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Biomimicking Altruistic Behavior of Honey Bees in Multi-objective Genetic Algorithm

DSpace at IIT Bombay

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Title Biomimicking Altruistic Behavior of Honey Bees in Multi-objective Genetic Algorithm
 
Creator RAMTEKE, M
GUPTA, SK
 
Subject optimization
carcinogenesis
evolution
operator
cancers
models
ga
 
Description The altruistic behavior of honey bees provides an interesting contrast to natural selection in evolutionary biology. This is biomimicked in the framework of a multiobjective optimization algorithm, namely, genetic algorithm. GA, by exploiting the concept of elitism (preserving good parents). The effects of altruism and natural selection oil the total fitness of the colony are compared. This basic algorithm is used for studying the evolution process It is then modified to enhance the convergence rates of optimization problems and to simulate the carcinogenesis of cells using multiple queens, unlike in honeycombs, mimicking other species of hymenopterans, e.g., ants, wasps, etc. This algorithm provides a new approach for studying three problems, bee evolution, optimization, and cancer, and is used to understand conflicts in animal behavior, increase the speed of convergence of optimization problems, and for an improved understanding of the causes of cancer.
 
Publisher AMER CHEMICAL SOC
 
Date 2011-07-13T17:59:29Z
2011-12-26T12:48:01Z
2011-12-27T05:43:11Z
2011-07-13T17:59:29Z
2011-12-26T12:48:01Z
2011-12-27T05:43:11Z
2009
 
Type Article
 
Identifier INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 48(21), 9671-9685
0888-5885
http://dx.doi.org/10.1021/ie9004817
http://dspace.library.iitb.ac.in/xmlui/handle/10054/3736
http://hdl.handle.net/10054/3736
 
Language en