论文目录 | |
| Abstract | 第1-6页 |
| 摘要 | 第6-10页 |
| 1 Introduction | 第10-14页 |
| 1.1 Motivation | 第10-11页 |
| 1.2 Literature review | 第11-13页 |
| 1.2.1 History of the question | 第11-12页 |
| 1.2.2 Modern approaches | 第12-13页 |
| 1.3 Thesis Outline/Organization | 第13-14页 |
| 2 Analysis of methods and algorithms of multi-objective optimization problem and resolving the research task | 第14-30页 |
| 2.1 Analysis of the main provisions of multi-objective optimization | 第14-15页 |
| 2.2 Domination and effectiveness. Speaking of criterial vectors, consider two types of domination | 第15-17页 |
| 2.3 Parallel genetics algorithms in data clustering methods | 第17-22页 |
| 2.3.1 A clustering method based on parallel genetic algorithm | 第18-22页 |
| 2.4 Analysis of multi-objective optimization methods. An evolutionary approach | 第22-24页 |
| 2.5 General description of the genetic algorithm | 第24-26页 |
| 2.6 Analysis of the effectiveness of known genetic multi-objective optimization algorithms | 第26-28页 |
| 2.7 Conclusions and formulations of research tasks | 第28-30页 |
| 3 Development of the parallel genetic algorithm for solving task of multi-objective optimization | 第30-42页 |
| 3.1 General features of parallel genetic and evolutionary algorithms | 第30-32页 |
| 3.2 Development of an experimental scheme for the exchange of genetic information .. | 第32-34页 |
| 3.3 Development of advanced genetic algorithm | 第34-35页 |
| 3.4 Leaders selection | 第35-37页 |
| 3.5 Development of algorithm for solution multi-objective optimization problem | 第37-38页 |
| 3.6 The choice of test functions | 第38-40页 |
| 3.7 Development of research plan | 第40-42页 |
| 4 Program realization and investigation of the genetic algorithm properties | 第42-49页 |
| 4.1 Development of a program for studying the properties of a genetic algorithm | 第42-43页 |
| 4.2 Results of the study of parallel genetic algorithm | 第43-45页 |
| 4.3 Development of a program that implements the solution of the multi-objective optimization problem | 第45-49页 |
| 5 Conclusions | 第49-50页 |
| Acknowledgements | 第50-51页 |
| Abbreviations | 第51-52页 |
| References | 第52-55页 |
| Publications | 第55页 |
