Shimiao Li, Jan Drgona, Aaron R. Tuor, Larry Pileggi, and Draguna L. Vrabie. "Homotopy Learning of Parametric Solutions to Constrained Optimization Problems." (2022).
Shimiao Li, Amritanshu Pandey, and Larry Pileggi. "Towards Practical Physics-Informed ML Design and Evaluation for Power Grid." arXiv preprint arXiv:2205.03673 (2022).
Shimiao Li, Amritanshu Pandey, and Larry Pileggi. "Circuit-theoretic Line Outage Distribution Factor." arXiv preprint arXiv:2204.07684 (2022).
Dissertation
Shimiao Li. (2024) Exploiting sparse structures and synergy designs to advance situational awareness of electrical power grid.(Doctoral dissertation, Carnegie Mellon University). See paper here
Transactions and Book Chapters 2024
Shimiao Li, Amritanshu Pandey, and Larry Pileggi. "Contingency analysis with warm starter using probabilistic graphical model." Electric Power Systems Research 234 (2024): 110737.see paper here
Amritanshu Pandey, Shimiao Li, and Larry Pileggi. "Combined transmission and distribution state-estimation for future electric grids." Power Systems Operation with 100% Renewable Energy Sources. Elsevier, 2024. 299-315. See paper here
2023
Shimiao Li, Amritanshu Pandey, and Lawrence Pileggi. "A convex method of generalized state estimation using circuit-theoretic node-breaker model." IEEE Transactions on Power Systems (2023).See paper here
2021
Shimiao Li, Amritanshu Pandey, Bryan Hooi, Christos Faloutsos, and Larry Pileggi. "Dynamic graph-based anomaly detection in the electrical grid." IEEE Transactions on Power Systems 37, no. 5 (2021): 3408-3422.
Conference Proceedings 2023
Shimiao Li, Jan Drgona, Shrirang Abhyankar, and Larry Pileggi. 2023. Power Grid Behavioral Patterns and Risks of Generalization in Applied Machine Learning. In Companion Proceedings of the 14th ACM International Conference on Future Energy Systems (e-Energy '23 Companion). Association for Computing Machinery, New York, NY, USA, 106–114. https://doi.org/10.1145/3599733.3600257
Singer, Brian, Amritanshu Pandey, Shimiao Li, Lujo Bauer, Craig Miller, Lawrence Pileggi, and Vyas Sekar. "Shedding Light on Inconsistencies in Grid Cybersecurity: Disconnects and Recommendations." In 2023 IEEE Symposium on Security and Privacy (SP), pp. 554-571. IEEE Computer Society, 2022. See paper here
2021
Shimiao Li, Amritanshu Pandey, and Larry Pileggi. "A wlav-based robust hybrid state estimation using circuit-theoretic approach." In 2020 IEEE Power & Energy Society General Meeting (PESGM), IEEE, 2021 (Best Paper Award)
2020
Shimiao Li, Amritanshu Pandey, Soummya Kar, and Larry Pileggi. "A circuit-theoretic approach to state estimation." In 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe), pp. 1126-1130. IEEE, 2020.
Shimiao Li, Amritanshu Pandey, Aayushya Agarwal, Marko Jereminov, and Larry Pileggi. "A LASSO-Inspired Approach for Localizing Power System Infeasibility." In 2020 IEEE Power & Energy Society General Meeting (PESGM), pp. 1-5. IEEE, 2020.
2018
Shimiao Li, Tong Guo, Lin Yuan, and Jinping Chen. "A method for surface topography measurement using a new focus function based on dual-tree complex wavelet transform." In 2017 International Conference on Optical Instruments and Technology: Optoelectronic Measurement Technology and Systems, vol. 10621, p. 1062112. International Society for Optics and Photonics, 2018.
2017
Shimiao Li. "A review of feature detection and match algorithms for localization and mapping." In IOP Conference Series: Materials Science and Engineering, vol. 231, no. 1, p. 012003. IOP Publishing, 2017.