Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems
In this paper, a novel swarm intelligence-based ensemble metaheuristic optimization algorithm, called Structured Clanning-based Ensemble Optimization, is proposed for solving complex numerical optimization problems. The proposed algorithm is inspired by the complex and diversified behaviour present...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2018-01-01
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| Series: | Modelling and Simulation in Engineering |
| Online Access: | http://dx.doi.org/10.1155/2018/1851275 |
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| _version_ | 1832558526928519168 |
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| author | Avinash Sharma Rajesh Kumar Akash Saxena B. K. Panigrahi |
| author_facet | Avinash Sharma Rajesh Kumar Akash Saxena B. K. Panigrahi |
| author_sort | Avinash Sharma |
| collection | DOAJ |
| description | In this paper, a novel swarm intelligence-based ensemble metaheuristic optimization algorithm, called Structured Clanning-based Ensemble Optimization, is proposed for solving complex numerical optimization problems. The proposed algorithm is inspired by the complex and diversified behaviour present within the fission-fusion-based social structure of the elephant society. The population of elephants can consist of various groups with relationship between individuals ranging from mother-child bond, bond groups, independent males, and strangers. The algorithm tries to model this individualistic behaviour to formulate an ensemble-based optimization algorithm. To test the efficiency and utility of the proposed algorithm, various benchmark functions of different geometric properties are used. The algorithm performance on these test benchmarks is compared to various state-of-the-art optimization algorithms. Experiments clearly showcase the success of the proposed algorithm in optimizing the benchmark functions to better values. |
| format | Article |
| id | doaj-art-540221bbfcb64546b0aac7c3f8210dc0 |
| institution | Kabale University |
| issn | 1687-5591 1687-5605 |
| language | English |
| publishDate | 2018-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Modelling and Simulation in Engineering |
| spelling | doaj-art-540221bbfcb64546b0aac7c3f8210dc02025-02-03T01:32:08ZengWileyModelling and Simulation in Engineering1687-55911687-56052018-01-01201810.1155/2018/18512751851275Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical ProblemsAvinash Sharma0Rajesh Kumar1Akash Saxena2B. K. Panigrahi3Malaviya National Institute of Technology, Jaipur, IndiaMalaviya National Institute of Technology, Jaipur, IndiaSwami Keshvanand Institute of Technology, Management & Gramothan, Jaipur, IndiaIndian Institute of Technology Delhi, New Delhi, IndiaIn this paper, a novel swarm intelligence-based ensemble metaheuristic optimization algorithm, called Structured Clanning-based Ensemble Optimization, is proposed for solving complex numerical optimization problems. The proposed algorithm is inspired by the complex and diversified behaviour present within the fission-fusion-based social structure of the elephant society. The population of elephants can consist of various groups with relationship between individuals ranging from mother-child bond, bond groups, independent males, and strangers. The algorithm tries to model this individualistic behaviour to formulate an ensemble-based optimization algorithm. To test the efficiency and utility of the proposed algorithm, various benchmark functions of different geometric properties are used. The algorithm performance on these test benchmarks is compared to various state-of-the-art optimization algorithms. Experiments clearly showcase the success of the proposed algorithm in optimizing the benchmark functions to better values.http://dx.doi.org/10.1155/2018/1851275 |
| spellingShingle | Avinash Sharma Rajesh Kumar Akash Saxena B. K. Panigrahi Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems Modelling and Simulation in Engineering |
| title | Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems |
| title_full | Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems |
| title_fullStr | Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems |
| title_full_unstemmed | Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems |
| title_short | Structured Clanning-Based Ensemble Optimization Algorithm: A Novel Approach for Solving Complex Numerical Problems |
| title_sort | structured clanning based ensemble optimization algorithm a novel approach for solving complex numerical problems |
| url | http://dx.doi.org/10.1155/2018/1851275 |
| work_keys_str_mv | AT avinashsharma structuredclanningbasedensembleoptimizationalgorithmanovelapproachforsolvingcomplexnumericalproblems AT rajeshkumar structuredclanningbasedensembleoptimizationalgorithmanovelapproachforsolvingcomplexnumericalproblems AT akashsaxena structuredclanningbasedensembleoptimizationalgorithmanovelapproachforsolvingcomplexnumericalproblems AT bkpanigrahi structuredclanningbasedensembleoptimizationalgorithmanovelapproachforsolvingcomplexnumericalproblems |