputers that simulate atmospheric physics. AI models instead learn patterns from vast archives of historical weather observations and can produce forecasts in a fraction of the time. The technology is increasingly being tested during typhoon season in East Asia, where even small improvements in track forecasts can help authorities better prepare for flooding, organise evacuations and manage potential transport disruptions.
The rise of AI weather forecasting has created a new arena of competition among technology companies, research institutes and meteorological agencies, with China emerging as one of the field's leading players.
Among the best-known AI forecasting systems globally are Google's GraphCast and GenCast, Nvidia-backed FourCastNet and the European Centre for Medium-Range Weather Forecasts' AI Forecasting System, known as AIFS.
Fengwu attracted attention after developers reported it outperformed GraphCast across roughly 80% of evaluated weather variables and extended skilful global medium-range forecasts beyond 10 days.
"With more extreme weather, people need information to make decisions, both local governments, the national government, also the average person, farmers and fisherman," said Sun Zhi, the CTO of Techwind, the company responsible for Fengwu's industrial applications. "So we want to help provide better information so people can make decisions."
While AI systems are becoming an increasingly important complement to conventional forecasting because of their speed and lower computing costs, they are unlikely to fully replace traditional weather models in the near future.
According to Techwind's Sun, AI models are already capable of predicting the path of typhoons — five days out from Dolphin's landfall Fengwu predicted the time and place it would hit mainland China to within 30 minutes and 30 km (19 miles) — but they still lag conventional weather forecasts in predicting the intensity of a storm and they are still untested predicting major climate developments.
"If we predict a climate change event 18 months in advance, people won't believe it," Sun said. "They need to know it's reliable. We need to do years of scientific research before people trust us when we say there will be an El Nino event or we say the changing temperature on the sea's surface will affect the breeding cycle of fish."
As the tech forecasters work to make their systems ever more sophisticated, the concurrent use of both methods is likely to continue for some time.
(Reporting by Casey Hall and Chenxi Yang in Shanghai; Editing by Kate Mayberry)