Q&A: Researcher discusses how AI is used to 'democratize' how we predict the weather
Weather prediction systems provide critical information about dangerous storms, deadly heat waves and potential droughts, among other climate emergencies.
Artificial intelligence, as a technique, refers to computational methods that enable machines to perform tasks that typically require human cognitive capabilities, such as perception, reasoning, learning, and decision-making. Core AI techniques include search and optimization algorithms, symbolic reasoning and knowledge representation, probabilistic inference, and machine learning approaches such as supervised, unsupervised, and reinforcement learning. These techniques often rely on statistical modeling, function approximation, and gradient-based optimization to construct models that generalize from data. AI techniques are implemented in software frameworks, integrated into pipelines for training, validation, and deployment, and are evaluated using task-specific performance metrics and robustness assessments.
Weather prediction systems provide critical information about dangerous storms, deadly heat waves and potential droughts, among other climate emergencies.
Environment
Jul 14, 2025
0
27
A major scientific advance in protein modeling developed by Microsoft Research AI for Science, has been published in Science. The study introduces BioEmu, a generative deep learning system that emulates the equilibrium behavior ...
Biotechnology
Jul 11, 2025
0
104
Severe weather events, such as heavy rainfall, are on the rise worldwide. Reliable assessments of these events can save lives and protect property. Researchers at the Karlsruhe Institute of Technology (KIT) have developed ...
Environment
Jul 10, 2025
0
34
For decades, scientists have looked to light as a way to speed up computing. Photonic neural networks—systems that use light instead of electricity to process information—promise faster speeds and lower energy use than traditional ...
Optics & Photonics
Jul 9, 2025
1
140
The rapid rise in AI applications has placed increasingly heavy demands on our energy infrastructure. All the more reason to find energy-saving solutions for AI hardware. One promising idea is the use of so-called spin waves ...
Condensed Matter
Jul 9, 2025
0
47
In the last year, there has been a surge in proteins developed by AI that will eventually be used in the treatment of everything from snakebites to cancer. What would normally take decades for a scientist to create—a custom-made ...
Biotechnology
Jul 9, 2025
0
124
Simulating data in particle physics is expensive and not perfectly accurate. To get around this, researchers are now exploring the use of foundation models—large AI models trained in a general, task-agnostic way on large ...
General Physics
Jul 8, 2025
0
29
Weather forecasting is not easy. The truth is that predicting future weather conditions over broad, or even narrow, swaths of Earth's surface comes down to complex microphysical processes, and as College of Engineering Associate ...
Environment
Jul 8, 2025
0
33
A team of researchers has developed a method that could transform the field of protein engineering. The new approach, called AI-informed Constraints for protein Engineering (AiCE), enables rapid and efficient protein evolution ...
Biotechnology
Jul 8, 2025
0
34
The classic microscope is getting a modern twist—US researchers are developing an AI-powered microscope system that could make soil health testing faster, cheaper, and more accessible to farmers and land managers around the ...
Cell & Microbiology
Jul 6, 2025
0
120