عنوان

Computational Intelligence for Optimization

شابک

1461379075

شابک

1461563313

شابک

9781461379072

شابک

9781461563310

شماره

b553859

عنوان اصلي

Computational Intelligence for Optimization

نام عام مواد

[Book]

نام نخستين پديدآور

by Nirwan Ansari, Edwin Hou.

محل نشرو پخش و غیره

Boston, MA

نام ناشر، پخش کننده و غيره

Springer US : Imprint : Springer

تاریخ نشرو بخش و غیره

1997

نام خاص و کميت اثر

(240 pages)

متن يادداشت

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.

متن يادداشت

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.

موضوع مستند نشده

Mathematical optimization.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

by Nirwan Ansari, Edwin Hou.

مستند نام اشخاص تاييد نشده

Edwin Hou

مستند نام اشخاص تاييد نشده

Nirwan Ansari

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y