Könyv Stochastic Learning and Optimization Xi-Ren Cao

Stochastic Learning and Optimization

A Sensitivity-Based Approach

Szerző: Xi-Ren Cao
Nyelv: Angol
Kötés: Kemény kötésű
Elérhetőség: Beszállítói készleten
Küldés 10-13 napon belül
76 883 Ft
Performance optimization is vital in the design and operation of modern engineering systems, includi...

Információk a könyvről

Szerző
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2007
oldal
566
EAN
9780387367873
ISBN
038736787X
Enbook ID
01382040
Súly
1128
Méretek
166 x 244 x 34

Teljes leírás

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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