The paper presents a new Artificial Neural Network (ANN) encoding method called Assembler Encoding (AE). It assumes that the ANN is encoded in the form of a program (Assembler Encoding Program, AEP) of a linear organization and of a structure similar to the structure of a simple assembler program. The task of the AEP is to create a Connectivity Matrix (CM) which can be transformed into the ANN of any architecture. ; To create AEPs, and in consequence ANNs, genetic algorithms (GAs) are used. In addition to the outline of AE, the paper also presents a new AEP encoding method, i.e., the method used to represent the AEP in the form of a chromosome or a set of chromosomes. The proposed method assumes the evolution of individual components of AEPs, i.e., operations and data, in separate populations. ; To test the method, experiments in two areas were carried out, i.e., in optimization and in a predator-prey problem. In the first case, the task of AE was to create matrices which constituted a solution to the optimization problem. In the second case, AE was responsible for constructing neural controllers used to control artificial predators whose task was to capture a fast-moving prey.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 17, number 4 (2007) ; kliknij tutaj, żeby przejść
Biblioteka Uniwersytetu Zielonogórskiego
2024-04-03
2024-04-03
25
https://zbc.uz.zgora.pl/publication/88431
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Evolving co-adapted subcomponents in assembler encoding | 2024-04-03 |
Patan, Krzysztof Witczak, Marcin Korbicz, Józef Korbicz, Józef - ed. Sauter, Dominique - ed.
Witczak, Marcin Korbicz, Józef - red.
Abdessemed, Foudil Monacelli, Eric Benmahammed, Khier Korbicz, Józef - red. Uciński, Dariusz - red.
Dzieliński, Andrzej Korbicz, Józef - red. Uciński, Dariusz - red.
Szabó, Tamás Horváth, Gábor Korbicz, Józef - red. Patton, Ronald J. - red.
Duch, Włodzislaw Adamczak, Rafał Diercksen, Geerd H.F. Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Szymczyk, Piotr Tomecka-Suchoń, Sylwia Szymczyk, Magdalena Iacono, Mauro - ed. Kołodziej, Joanna - ed.
Praczyk, Tomasz Korbicz, Józef - red.