4 papers
FlowDA: Accurate, Low-Latency Weather Data Assimilation via Flow Matching
Ran Cheng, Lailai Zhu
Data assimilation (DA) is a fundamental component of modern weather prediction, yet it remains a major computational bottleneck in machine learning (ML)-based forecasting pipelines…
Hydrodynamic Instability Induces Spontaneous Motion of Floating Ice Discs
Min Li, Lailai Zhu
Spinning ice discs in nature have been reported for more than a century, yet laboratory experiments have yielded diverse observations and contradictory explanations, leaving the me…
Automated Code Development for PDE Solvers Using Large Language Models
Haoyang Wu, Xinxin Zhang, Lailai Zhu
Foundation models -- large language models (LLMs) in particular -- have become ubiquitous, shaping daily life and driving breakthroughs across science, engineering, and technology.…
Using Large Language Models for Parametric Shape Optimization
Xinxin Zhang, Zhuoqun Xu, Guangpu Zhu +4
Recent advanced large language models (LLMs) have showcased their emergent capability of in-context learning, facilitating intelligent decision-making through natural language prom…