Xiaoying Liu

Decentralized stability verification of massive converter grids no longer requires trading off scalability for excessive conservatism: a unified quadratic constraint framework turns decades of fragmented geometric criteria into an automated, optimization-based diagnostic engine.

Achieving 96.06% accuracy in laser welding penetration prediction with only 200 labeled images could revolutionize quality assurance in industrial applications.