Strengthened Circle and Popov Criteria for the Stability Analysis of Feedback Systems With ReLU Neural Networks
Author:
Affiliation:
1. School of Electronics and Computer Science, University of Southampton, Southampton, U.K
Funder
Defence Science and Technology Laboratory
U.K. Research and Innovation (UKRI) Centre of Machine Intelligence for Nano-Electronic Devices and Systems
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Control and Optimization,Control and Systems Engineering
Link
http://xplorestaging.ieee.org/ielx7/7782633/9828546/10155284.pdf?arnumber=10155284
Reference35 articles.
1. A combined frequency-time domain stability criterion for autonomous continuous systems
2. The projective method for solving linear matrix inequalities
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4. Tractable stability analysis for systems containing repeated scalar slope-restricted nonlinearities
5. Zames–Falb multipliers for absolute stability: From O׳Shea׳s contribution to convex searches
Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Strengthened Circle and Popov Criteria and the Analysis of ReLU Neural Networks;2024 UKACC 14th International Conference on Control (CONTROL);2024-04-10
2. Ensuring Both Positivity and Stability Using Sector-Bounded Nonlinearity for Systems With Neural Network Controllers;IEEE Control Systems Letters;2024
3. A Lyapunov-Based Method of Reducing Activation Functions of Recurrent Neural Networks for Stability Analysis;IEEE Control Systems Letters;2024
4. Errata on “Strengthened Circle and Popov Criteria for the Stability Analysis of Feedback Systems With ReLU Neural Networks”;IEEE Control Systems Letters;2023
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