Stochastic network optimization with application to communication and queueing systems - Info and Reading Options
By Michael J. Neely
“Stochastic network optimization with application to communication and queueing systems” Metadata:
- Title: ➤ Stochastic network optimization with application to communication and queueing systems
- Author: Michael J. Neely
“Stochastic network optimization with application to communication and queueing systems” Subjects and Themes:
- Subjects: ➤ Queuing networks (Data transmission) - Lyapunov functions - Stochastic systems - Dynamic programming - Stochastic processes - Telecommunication systems
Edition Identifiers:
- The Open Library ID: OL19904168W
AI-generated Review of “Stochastic network optimization with application to communication and queueing systems”:
"Stochastic network optimization with application to communication and queueing systems" Description:
The Open Library:
This text presents a modern theory of analysis, control, and optimization for dynamic networks. Mathematical techniques of Lyapunov drift and Lyapunov optimization are developed and shown to enable constrained optimization of time averages in general stochastic systems. The focus is on communication and queueing systems, including wireless networks with time-varying channels, mobility, and randomly arriving traffic. A simple drift-plus-penalty framework is used to optimize time averages such as throughput, throughput-utility, power, and distortion. Explicit performance-delay tradeoffs are provided to illustrate the cost of approaching optimality. This theory is also applicable to problems in operations research and economics, where energy-efficient and profit-maximizing decisions must be made without knowing the future.
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