The Effect of Entropy on the Performance of Modified Genetic Algorithm Using Earthquake and Wind Time Series
Joint Authors
Fuertes, Guillermo
Vargas, Manuel
Alfaro, Miguel
Gatica, Gustavo
Gutierrez, Sebastian
Peralta, María
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-06
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
The dynamic complexity of time series of natural phenomena allowed to improve the performance of the genetic algorithm to optimize the test mathematical functions.
The initial populations of stochastic origin of the genetic algorithm were replaced using the series of time of winds and earthquakes.
The determinism of the time series brings in more information in the search of the global optimum of the functions, achieving reductions of time and an improvement of the results.
The information of the initial populations was measured using the entropy of Shannon and allowed to establish the importance of the entropy in the initial populations and its relation with getting better results.
This research establishes a new methodology for using determinism time series to search the best performance of the models of optimization of genetic algorithms (GA).
American Psychological Association (APA)
Vargas, Manuel& Fuertes, Guillermo& Alfaro, Miguel& Gatica, Gustavo& Gutierrez, Sebastian& Peralta, María. 2018. The Effect of Entropy on the Performance of Modified Genetic Algorithm Using Earthquake and Wind Time Series. Complexity،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1134132
Modern Language Association (MLA)
Vargas, Manuel…[et al.]. The Effect of Entropy on the Performance of Modified Genetic Algorithm Using Earthquake and Wind Time Series. Complexity No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1134132
American Medical Association (AMA)
Vargas, Manuel& Fuertes, Guillermo& Alfaro, Miguel& Gatica, Gustavo& Gutierrez, Sebastian& Peralta, María. The Effect of Entropy on the Performance of Modified Genetic Algorithm Using Earthquake and Wind Time Series. Complexity. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1134132
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134132