output
20082026
most citedSmart Anomaly Detection in Sensor Systems: A Multi-Perspective Review

306 citations

48 papers

cs.LG2026

Privacy-enhanced federated learning via asynchronous aggregation and local differential perturbation

Zhen Zhong, Shini Yang, Liesheng Wei

This study proposes a privacy-enhanced federated learning framework to address secure collaborative training in distributed data environments. The framework integrates Dynamic Diff…

physics.ao-ph2026★ 35 cited

Unexpected limitation of tropical cyclone genesis by subsurface tropical central-north Pacific during El Niño

Cong Gao, Lei Zhou, Chunzai Wang +2

The vast tropical Pacific is home to the majority of tropical cyclones (TCs) which threaten the rim countries every year. The TC genesis is nourished by warm sea surface temperatur…

physics.ao-ph2026★ 12 cited

Crucial role of subsurface ocean variability in tropical cyclone genesis

Cong Gao, Lei Zhou, I. -I. Lin +4

The upper ocean provides thermal energy to tropical cyclones. However, the impacts of the subsurface ocean on tropical cyclogenesis have been largely overlooked. Here, we show that…

physics.ao-ph2026

Error Growth Dynamic and Predictability of Tropical Cyclone in Machine Learning Weather Prediction Model

Jingchen Pu, Mu Mu, Jie Feng +1

Predictability analysis, which focuses on perturbation growth dynamic, is a key problem in both weather and climate prediction. Among all perturbations, the conditional nonlinear o…

physics.flu-dyn2026

Spatial symmetry invariance of solution of Kolmogorov flow

Shijun Liao

We prove a mathematical theorem that solution for all of the two-dimensional (2D) Kolmogorov flow governed by Navier-Stokes (NS) equations with periodic boundary condition…

physics.app-ph2025

Polymer-inspired mechanical metamaterials

Zhenyang Gao, Pengyuan Ren, Yifeng Dong +18

Metamaterials benefit from unique architected patterns to achieve lightweight with exceptional mechanical properties inaccessible to conventional materials. Typical mechanical meta…