DocumentCode
2821839
Title
Roles of real-world properties in the Baldwin effect
Author
Watanabe, D. ; Ito, K.
Author_Institution
Hosei Univ., Koganei, Japan
fYear
2012
fDate
10-15 June 2012
Firstpage
1
Lastpage
8
Abstract
Lamarck formed the hypothesis Inheritance of acquired characteristics, which states that offspring inherit characters acquired by their parents. However, this hypothesis has now been rejected in the field of genetics. Baldwin offered an explanation for observations of inheritance of acquired characters, despite the fact that they are not inherited; an idea referred to as the Baldwin effect. To verify the Baldwin effect, many studies have been conducted and various numerical simulations have been demonstrated. However, in conventional simulations, the real world is modeled as a simple environment and various properties of the real world are neglected. As a result, effects of universal properties of the real world in evolution have not been discussed. In this study, we considered that universal properties of the real world play important roles in the Baldwin effect. We used the task of escaping from a hunter, and evolved a fugitive agent in a simulated world in which physical properties are used. We investigated the roles of the real-world properties, through conducted simulations, revealed that a fugitive agent was able to reduce learning time by using the real-world properties, thus supporting the occurrence of the Baldwin effect.
Keywords
evolution (biological); learning (artificial intelligence); predator-prey systems; Baldwin effect; acquired characteristics inheritance; escaping task; evolution; fugitive agent; genetics; hunter; learning time reduction; numerical simulation; offspring; real-world properties; Animals; Biological system modeling; Encoding; Force; Mathematical model; Robot sensing systems; Inheritance of acquired characteristics; the Baldwin effect; the real-world properties;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation (CEC), 2012 IEEE Congress on
Conference_Location
Brisbane, QLD
Print_ISBN
978-1-4673-1510-4
Electronic_ISBN
978-1-4673-1508-1
Type
conf
DOI
10.1109/CEC.2012.6256525
Filename
6256525
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