应用与计算测量动力学

E. Bollt, N. Santitissadeekorn
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引用次数: 92

摘要

直到最近,可测量动力学一直被认为是一个高度理论化的数学主题,在应用数学领域的实践者中很少有众所周知的明显联系。然而,高速计算机、快速发展的算法和新的数值方法的出现,使得在离散但高分辨率地表示传递算子的概念方面取得了巨大的进步和复杂性。这本书连接了许多概念在动力系统与数学工具,从领域,如图论和遍历理论。作者介绍了与可测量动力系统、相干结构和输运问题相关的实用工具。本书中讨论的新的和快速发展的计算工具允许对传统方法无法达到的现实世界问题进行详细分析。读者:《应用与计算可测量动力学》面向应用动力系统、计算遍历理论、地球科学和流体动力学领域的高级本科生和研究生以及研究人员。第1章:动力系统、系综和传递算子;第2章:动力系统术语和定义;第3章:Frobenius-Perron算子与无穷小发生器;第4章:动态输运的图论方法和马尔可夫模型;第5章:动态系统的图划分方法及其与输运的关系;第六章:符号动力学的拓扑动力学视角;第七章:输运机制、叶动力学、通量率和逃逸;第八章有限时间Lyapunov指数;第9章:动力系统中的信息理论;附录A:计算、代码和计算复杂度;参考书目;指数
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Applied and Computational Measurable Dynamics
Until recently, measurable dynamics has been held as a highly theoretcal mathematical topic with few generally known obvious links for practitioners in areas of applied mathematics. However, the advent of high-speed computers, rapidly developing algorithms, and new numerical methods has allowed for a tremendous amount of progress and sophistication in efforts to represent the notion of a transfer operator discretely but to high resolution. This book connects many concepts in dynamical systems with mathematical tools from areas such as graph theory and ergodic theory. The authors introduce practical tools for applications related to measurable dynamical systems, coherent structures, and transport problems. The new and fast-developing computational tools discussed throughout the book allow for detailed analysis of real-world problems that are simply beyond the reach of traditional methods. Audience: Applied and Computational Measurable Dynamics is intended for advanced undergraduate and graduate students and researchers in applied dynamical systems, computational ergodic theory, geosciences, and fluid dynamics. Contents Chapter 1: Dynamical Systems, Ensembles, and Transfer Operators; Chapter 2: Dynamical Systems Terminology and Definitions; Chapter 3: Frobenius-Perron Operator and Infintesimal Generator; Chapter 4: Graph Theoretic Methods and Markov Models of Dynamical Transport; Chapter 5: Graph Partition Methods and Their Relationship to Transport in Dynamical Systems; Chapter 6: The Topological Dynamics Perspective of Symbol Dynamics; Chapter 7: Transport Mechanism, Lobe Dynamics, Flux Rates, and Escape; Chapter 8: Finite Time Lyapunov Exponents; Chapter 9: Information Theory in Dynamical Systems; Appendix A: Computation, Codes, and Computational Complexity; Bibliography; Index
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