Memory Effect on Adaptive Decision Making with a Chaotic Semiconductor Laser
Joint Authors
Mihana, Takatomo
Terashima, Yuta
Uchida, Atsushi
Kim, Song-Ju
Naruse, Makoto
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-04-05
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
We investigate the effect of a memory parameter on the performance of adaptive decision making using a tug-of-war method with the chaotic oscillatory dynamics of a semiconductor laser.
We experimentally generate chaotic temporal waveforms of the semiconductor laser with optical feedback and apply them for adaptive decision making in solving a multiarmed bandit problem that aims at maximizing the total reward from slot machines whose hit probabilities are dynamically switched.
We examine the dependence of making correct decisions on different values of the memory parameter.
The degree of adaptivity is found to be enhanced with a smaller memory parameter, whereas the degree of convergence to the correct decision is higher for a larger memory parameter.
The relations among the adaptivity, environmental changes, and the difficulties of the problem are also discussed considering the requirement of past decisions.
This examination of ultrafast adaptive decision making highlights the importance of memorizing past events and paves the way for future photonic intelligence.
American Psychological Association (APA)
Mihana, Takatomo& Terashima, Yuta& Naruse, Makoto& Kim, Song-Ju& Uchida, Atsushi. 2018. Memory Effect on Adaptive Decision Making with a Chaotic Semiconductor Laser. Complexity،Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1134075
Modern Language Association (MLA)
Mihana, Takatomo…[et al.]. Memory Effect on Adaptive Decision Making with a Chaotic Semiconductor Laser. Complexity No. 2018 (2018), pp.1-8.
https://search.emarefa.net/detail/BIM-1134075
American Medical Association (AMA)
Mihana, Takatomo& Terashima, Yuta& Naruse, Makoto& Kim, Song-Ju& Uchida, Atsushi. Memory Effect on Adaptive Decision Making with a Chaotic Semiconductor Laser. Complexity. 2018. Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1134075
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134075