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Книга Stochastic Learning and Optimization Xi-Ren Cao

Stochastic Learning and Optimization

A Sensitivity-Based Approach

Автор: Xi-Ren Cao
Език: Английски език
Корици: С твърди корици
Издател: Springer-Verlag New York Inc.
Наличност: Външен склад
Изпращаме след 10-13 дни
210.57 € 411.83 лв
Performance optimization is vital in the design and operation of modern engineering systems, includi...

Информация за книгата

Автор
Xi-Ren Cao
Език
Английски език
Корици
Книга - С твърди корици
Издадена
2007
страници
566
EAN
9780387367873
ISBN
038736787X
Enbook ID
01382040
Издател
Springer-Verlag New York Inc.
Теглоt
1128
Размери
166 x 244 x 34

Пълно описание

Performance optimization is vital in the design and operation of modern engineering systems, including communications, manufacturing, robotics, and logistics. Most engineering systems are too complicated to model, or the system parameters cannot be easily identified, so learning techniques have to be applied. §This is a multi-disciplinary area which has been attracting wide attention across many disciplines. Areas such as perturbation analysis (PA) in discrete event dynamic systems (DEDSs), Markov decision processes (MDPs) in operations research, reinforcement learning (RL) or neuro-dynamic programming (NDP) in computer science, identification and adaptive control (I&AC) in control systems, share the common goal: to make the "best decision" to optimize system performance.§This book provides a unified framework based on a sensitivity point of view. It also introduces new approaches and proposes new research topics within this sensitivity-based framework.

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