Genetic Algorithms and Fuzzy Multiobjective Optimization

Examples include flexible scheduling in a machine center, operation planning of district heating and cooling plants, and coal purchase planning in an actual electric power plant

Bibliographic Details
Main Author: Sakawa, Masatoshi
Format: eBook
Language:English
Published: New York, NY Springer US 2002, 2002
Edition:1st ed. 2002
Series:Operations Research/Computer Science Interfaces Series
Subjects:
Online Access:
Collection: Springer Book Archives -2004 - Collection details see MPG.ReNa
Table of Contents:
  • 1. Introduction
  • 1.1 Introduction and historical remarks
  • 1.2 Organization of the book
  • 2. Foundations of Genetic Algorithms
  • 2.1 Outline of genetic algorithms
  • 2.2 Coding, fitness, and genetic operators
  • 3. Genetic Algorithms for 0–1 Programming
  • 3.1 Introduction
  • 3.2 Multidimensional 0–1 knapsack problems
  • 3.3 0–1 programming
  • 3.4 Conclusion
  • 4. Fuzzy Multiobjective 0–1 Programming
  • 4.1 Introduction
  • 4.2 Fuzzy multiobjective 0–1 programming
  • 4.3 Fuzzy multiobjective 0–1 programming with fuzzy numbers
  • 4.4 Conclusion
  • 5. Genetic Algorithms for Integer Programming
  • 5.1 Introduction
  • 5.2 Multidimensional integer knapsack problems
  • 5.3 Integer programming
  • 5.4 Conclusion
  • 6. Fuzzy Multiobjective Integer Programming
  • 6.1 Introduction
  • 6.2 Fuzzy multiobjective integer programming
  • 6.3 Fuzzy multiobjective integer programming with fuzzy numbers
  • 6.4 Conclusion
  • 7. Genetic Algorithms for Nonlinear Programming
  • 7.1 Introduction
  • 7.2 Floating-point genetic algorithms
  • 7.3 GENOCOP III
  • 7.4 Revised GENOCOP III
  • 7.5 Conclusion
  • 8. Fuzzy Multiobjective Nonlinear Programming
  • 8.1 Introduction
  • 8.2 Multiobjective nonlinear programming
  • 8.3 Multiobjective nonlinear programming problem with fuzzy numbers
  • 8.4 Conclusion
  • 9. Genetic Algorithms for Job-Shop Scheduling
  • 9.1 Introduction
  • 9.2 Job-shop scheduling
  • 9.3 Genetic algorithms for job-shop scheduling
  • 10.Fuzzy Multiobjective Job-Shop Scheduling
  • 10.1 Introduction
  • 10.2 Job-shop scheduling with fuzzy processing time and fuzzy due date
  • 10.3 Multiobjective job-shop scheduling under fuzziness
  • 11.Some Applications
  • 11.1 Flexible scheduling in a machining center
  • 11.2 Operation planning of district heating and cooling plants
  • 11.3 Coal purchase planning in electric powerplants
  • References