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Maximum principle and dynamic programming viscosity solution approach = from open-loop to closed-loop /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Maximum principle and dynamic programming viscosity solution approach/ by Bing Sun, Bao-Zhu Guo, Zhen-Zhen Tao.
其他題名:
from open-loop to closed-loop /
作者:
Sun, Bing.
其他作者:
Tao, Zhen-Zhen.
出版者:
Singapore :Springer Nature Singapore : : 2025.,
面頁冊數:
xiii, 444 p. :ill. (some col.), digital ; : 24 cm.;
Contained By:
Springer Nature eBook
標題:
Computational Mathematics and Numerical Analysis. -
電子資源:
https://doi.org/10.1007/978-981-96-5739-1
ISBN:
9789819657391
Maximum principle and dynamic programming viscosity solution approach = from open-loop to closed-loop /
Sun, Bing.
Maximum principle and dynamic programming viscosity solution approach
from open-loop to closed-loop /[electronic resource] :by Bing Sun, Bao-Zhu Guo, Zhen-Zhen Tao. - Singapore :Springer Nature Singapore :2025. - xiii, 444 p. :ill. (some col.), digital ;24 cm. - Systems & control: foundations & applications,2324-9757. - Systems & control: foundations & applications..
- 1. Mathematical Preliminary -- Part I: Open-Loop Control -- 2. Dubovitskii-Milyutin Approach -- 3. Spectral Method -- Part II: Closed-Loop Control -- 4. Dynamic Programming Viscosity Solution Approach -- 5. Multiple Algorithms for DPVS Approach.
This book is concerned with optimal control problems of dynamical systems described by partial differential equations (PDEs). The content covers the theory and numerical algorithms, starting with open-loop control and ending with closed-loop control. It includes Pontryagin's maximum principle and the Bellman dynamic programming principle based on the notion of viscosity solution. The Bellman dynamic programming method can produce the optimal control in feedback form, making it more appealing for online implementations and robustness. The determination of the optimal feedback control law is of fundamental importance in optimal control and can be argued as the Holy Grail of control theory. The book is organized into five chapters. Chapter 1 presents necessary mathematical knowledge. Chapters 2 and 3 (Part 1) focus on the open-loop control while Chapter 4 and 5 (Part 2) focus on the closed-loop control. In this monograph, we incorporate the notion of viscosity solution of PDE with dynamic programming approach. The dynamic programming viscosity solution (DPVS) approach is then used to investigate optimal control problems. In each problem, the optimal feedback law is synthesized and numerically demonstrated. The last chapter presents multiple algorithms for the DPVS approach, including an upwind finite-difference scheme with the convergence proof. It is worth noting that the dynamic systems considered are primarily of technical or biologic origin, which is a highlight of the book. This book is systematic and self-contained. It can serve the expert as a ready reference for control theory of infinite-dimensional systems. These chapters taken together would also make a one-semester course for graduate with first courses in PDE-constrained optimal control.
ISBN: 9789819657391
Standard No.: 10.1007/978-981-96-5739-1doiSubjects--Topical Terms:
669338
Computational Mathematics and Numerical Analysis.
LC Class. No.: QA402.3
Dewey Class. No.: 515.642
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