| Title | Multi-fidelity Bayesian Optimization for Co-design of Resilient Cyber-Physical Systems |
| Publication Type | Conference Paper |
| Year of Publication | 2022 |
| Authors | Vasisht, Soumya, Rahman, Aowabin, Ramachandran, Thiagarajan, Bhattacharya, Arnab, Adetola, Veronica |
| Conference Name | 2022 ACM/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS) |
| Keywords | Bayes methods, Bayesian optimization, Biological system modeling, co-design, control systems, CPS, Cyber-Physical Resilience, Cyber-physical systems, Data models, Economics, Probabilistic logic, pubcrawl, resilience, Resiliency |
| Abstract | A simulation-based optimization framework is developed to con-currently design the system and control parameters to meet de-sired performance and operational resiliency objectives. Leveraging system information from both data and models of varying fideli-ties, a rigorous probabilistic approach is employed for co-design experimentation. Significant economic benefits and resilience im-provements are demonstrated using co-design compared to existing sequential designs for cyber-physical systems. |
| DOI | 10.1109/ICCPS54341.2022.00040 |
| Citation Key | vasisht_multi-fidelity_2022 |
Multi-fidelity Bayesian Optimization for Co-design of Resilient Cyber-Physical Systems