Evolutionary Algorithms for Solving Multi-Objective ProblemsSolving multi-objective problems is an evolving effort, and computer science and other related disciplines have given rise to many powerful deterministic and stochastic techniques for addressing these large-dimensional optimization problems. Evolutionary algorithms are one such generic stochastic approach that has proven to be successful and widely applicable in solving both single-objective and multi-objective problems. This textbook is a second edition of Evolutionary Algorithms for Solving Multi-Objective Problems, significantly expanded and adapted for the classroom. The various features of multi-objective evolutionary algorithms are presented here in an innovative and student-friendly fashion, incorporating state-of-the-art research. The book disseminates the application of evolutionary algorithm techniques to a variety of practical problems, including test suites with associated performance based on a variety of appropriate metrics, as well as serial and parallel algorithm implementations. |
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... 2, MOEA developmental history has proceeded in a number of ways from aggregated forms of single-objective Evolutionary Algorithms (EAs) to true multiobjective approaches such as MOGA, MOMGA, NPGA, NSGA, NSGA-II, PAES, PESA, PESA-II ...
... 2 provides an overview of the different multi - objective evolution- ary algorithms ( MOEAS ) currently available ... NSGA - II [ 374 ] , SPEA [ 1782 ] , SPEA2 [ 1775 ] and e - MOEA [ 372 , 373 ] ) . Other issues such as chromosomal ...
... NSGA-II) [1509, 363, 374] • Distance-based Pareto GA (DPGA) [1225, 1224] • Thermodynamical GA (TDGA) [863] • Strength Pareto Evolutionary Algorithm (SPEA, SPEA2) [1782, 1775] • Multi-Objective Messy GA (MOMGA-I,II,III) [1626, 1629, 1790 ...
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Contents
1 | |
57 | |
Further Explorations 123 | 122 |
MOEA Local Search and Coevolution | 131 |
Further Explorations | 171 |
Further Explorations | 229 |
Further Explorations | 277 |
MOEA Theory and Issues | 283 |
Further Explorations 335 | 334 |
Further Explorations 437 | 436 |
Further Explorations | 509 |
Further Explorations | 541 |
Further Explorations | 617 |
References | 627 |
Index | 761 |