عنوان

Computational Intelligence for Optimization

(Number (ISBN

1461379075

(Number (ISBN

1461563313

(Number (ISBN

9781461379072

(Number (ISBN

9781461563310

Number

b553859

Title Proper

Computational Intelligence for Optimization

General Material Designation

[Book]

First Statement of Responsibility

by Nirwan Ansari, Edwin Hou.

Place of Publication, Distribution, etc.

Boston, MA

Name of Publisher, Distributor, etc.

Springer US : Imprint : Springer

Date of Publication, Distribution, etc.

1997

Specific Material Designation and Extent of Item

(240 pages)

Text of Note

1 Introduction --;1.1 Computational Complexity --;1.2 Survey of Optimization Techniques --;1.3 Organization of the Book --;1.4 Exploratory Problems --;2 Heuristic Search Methods --;2.1 Graph Search Algorithm --;2.2 Heuristic Functions --;2.3 A* Search Algorithm --;2.4 Exploratory Problems --;3 Hopfield Neural Networks --;3.1 Discrete Hopfield Net --;3.2 Continuous Hopfield Net --;3.3 Content-Addressable Memory --;3.4 Combinatorial Optimization --;3.5 Exploratory Problems --;4 Simulated Annealing and Stochastic Machines --;4.1 Statistical Mechanics and The Metropolis Algorithm --;4.2 Simulated Annealing --;4.3 Stochastic Machines --;4.4 Exploratory Problems --;5 Mean Field Annealing --;5.1 Mean Field Approximation --;5.2 Saddle-Point Expansion --;5.3 Stability --;5.4 Parameters of the Mean Field Net --;5.5 Graph Bipartition --;An Example --;5.6 Exploratory Problems --;6 Genetic Algorithms --;6.1 Simple genetic Operators --;6.2 An Illustrative Example --;6.3 Why Do Genetic Algorithms Work? --;6.4 Other Genetic Operators --;6.5 Exploratory Problems --;7 The Traveling Salesman Problem --;7.1 Why Does the Hopfield Net Frequently Fail to Produce Valid Solutions? --;7.2 Solving the TSP with Heuristic Search Algorithms --;7.3 Solving the TSP with Simulated Annealing --;7.4 Solving the TSP with Genetic Algorithms --;7.5 An Overview of Eigenvalue Analysis --;7.6 Derivation of?1 of the Connection Matrix --;7.7 Exploratory Problems --;8 Telecommunications --;8.1 Satellite Broadcast Scheduling --;8.2 Maximizing Data Throughput in An Integrated TDMA Communications System --;8.3 Summary --;8.4 Exploratory Problems --;9 Point Pattern Matching --;9.1 Problem Formulation --;9.2 The Simulated Annealing Framework --;9.3 Evolutionary Programming --;9.4 Summary --;9.5 Exploratory Problems --;10 Multiprocessor Scheduling --;10.1 Model and Definitions --;10.2 Mean Field Annealing --;10.3 Genetic Algorithm --;10.4 Exploratory Problems --;11 Job Shop Scheduling --;11.1 Types of Schedules --;11.2 A Genetic Algorithm for JSP --;11.3 Simulation Results --;11.4 Exploratory Problems --;References.

Text of Note

This book is intended to provide a technical description on the state-of-the-art development in advanced optimization techniques, specifically heuristic search, neural networks, simulated annealing, stochastic machines, mean field theory, and genetic algorithms, with emphasis on mathematical theory, implementa- tion, and practical applications.

Mathematical optimization.

Class number

Book number

by Nirwan Ansari, Edwin Hou.

Edwin Hou

Nirwan Ansari

Electronic name

[Book]

Y