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Kniha Stochastic Learning and Optimization Xi-Ren Cao

Stochastic Learning and Optimization

A Sensitivity-Based Approach

Autor: Xi-Ren Cao
Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: Springer-Verlag New York Inc.
Dostupnosť: Skladom u dodávateľa
Odosielame za 10-13 dní
199.82 €
Performance optimization is vital in the design and operation of modern engineering systems, includi...

Informácie o knihe

Autor
Xi-Ren Cao
Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2007
Stránok
566
EAN
9780387367873
ISBN
038736787X
Enbook ID
01382040
Vydavateľ
Springer-Verlag New York Inc.
Hmotnosť
1128
Rozmery
166 x 244 x 34

Kompletný popis

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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