图书详情

图书信息

图书目录

复杂网络控制技术

电力网络、柔性制造、移动通信等等互连都形成了复杂网络。本书着眼于复杂网络系统中的共性问题，综合了作者多年来在该方向深入、系统的研究成果，给出了建立网络模型所需要的工具和哲学思想，详细具体地把握了其动力学本质，同时简明地揭示了有效控制的解决方案及其分析。本书内容分为三个部分：第一部分为建模与控制，第二部分为负荷调度，第三部分为稳定性及性能分析。

本书内容循序渐进，每章均附有习题并提供习题解答。基础章节部分要求读者具有随机过程和线性代数知识，适用于信息类、电子类等专业高年级本科生，高级部分则适用于研究生、研究人员和从业者。

作者：

Sean Meyn

定价：

66.00 元

出版时间：

2009-04-22

ISBN：

978-7-04-025481-5

物料号：

25481-00

读者对象：

学术著作

一级分类：

自然科学

二级分类：

计算机科学与工程

三级分类：

计算机网络/Internet与WWW

重点项目：

暂无

版面字数：

750千字

开本：

16开

装帧形式：

平装

页数：

562

最新
印次时间：

2009年01月

目录
- Front Matter
- 1 Introduction
  - 1.1 Networks in practice
  - 1.2 Mathematical models
  - 1.3 What do you need to know to read this book?
  - 1.4 Notes
- Part I: Modeling and Control
  - 2 Examples
    - 2.1 Modeling the single server queue
    - 2.2 Klimov model
    - 2.3 Capacity and queueing in communication systems
    - 2.4 Multiple-access communication
    - 2.5 Processor sharing model
    - 2.6 Inventory model
    - 2.7 Power transmission network
    - 2.8 Optimization in a simple re-entrant line
    - 2.9 Contention for resources and instability
    - 2.10 Routing model
    - 2.11 Braess' paradox
    - 2.12 Notes
  - 3 The Single Server Queue
    - 3.1 Representations
    - 3.2 Approximations
    - 3.3 Stability
    - 3.4 Invariance equations
    - 3.5 Big queues
    - 3.6 Model selection
    - 3.7 Notes
    - Exercises
  - 4 Scheduling
    - 4.1 Controlled random-walk model
    - 4.2 Fluid model
    - 4.3 Control techniques for the fluid model
    - 4.4 Comparing fluid and stochastic models
    - 4.5 Structure of optimal policies
    - 4.6 Safety-stocks
    - 4.7 Discrete review
    - 4.8 MaxWeight and MinDrift
    - 4.9 Perturbed value function
    - 4.10 Notes
    - Exercises
- Part II: Workload
  - 5 Workload and Scheduling
    - 5.1 Single server queue
    - 5.2 Workload for the CRW scheduling model
    - 5.3 Relaxations for the fluid model
    - 5.4 Stochastic workload models
    - 5.5 Pathwise optimality and workload
    - 5.6 Hedging in networks
    - 5.7 Notes
    - Exercises
  - 6 Routing and Resource Pooling
    - 6.1 Workload in general models
    - 6.2 Resource pooling
    - 6.3 Routing and workload
    - 6.4 MaxWeight for routing and scheduling
    - 6.5 Simultaneous resource possession
    - 6.6 Workload relaxations
    - 6.7 Relaxations and policy synthesis for stochastic models
    - 6.8 Notes
    - Exercises
  - 7 Demand
    - 7.1 Network models
    - 7.2 Transients
    - 7.3 Workload relaxations
    - 7.4 Hedging in a simple inventory model
    - 7.5 Hedging in networks
    - 7.6 Summary of steady-state control techniques
    - 7.7 Notes
    - Exercises
- Part III: Stability and Performance
  - 8 Foster—Lyapunov Techniques
    - 8.1 Lyapunov functions
    - 8.2 Lyapunov functions for networks
    - 8.3 Discrete review
    - 8.4 MaxWeight
    - 8.5 MaxWeight and the average-cost optimality equation
    - 8.6 Linear programs for performance bounds
    - 8.7 Brownian workload model
    - 8.8 Notes
    - Exercises
  - 9 Optimization
    - 9.1 Reachability and decomposibility
    - 9.2 Linear programming formulations
    - 9.3 Multiobjective optimization
    - 9.4 Optimality equations
    - 9.5 Algorithms
    - 9.6 Optimization in networks
    - 9.7 One-dimensional inventory model
    - 9.8 Hedging and workload
    - 9.9 Notes
    - Exercises
  - 10 ODE Methods
    - 10.1 Examples
    - 10.2 Mathematical preliminaries
    - 10.3 Fluid limit model
    - 10.4 Fluid-scale stability
    - 10.5 Safety stocks and trajectory tracking
    - 10.6 Fluid-scale asymptotic optimality
    - 10.7 Brownian workload model
    - 10.8 Notes
    - Exercises
  - 11 Simulation and Learning
    - 11.1 Deciding when to stop
    - 11.2 Asymptotic theory for Markov models
    - 11.3 The single-server queue
    - 11.4 Control variates and shadow functions
    - 11.5 Estimating a value function
    - 11.6 Notes
- Exercises
- Appendix Markov Models
- Bibliography

图书详情

复杂网络控制技术

相关图书