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Stochastic optimal control and performance analysis of wireless ad hoc networks

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Stochastic optimal control and performance analysis of wireless ad hoc networks

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Ngày đăng: 14/09/2015, 12:46

Xem thêm: Stochastic optimal control and performance analysis of wireless ad hoc networks , 2 Concept of -irreducibility for general state space chains, 5 Value Iteration Algorithm for -irreducible controlled chains, 1 System Model: Time-Varying Channel State Process, 7 Comparison of -irreducibility with Lyapunov-based work

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Mục lục

  • Acknowledgments

  • Abstract

  • List of Figures

  • List of Tables

  • List of Symbols

  • List of Abbreviations

  • List of Algorithms

  • 1 Introduction

    • 1.1 Optimal Stochastic Control using -irreducible Markov chains

    • 1.2 Near-Optimal and Model-Free QoS Provisioning

    • 1.3 Hierarchical Optimal Control for Resource Allocation

    • 1.4 Decentralized Optimal Control for Resource Allocation

    • 1.5 Thesis Contributions

    • 1.6 Summary of MDP models & algorithms

    • 1.7 Organization of Thesis

    • 2 Optimization and Stability of Markov Decision Process

      • 2.1 Controlled Markov Chain or Markov Decision Process

      • 2.2 Concept of -irreducibility for general state space chains

      • 2.3 f-Regularity and Stability

      • 2.4 Existence of optimal policies of -irreducible controlled chains

      • 2.5 Value Iteration Algorithm for -irreducible controlled chains

      • 3 -irreducible MDP for Wireless Queueing Model

        • 3.1 System Model: Time-Varying Channel State Process

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