Nonsmooth Constrained Optimal Control on Infinite Horizon
Springer International Publishing (Verlag)
978-3-032-08937-3 (ISBN)
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This book provides an introduction to nonsmooth constrained optimal control theory over infinite horizon, tackling the mathematical challenges that arise when classical finite-horizon methods prove inadequate. The work focuses on recent advances in handling nonsmooth time-dependent data and state constraints scenarios that commonly arise in fields such as engineering, machine learning, and artificial intelligence.
At its core, the book establishes foundational contributions, including viability results, extensions of Pontryagin's maximum principle to infinite horizons, regularity analysis of value functions, and necessary optimality conditions, with particular attention to transversality conditions and sensitivity relations. The analysis culminates in studying Hamilton-Jacobi-Bellman equations through weak solution notions suited to the nonsmooth framework.
Written as a brief course, the book aims to provide graduate students and researchers with the mathematical tools needed to analyze optimal control problems over infinite time horizons, where standard approaches may not apply.
Vincenzo Basco obtained his M.S. degree in Pure and Applied Mathematics from the University of Rome Tor Vergata in 2015, followed by a Ph.D. in Mathematics from Sorbonne University, Paris in 2019. He worked as a research fellow in optimal control theory at the Electrical and Electronic Engineering Department of Melbourne University, Australia from 2019 to 2020. Since 2020, he has been employed at the aerospace company Thales Alenia Space, where he focuses on research areas such as optimal control theory, Hamilton-Jacobi-Bellman equations, non-smooth analysis, artificial intelligence, and machine learning.
Preface.- Introduction.- Overview.- First Order Necessary Conditions for Infinite Horizon Optimal Control Problems Under State Constraints.- Lipschitz Continuity of the Value Functions.- Hamilton-Jacobi-Bellman Equations with Time-Measurable Data and infinite Horizons.- Representation of Fiber-Convex Hamiltonian with Time-Measureable Data.- Appendix.
| Erscheinungsdatum | 29.11.2025 |
|---|---|
| Reihe/Serie | SpringerBriefs in Mathematics |
| Zusatzinfo | XV, 135 p. |
| Verlagsort | Cham |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
| Mathematik / Informatik ► Mathematik ► Angewandte Mathematik | |
| Schlagworte | Hamilton-Jacobi-Bellman Equations • Infinite Horizon • Lipschitz continuity • Necessary conditions • nonsmooth analysis • optimal control theory • State Constraints • Value functions • weak solutions |
| ISBN-10 | 3-032-08937-9 / 3032089379 |
| ISBN-13 | 978-3-032-08937-3 / 9783032089373 |
| Zustand | Neuware |
| Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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