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Simulation-Based Optimization, Abhijit Gosavi


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Автор: Abhijit Gosavi
Название:  Simulation-Based Optimization
ISBN: 9781489977311
Издательство: Springer
Классификация:


ISBN-10: 1489977317
Обложка/Формат: Paperback
Страницы: 508
Вес: 0.74 кг.
Дата издания: 10.09.2016
Серия: Operations Research/Computer Science Interfaces Series
Язык: English
Размер: 234 x 156 x 27
Основная тема: Business and Management
Подзаголовок: Parametric Optimization Techniques and Reinforcement Learning
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание:

Simulation-Based Optimization: Parametric Optimization Techniques and Reinforcement Learning introduce the evolving area of static and dynamic simulation-based optimization. Covered in detail are model-free optimization techniques - especially designed for those discrete-event, stochastic systems which can be simulated but whose analytical models are difficult to find in closed mathematical forms.

Key features of this revised and improved Second Edition include:

- Extensive coverage, via step-by-step recipes, of powerful new algorithms for static simulation optimization, including simultaneous perturbation, backtracking adaptive search and nested partitions, in addition to traditional methods, such as response surfaces, Nelder-Mead search and meta-heuristics (simulated annealing, tabu search, and genetic algorithms)

- Detailed coverage of the Bellman equation framework for Markov Decision Processes (MDPs), along with dynamic programming (value and policy iteration) for discounted, average, and total reward performance metrics

- An in-depth consideration of dynamic simulation optimization via temporal differences and Reinforcement Learning: Q-Learning, SARSA, and R-SMART algorithms, and policy search, via API, Q-P-Learning, actor-critics, and learning automata

- A special examination of neural-network-based function approximation for Reinforcement Learning, semi-Markov decision processes (SMDPs), finite-horizon problems, two time scales, case studies for industrial tasks, computer codes (placed online) and convergence proofs, via Banach fixed point theory and Ordinary Differential Equations

Themed around three areas in separate sets of chapters - Static Simulation Optimization, Reinforcement Learning and Convergence Analysis - this book is written for researchers and students in the fields of engineering (industrial, systems, electrical and computer), operations research, computer science and applied mathematics.




Integrated Circuit and System Design: Power and Timing Modeling, Optimization and Simulation

Автор: Jose Monteiro; Rene van Leuken
Название: Integrated Circuit and System Design: Power and Timing Modeling, Optimization and Simulation
ISBN: 3642118011 ISBN-13(EAN): 9783642118012
Издательство: Springer
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Цена: 10480.00 р.
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Описание: The papers are organized in topical sections on variability & statistical timing, circuit level techniques, power management, low power circuits & technology, system level techniques, power & timing optimization techniques, self-timed circuits, low power circuit analysis & optimization, and low power design studies.

Applied Simulation and Optimization

Автор: Miguel Mujica Mota; Idalia Flores De La Mota; Dani
Название: Applied Simulation and Optimization
ISBN: 3319357077 ISBN-13(EAN): 9783319357072
Издательство: Springer
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Цена: 13275.00 р.
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Описание: Simulation-based Optimization with HeuristicLab: Practical Guidelines and Real World Applications.- Simulation Optimization Approach to solve a complex multiobjective redundancy allocation problem.- OR AND SIMULATION IN COMBINATION FOR OPTIMIZATION.- Tree Search and Simulation.- Integrated solutions for delivery planning and scheduling in distribution centres.- Large Neighbourhood Search and Simulation for Disruption Management in the Airline Industry.- Allocation of Airport check-in counters using a Simulation-Optimization Approach.- Simulation and Optimization of the Pre-hospital Care System of the National University of Mexico.- Simulation Based Optimization Using Greedy Techniques and Simulated Annealing for Optimal Equipment Selection within Print Production Environments.- Linear Bus Holding Model for Real Time Traffic Network Control.

Soft Computing Based Optimization and Decision Models

Автор: David A. Pelta; Carlos Cruz Corona
Название: Soft Computing Based Optimization and Decision Models
ISBN: 3319642855 ISBN-13(EAN): 9783319642857
Издательство: Springer
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Цена: 20962.00 р.
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Описание: This book offers a timely snapshot of current soft-computing research and solutions to decision-making and optimization problems, which are ubiquitous in the current social and technological context, addressing fields including logistics, transportation and data analysis.

