An innovative complex-valued encoding black-winged kite algorithm for global optimization
Abstract The black-winged kite algorithm (BKA) constructed on the black-winged kites’ migratory and predatory instincts is a revolutionary swarm intelligence method that integrates the Leader tactic with the Cauchy variation procedure to retrieve the expansive appropriate convergence solution. The e...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-01-01
|
| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-024-83589-9 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1850115375929229312 |
|---|---|
| author | Chengtao Du Jinzhong Zhang Jie Fang |
| author_facet | Chengtao Du Jinzhong Zhang Jie Fang |
| author_sort | Chengtao Du |
| collection | DOAJ |
| description | Abstract The black-winged kite algorithm (BKA) constructed on the black-winged kites’ migratory and predatory instincts is a revolutionary swarm intelligence method that integrates the Leader tactic with the Cauchy variation procedure to retrieve the expansive appropriate convergence solution. The essential BKA exhibits marginalized resolution efficiency, inferior assessment precision, and stagnant sensitive anticipation. To foster aggregate discovery intensity and advance widespread computational efficacy, an innovative complex-valued encoding BKA (CBKA) is presented to resolve the global optimization. The complex-valued encoding manipulates the dual-diploid configuration to encode the black-winged kite, and the actual and fictitious portions are inserted into the BKA, which transforms dual-dimensional encoding into a single-dimensional manifestation. With the inherent parallelism and consistency, the actual and fictitious portions are renewed separately for each search agent, which reinforces population pluralism, restricts discovery stagnation, extends identification area, promotes estimation excellence, advances information resources, and fosters collaboration efficiency. The CBKA not only showcases abundant flexibility and compatibility to accomplish supplementary advantages and sharpen resolution precision but also incorporates localized exploitation and universal exploration to forestall exaggerated convergence and cultivate desirable solutions. The function evaluations, engineering layouts, and adaptive infinite impulse response system identification are executed to certify the suitability and affordability of the CBKA. The experimental results manifest that the computational accomplishment and convergence productivity of the CBKA are superior to those of other comparison algorithms, the CBKA delivers noteworthy stabilization and resilience to explore superior assessment precision and swifter convergence efficiency. |
| format | Article |
| id | doaj-art-c9a5a51d04ab400da4e058fea0ebd073 |
| institution | OA Journals |
| issn | 2045-2322 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj-art-c9a5a51d04ab400da4e058fea0ebd0732025-08-20T02:36:35ZengNature PortfolioScientific Reports2045-23222025-01-0115113310.1038/s41598-024-83589-9An innovative complex-valued encoding black-winged kite algorithm for global optimizationChengtao Du0Jinzhong Zhang1Jie Fang2School of Electrical and Photoelectronic Engineering, West Anhui UniversitySchool of Electrical and Photoelectronic Engineering, West Anhui UniversitySchool of Electrical and Photoelectronic Engineering, West Anhui UniversityAbstract The black-winged kite algorithm (BKA) constructed on the black-winged kites’ migratory and predatory instincts is a revolutionary swarm intelligence method that integrates the Leader tactic with the Cauchy variation procedure to retrieve the expansive appropriate convergence solution. The essential BKA exhibits marginalized resolution efficiency, inferior assessment precision, and stagnant sensitive anticipation. To foster aggregate discovery intensity and advance widespread computational efficacy, an innovative complex-valued encoding BKA (CBKA) is presented to resolve the global optimization. The complex-valued encoding manipulates the dual-diploid configuration to encode the black-winged kite, and the actual and fictitious portions are inserted into the BKA, which transforms dual-dimensional encoding into a single-dimensional manifestation. With the inherent parallelism and consistency, the actual and fictitious portions are renewed separately for each search agent, which reinforces population pluralism, restricts discovery stagnation, extends identification area, promotes estimation excellence, advances information resources, and fosters collaboration efficiency. The CBKA not only showcases abundant flexibility and compatibility to accomplish supplementary advantages and sharpen resolution precision but also incorporates localized exploitation and universal exploration to forestall exaggerated convergence and cultivate desirable solutions. The function evaluations, engineering layouts, and adaptive infinite impulse response system identification are executed to certify the suitability and affordability of the CBKA. The experimental results manifest that the computational accomplishment and convergence productivity of the CBKA are superior to those of other comparison algorithms, the CBKA delivers noteworthy stabilization and resilience to explore superior assessment precision and swifter convergence efficiency.https://doi.org/10.1038/s41598-024-83589-9Black-winged kite algorithmComplex-valued encodingFunction evaluationsEngineering layoutsInfinite impulse response system identification |
| spellingShingle | Chengtao Du Jinzhong Zhang Jie Fang An innovative complex-valued encoding black-winged kite algorithm for global optimization Scientific Reports Black-winged kite algorithm Complex-valued encoding Function evaluations Engineering layouts Infinite impulse response system identification |
| title | An innovative complex-valued encoding black-winged kite algorithm for global optimization |
| title_full | An innovative complex-valued encoding black-winged kite algorithm for global optimization |
| title_fullStr | An innovative complex-valued encoding black-winged kite algorithm for global optimization |
| title_full_unstemmed | An innovative complex-valued encoding black-winged kite algorithm for global optimization |
| title_short | An innovative complex-valued encoding black-winged kite algorithm for global optimization |
| title_sort | innovative complex valued encoding black winged kite algorithm for global optimization |
| topic | Black-winged kite algorithm Complex-valued encoding Function evaluations Engineering layouts Infinite impulse response system identification |
| url | https://doi.org/10.1038/s41598-024-83589-9 |
| work_keys_str_mv | AT chengtaodu aninnovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization AT jinzhongzhang aninnovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization AT jiefang aninnovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization AT chengtaodu innovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization AT jinzhongzhang innovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization AT jiefang innovativecomplexvaluedencodingblackwingedkitealgorithmforglobaloptimization |