<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>For solving the problems of modern intelligence algorithms such as slow convergence and low precision, a new algorithm based on bionics principle has been proposed which is inspired by the foraging behavior of seven-spot ladybirds in the nature. By analyzing the bionic principle of Seven-spot ladybird Optimization(SLO), we simulate the region search pattern of predation of seven-spot ladybirds ,combining fast extensive search with careful and slow intensive search of the ladybirds,meanwhile we use three kinds of evaluation information to evaluate the solutions one by one ,then the exploration and local approximation in the SLO are balanced. Next,in this paper we analyze the SLO theoretically by mathematics, presenting its specific process and proving the feasibility of SLO. The results based on a set of widely used benchmark functions show that Seven-spot ladybird can converge fast and yield distributed solutions with higher precision.</p>
</abstract>

For solving the problems of modern intelligence algorithms such as slow convergence and low precision, a new algorithm based on bionics principle has been proposed which is inspired by the foraging behavior of seven-spot ladybirds in the nature. By analyzing the bionic principle of Seven-spot ladybird Optimization(SLO), we simulate the region search pattern of predation of seven-spot ladybirds ,combining fast extensive search with careful and slow intensive search of the ladybirds,meanwhile we use three kinds of evaluation information to evaluate the solutions one by one ,then the exploration and local approximation in the SLO are balanced. Next,in this paper we analyze the SLO theoretically by mathematics, presenting its specific process and proving the feasibility of SLO. The results based on a set of widely used benchmark functions show that Seven-spot ladybird can converge fast and yield distributed solutions with higher precision.

Seven-spot Ladybird Optimization Algorithm Based on Bionics Principle

International Journal of Advanced Network, Monitoring and Controls

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

{"article-title":"Seven-spot Ladybird Optimization Algorithm Based on Bionics Principle"}

For solving the problems of modern intelligence algorithms such as slow convergence and low precision, a new algorithm based on bionics principle has been...

Seven-spot Ladybird Optimization Algorithm Based on Bionics Principle

Published Online: Apr 07, 2018

Page range: 49 - 59

DOI: https://doi.org/10.21307/iccnea.2017.23

Keywords
bionics principle, Seven-spot Ladybird Optimization, region search pattern, feasibility analysis, function optimization

© 2017 Wei Feng-tao et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Seven-spot Ladybird Optimization Algorithm Based on Bionics Principle

Published Online: Apr 07, 2018

Page range: 49 - 59

DOI: https://doi.org/10.21307/iccnea.2017.23

Keywordsbionics principle, Seven-spot Ladybird Optimization, region search pattern, feasibility analysis, function optimization

© 2017 Wei Feng-tao et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Keywords
bionics principle, Seven-spot Ladybird Optimization, region search pattern, feasibility analysis, function optimization