Output reachable set estimation and verification for multilayer neural networks W Xiang, HD Tran, TT Johnson IEEE transactions on neural networks and learning systems, 1-7, 2018 | 119 | 2018 |
Reachable set computation and safety verification for neural networks with ReLU activations W Xiang, HD Tran, TT Johnson arXiv preprint arXiv:1712.08163, 2017 | 56 | 2017 |
Robust exponential stability and disturbance attenuation for discrete-time switched systems under arbitrary switching W Xiang, HD Tran, TT Johnson IEEE Transactions on Automatic Control 63 (5), 1450-1456, 2017 | 41 | 2017 |
Output reachable set estimation for switched linear systems and its application in safety verification W Xiang, HD Tran, TT Johnson IEEE Transactions on Automatic Control 62 (10), 5380-5387, 2017 | 37 | 2017 |
Virtual prototyping for distributed control of a fault-tolerant modular multilevel inverter for photovoltaics LV Nguyen, HD Tran, TT Johnson IEEE Transactions on Energy Conversion 29 (4), 841-850, 2014 | 34 | 2014 |
Star-Based Reachability Analysis of Deep Neural Networks HD Tran, DM Lopez, P Musau, X Yang, LV Nguyen, W Xiang, TT Johnson International Symposium on Formal Methods, 670-686, 2019 | 33 | 2019 |
A normalized PID controller in networked control systems with varying time delays HD Tran, ZH Guan, XK Dang, XM Cheng, FS Yuan ISA transactions 52 (5), 592-599, 2013 | 33 | 2013 |
NNV: A Tool for the Verification of Deep Neural Networks and Learning-enabled Cyber-Physical Systems Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez, Patrick Musau, Luan ... International Conference on Computer Aided Verification, 2020 | 28* | 2020 |
Reachable set estimation and safety verification for piecewise linear systems with neural network controllers W Xiang, HD Tran, JA Rosenfeld, TT Johnson 2018 Annual American Control Conference (ACC), 1574-1579, 2018 | 26 | 2018 |
Numerical verification of affine systems with up to a billion dimensions S Bak, HD Tran, TT Johnson Proceedings of the 22nd ACM International Conference on Hybrid Systems …, 2019 | 24 | 2019 |
Safety Verification of Cyber-Physical Systems with Reinforcement Learning Control HD Tran, F Cai, ML Diego, P Musau, TT Johnson, X Koutsoukos ACM Transactions on Embedded Computing Systems (TECS) 18 (5s), 1-22, 2019 | 23 | 2019 |
Large-scale linear systems from order-reduction (benchmark proposal) HD Tran, LV Nguyen, TT Johnson 3rd Applied Verification for Continuous and Hybrid Systems Workshop (ARCH …, 2016 | 23 | 2016 |
Verification of Deep Convolutional Neural Networks Using ImageStars HD Tran, S Bak, W Xiang, TT Johnson International Conference on Computer Aided Verification, 18-42, 2020 | 22 | 2020 |
Order-reduction abstractions for safety verification of high-dimensional linear systems HD Tran, LV Nguyen, W Xiang, TT Johnson Discrete Event Dynamic Systems 27 (2), 443-461, 2017 | 19 | 2017 |
Parallelizable reachability analysis algorithms for feed-forward neural networks HD Tran, P Musau, DM Lopez, X Yang, LV Nguyen, W Xiang, TT Johnson 2019 IEEE/ACM 7th International Conference on Formal Methods in Software …, 2019 | 17 | 2019 |
Specification-Guided Safety Verification for Feedforward Neural Networks W Xiang, HD Tran, TT Johnson arXiv preprint arXiv:1812.06161, 2018 | 14 | 2018 |
Improved Geometric Path Enumeration for Verifying ReLU Neural Networks S Bak, HD Tran, K Hobbs, TT Johnson International Conference on Computer Aided Verification, 66-96, 2020 | 11 | 2020 |
Reachable Set Estimation for Neural Network Control Systems: A Simulation-Guided Approach W Xiang, HD Tran, X Yang, TT Johnson IEEE Transactions on Neural Networks and Learning Systems, 2020 | 11 | 2020 |
Fuzzy adaptive control of networked control system with unknown time-delay XK Dang, ZH Guan, HD Tran, T Li Proceedings of the 30th Chinese Control Conference, 4622-4626, 2011 | 11 | 2011 |
Nonconservative Lifted Convex Conditions for Stability of Discrete-Time Switched Systems under Minimum Dwell-Time Constraint W Xiang, HD Tran, TT Johnson | 11* | |