Book description
Real-world problems and modern optimization techniques to solve them
Here, a team of international experts brings together core ideas for solving complex problems in optimization across a wide variety of real-world settings, including computer science, engineering, transportation, telecommunications, and bioinformatics.
Part One—covers methodologies for complex problem solving including genetic programming, neural networks, genetic algorithms, hybrid evolutionary algorithms, and more.
Part Two—delves into applications including DNA sequencing and reconstruction, location of antennae in telecommunication networks, metaheuristics, FPGAs, problems arising in telecommunication networks, image processing, time series prediction, and more.
All chapters contain examples that illustrate the applications themselves as well as the actual performance of the algorithms.?Optimization Techniques for Solving Complex Problems is a valuable resource for practitioners and researchers who work with optimization in real-world settings.
Table of contents
- Cover Page
- WILEY SERIES ON PARALLEL AND DISTRIBUTED COMPUTING
- Title Page
- Copyright
- Dedication
- CONTENTS
- CONTRIBUTORS
- FOREWORD
- PREFACE
-
PART I: METHODOLOGIES FOR COMPLEX PROBLEM SOLVING
- CHAPTER 1: Generating Automatic Projections by Means of Genetic Programming
- CHAPTER 2: Neural Lazy Local Learning
- CHAPTER 3: Optimization Using Genetic Algorithms with Micropopulations
- CHAPTER 4: Analyzing Parallel Cellular Genetic Algorithms
- CHAPTER 5: Evaluating New Advanced Multiobjective Metaheuristics
- CHAPTER 6: Canonical Metaheuristics for Dynamic Optimization Problems
- CHAPTER 7: Solving Constrained Optimization Problems with Hybrid Evolutionary Algorithms
- CHAPTER 8: Optimization of Time Series Using Parallel, Adaptive, and Neural Techniques
- CHAPTER 9: Using Reconfigurable Computing for the Optimization of Cryptographic Algorithms
- CHAPTER 10: Genetic Algorithms, Parallelism, and Reconfigurable Hardware
- CHAPTER 11: Divide and Conquer: Advanced Techniques
- CHAPTER 12: Tools for Tree Searches: Branch-and-Bound and A* Algorithms
- CHAPTER 13: Tools for Tree Searches: Dynamic Programming
-
PART II: APPLICATIONS
- CHAPTER 14: Automatic Search of Behavior Strategies in Auctions
- CHAPTER 15: Evolving Rules for Local Time Series Prediction
- CHAPTER 16: Metaheuristics in Bioinformatics: DNA Sequencing and Reconstruction
- CHAPTER 17: Optimal Location of Antennas in Telecommunication Networks
- CHAPTER 18: Optimization of Image-Processing Algorithms Using FPGAs
- CHAPTER 19: Application of Cellular Automata Algorithms to the Parallel Simulation of Laser Dynamics
- CHAPTER 20: Dense Stereo Disparity from an Artificial Life Standpoint
- CHAPTER 21: Exact, Metaheuristic, and Hybrid Approaches to Multidimensional Knapsack Problems
- CHAPTER 22: Greedy Seeding and Problem-Specific Operators for GAs Solution of Strip Packing Problems
- CHAPTER 23: Solving the KCT Problem: Large-Scale Neighborhood Search and Solution Merging
- CHAPTER 24: Experimental Study of GA-Based Schedulers in Dynamic Distributed Computing Environments
- CHAPTER 25: Remote Optimization Service
- CHAPTER 26: Remote Services for Advanced Problem Optimization
- INDEX
- WILEY SERIES ON PARALLEL AND DISTRIBUTED COMPUTING Series Editor: Albert Y. Zomaya
Product information
- Title: Optimization Techniques for Solving Complex Problems
- Author(s):
- Release date: March 2009
- Publisher(s): Wiley
- ISBN: 9780470293324
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