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Jianzong_Dissertation___Thesis.pdf (1.56 MB)

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Authentication, System Identification and Optimization of High Dimensional Dynamical Systems

Pi, Jianzong
http://orcid.org/0000-0003-4603-7805
http://rave.ohiolink.edu/etdc/view?acc_num=osu1712863805486267

Abstract Details

2024, Doctor of Philosophy, Ohio State University, Electrical and Computer Engineering.
This dissertation addresses challenges in optimal control, parameter identification, hypothesis test and optimization on high-dimensional dynamical systems encountered in real-world applications. The first project focuses on optimally controlling a discrete-time singularly perturbed system with two timescales, providing theoretical guarantees on performance by framing the problem as a dynamical optimization task. In the second project, we focus on authentication on Physical Unclonable Functions (PUFs) using kernel methods to handle hypothesis tests in high-dimensional spaces and to improve performance compared to conventional methods. Additionally, the dissertation explores identifying minimally contributing states in high-dimensional systems through conditional independence testing using kernel methods, demonstrating feasibility with observational data. Lastly, we focused on parameter identification on battery simulation systems for their output behaviour improvements.
Abhishek Gupta (Advisor)
Emre Koksal (Advisor)
Andrea Serrani (Committee Member)
Zobeida Cruz-Monserrate (Committee Member)
Electrical Engineering
Control; hypothesis testing; optimization; machine learning

Recommended Citations

Citations

  • Pi, J. (2024). Authentication, System Identification and Optimization of High Dimensional Dynamical Systems [Doctoral dissertation, Ohio State University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=osu1712863805486267

    APA Style (7th edition)

  • Pi, Jianzong. Authentication, System Identification and Optimization of High Dimensional Dynamical Systems. 2024. Ohio State University, Doctoral dissertation. OhioLINK Electronic Theses and Dissertations Center, http://rave.ohiolink.edu/etdc/view?acc_num=osu1712863805486267.

    MLA Style (8th edition)

  • Pi, Jianzong. "Authentication, System Identification and Optimization of High Dimensional Dynamical Systems." Doctoral dissertation, Ohio State University, 2024. http://rave.ohiolink.edu/etdc/view?acc_num=osu1712863805486267

    Chicago Manual of Style (17th edition)

osu1712863805486267
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This open access ETD is published by The Ohio State University and OhioLINK.