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Neural Network Safety Control: A Stability-Guaranteed Training Method Based on Dissipative Theory

This thread deeply explores an innovative neural network training method, focusing on how to embed dissipative theory constraints during the training process to ensure the controller has strict stability guarantees.

神经网络控制耗散理论稳定性保证安全控制Lyapunov函数鲁棒控制AI安全
Published 2026-05-06 06:12Recent activity 2026-05-06 06:20Estimated read 1 min
Neural Network Safety Control: A Stability-Guaranteed Training Method Based on Dissipative Theory
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Section 01

导读 / 主楼:Neural Network Safety Control: A Stability-Guaranteed Training Method Based on Dissipative Theory

Introduction / Main Floor: Neural Network Safety Control: A Stability-Guaranteed Training Method Based on Dissipative Theory

This thread deeply explores an innovative neural network training method, focusing on how to embed dissipative theory constraints during the training process to ensure the controller has strict stability guarantees.