Control Techniques for Complex Networks
暫譯: 複雜網路的控制技術
Sean Meyn
- 出版商: Cambridge
- 出版日期: 2007-12-10
- 售價: $1,300
- 貴賓價: 9.8 折 $1,274
- 語言: 英文
- 頁數: 582
- 裝訂: Hardcover
- ISBN: 0521884411
- ISBN-13: 9780521884419
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商品描述
Power grids, flexible manufacturing, cellular communications: interconnectedness has consequences. This remarkable book gives the tools and philosophy you need to build network models detailed enough to capture essential dynamics but simple enough to expose the structure of effective control solutions and to clarify analysis. Core chapters assume only exposure to stochastic processes and linear algebra at the undergraduate level; later chapters are for advanced graduate students and researchers/practitioners. This gradual development bridges classical theory with the state-of-the-art. The workload model that is the basis of traditional analysis of the single queue becomes a foundation for workload relaxations used in the treatment of complex networks. Lyapunov functions and dynamic programming equations lead to the celebrated MaxWeight policy along with many generalizations. Other topics include methods for synthesizing hedging and safety stocks, stability theory for networks, and techniques for accelerated simulation. Examples and figures throughout make ideas concrete. Solutions to end-of-chapter exercises available on a companion website.
商品描述(中文翻譯)
電力網、靈活製造、行動通信:互聯性帶來了後果。這本卓越的書籍提供了構建網絡模型所需的工具和哲學,這些模型足夠詳細以捕捉基本動態,但又足夠簡單以揭示有效控制解決方案的結構並澄清分析。
核心章節僅假設讀者具備本科層級的隨機過程和線性代數的基礎知識;後面的章節則針對進階研究生和研究人員/實務工作者。這種漸進式的發展橋接了經典理論與最先進的技術。傳統單隊列分析的工作負載模型成為用於處理複雜網絡的工作負載放鬆的基礎。Lyapunov 函數和動態規劃方程導致著名的 MaxWeight 策略以及許多推廣。其他主題包括合成對沖和安全庫存的方法、網絡的穩定性理論,以及加速模擬的技術。
書中貫穿的例子和圖形使概念具體化。章末練習題的解答可在伴隨網站上獲得。