Simulation-Based Optimization

Автор: Gosavi, Abhijit
Название: Simulation-Based Optimization
ISBN: 1489974903 ISBN-13(EAN): 9781489974907
Издательство: Springer
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Цена: 15372.00 р.
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Описание:

Background.- Simulation basics.- Simulation optimization: an overview.- Response surfaces and neural nets.- Parametric optimization.- Dynamic programming.- Reinforcement learning.- Stochastic search for controls.- Convergence: background material.- Convergence: parametric optimization.- Convergence: control optimization.- Case studies.

Applied Simulation and Optimization 2

Автор: Miguel Mujica Mota; Idalia Flores De La Mota
Название: Applied Simulation and Optimization 2
ISBN: 3319558099 ISBN-13(EAN): 9783319558097
Издательство: Springer
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Цена: 16769.00 р.
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Описание: Building on the author`s earlier Applied Simulation and Optimization, this book presents novel methods for solving problems in industry, based on hybrid simulation-optimization approaches that combine the advantages of both paradigms.

Handbook of Simulation Optimization

Автор: Michael C Fu
Название: Handbook of Simulation Optimization
ISBN: 1493913832 ISBN-13(EAN): 9781493913831
Издательство: Springer
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Цена: 18167.00 р.
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Описание: Handbook of Simulation Optimization

Uncertainty Management in Simulation-Optimization of Complex Systems

Автор: Gabriella Dellino; Carlo Meloni
Название: Uncertainty Management in Simulation-Optimization of Complex Systems
ISBN: 1489975462 ISBN-13(EAN): 9781489975461
Издательство: Springer
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Цена: 15372.00 р.
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Описание: Editors aim to offer a bibliographic reference on the topic, enabling interested readers to learn about the state-of-the-art in this research area, also accounting for potential real-world applications to improve also the state-of-the-practice.

Simulation and Optimization

Автор: Georg Pflug; Ulrich Dieter
Название: Simulation and Optimization
ISBN: 3540549803 ISBN-13(EAN): 9783540549802
Издательство: Springer
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Цена: 12157.00 р.
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Описание: This volume contains selected papers presented at the "International Workshop on Computationally Intensive Methods in Simulation and Op- th th timization" held from 23 to 25 August 1990 at the International Institute for Applied Systems Analysis (nASA) in La~enburg, Austria.

Application of Surrogate-based Global Optimization to Aerodynamic Design

Автор: Emiliano Iuliano; Esther Andr?s P?rez
Название: Application of Surrogate-based Global Optimization to Aerodynamic Design
ISBN: 3319215051 ISBN-13(EAN): 9783319215051
Издательство: Springer
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Цена: 15672.00 р.
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Описание: Application of Surrogate-based Global Optimization to Aerodynamic Design

Application of Surrogate-based Global Optimization to Aerodynamic Design

Автор: Emiliano Iuliano; Esther Andr?s P?rez
Название: Application of Surrogate-based Global Optimization to Aerodynamic Design
ISBN: 3319372904 ISBN-13(EAN): 9783319372907
Издательство: Springer
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Цена: 11753.00 р.
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Описание: Fast aerodynamic coefficients prediction using support vector machines for global shape optimization.- Adaptive sampling strategies for surrogate-based aerodynamic optimization.- PCA-enhanced metamodel-assisted evolutionary algorithms for aerodynamic optimization.- Multi-objective surrogate based optimization of gas cyclones using support vector machines and CFD simulations.

Surrogate-Based Modeling and Optimization

Автор: Slawomir Koziel; Leifur Leifsson
Название: Surrogate-Based Modeling and Optimization
ISBN: 1493954725 ISBN-13(EAN): 9781493954728
Издательство: Springer
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Цена: 18167.00 р.
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Описание: This book details surrogate-based modeling and optimization techniques, and their applications for solving difficult and computationally expensive engineering design problems. Includes basic concepts and formulations along with applications and examples.

Multi-Agent-Based Simulation VIII

Автор: Luis Antunes; Mario Paolucci; Emma Norling
Название: Multi-Agent-Based Simulation VIII
ISBN: 3540709150 ISBN-13(EAN): 9783540709152
Издательство: Springer
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Цена: 8384.00 р.
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Описание: This book constitutes the thoroughly refereed post-proceedings of the 8th International Workshop on Multi-Agent-Based Simulation, MABS 2007, held in Honolulu, HI, USA in May 2007 as an associated event of AAMAS 2007, the main international conference on autonomous agents and multi-agent systems.


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