Title :
Evolutionary computation: comments on the history and current state
Author :
Bäck, Thomas ; Hammel, Ulrich ; Schwefel, Hans-Paul
Author_Institution :
Centre for Applied Syst. Anal., Informatik Centrum Dortmund, Germany
fDate :
4/1/1997 12:00:00 AM
Abstract :
Evolutionary computation has started to receive significant attention during the last decade, although the origins can be traced back to the late 1950´s. This article surveys the history as well as the current state of this rapidly growing field. We describe the purpose, the general structure, and the working principles of different approaches, including genetic algorithms (GA) (with links to genetic programming (GP) and classifier systems (CS)), evolution strategies (ES), and evolutionary programming (EP) by analysis and comparison of their most important constituents (i.e. representations, variation operators, reproduction, and selection mechanism). Finally, we give a brief overview on the manifold of application domains, although this necessarily must remain incomplete
Keywords :
artificial intelligence; genetic algorithms; history; classifier systems; evolution strategies; evolutionary computation; evolutionary programming; genetic algorithms; genetic programming; history; reproduction; selection mechanism; variation operators; Algorithm design and analysis; Computer science; Evolutionary computation; Genetic algorithms; Genetic programming; History; Performance gain; Power generation economics; Problem-solving; Robustness;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/4235.585888