Multi-Colony Ant Optimization Based on Pheromone Fusion Mechanism of Cooperative Game
In this paper, we propose a multi-colony ant optimization based on pheromone fusion mechanism of cooperative game (CGMACO) to balance the convergence speed and diversity of the algorithm. Firstly, the heterogeneous multi-colony is composed of ant colony system (ACS) and Max–Min ant system (MMAS), an...
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| Published in | Arabian journal for science and engineering (2011) Vol. 47; no. 2; pp. 1657 - 1674 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.02.2022
Springer Nature B.V |
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| Abstract | In this paper, we propose a multi-colony ant optimization based on pheromone fusion mechanism of cooperative game (CGMACO) to balance the convergence speed and diversity of the algorithm. Firstly, the heterogeneous multi-colony is composed of ant colony system (ACS) and Max–Min ant system (MMAS), and these two classical colonies coordinate together to improve the solution quality. Secondly, the cooperative game model determines which sub-colonies can interact with each other based on evaluating each union’s payoff, while the pheromone fusion mechanism decides what information can exchange by regulating the pheromone matrix of each subpopulation. Those two methods can greatly diversify the solution of algorithm. In addition, the information entropy is also introduced to control the interaction frequency, which enhances the adaptability of the algorithm. Finally, the experimental results of the large-scale TSP instances show that the improved algorithm can improve the accuracy of the solution without affecting the convergence speed and better than the existing intelligent algorithms. |
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| AbstractList | In this paper, we propose a multi-colony ant optimization based on pheromone fusion mechanism of cooperative game (CGMACO) to balance the convergence speed and diversity of the algorithm. Firstly, the heterogeneous multi-colony is composed of ant colony system (ACS) and Max–Min ant system (MMAS), and these two classical colonies coordinate together to improve the solution quality. Secondly, the cooperative game model determines which sub-colonies can interact with each other based on evaluating each union’s payoff, while the pheromone fusion mechanism decides what information can exchange by regulating the pheromone matrix of each subpopulation. Those two methods can greatly diversify the solution of algorithm. In addition, the information entropy is also introduced to control the interaction frequency, which enhances the adaptability of the algorithm. Finally, the experimental results of the large-scale TSP instances show that the improved algorithm can improve the accuracy of the solution without affecting the convergence speed and better than the existing intelligent algorithms. |
| Author | Mo, Yadong You, Xiaoming Liu, Sheng |
| Author_xml | – sequence: 1 givenname: Yadong surname: Mo fullname: Mo, Yadong organization: College of Electronic and Electrical Engineering, Shanghai University of Engineering Science – sequence: 2 givenname: Xiaoming orcidid: 0000-0002-2321-4779 surname: You fullname: You, Xiaoming email: yxm6301@163.com organization: College of Electronic and Electrical Engineering, Shanghai University of Engineering Science – sequence: 3 givenname: Sheng surname: Liu fullname: Liu, Sheng organization: School of Management, Shanghai University of Engineering Science |
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| Cites_doi | 10.1016/j.asoc.2021.107298 10.1016/j.eswa.2011.10.012 10.1109/ACCESS.2019.2949860 10.1016/j.asoc.2016.12.015 10.1109/3477.484436 10.1007/s00500-020-05483-6 10.1016/j.swevo.2020.100675 10.1016/j.ins.2010.02.017 10.1016/j.asoc.2015.01.068 10.1016/j.asoc.2019.105887 10.1016/S0167-739X(00)00043-1 10.15837/ijccc.2020.6.3983 10.1016/j.robot.2020.103619 10.1016/j.asoc.2018.06.047 10.1016/j.engappai.2020.103649 10.1016/j.ins.2010.12.019 10.1016/j.engappai.2019.04.015 10.1016/j.compeleceng.2019.02.006 10.1007/s10489-020-01799-w 10.1109/4235.585892 10.1016/j.patcog.2020.107517 10.1016/j.swevo.2018.05.006 10.1007/s11432-020-3006-9 10.1016/j.ins.2017.12.047 10.1007/s00500-016-2432-3 10.1016/j.eswa.2021.114639 10.1016/j.eswa.2008.08.026 10.1016/j.ins.2017.04.016 10.1016/j.ins.2014.09.039 10.1016/j.asoc.2020.106720 10.1016/j.comptc.2020.112933 10.1007/s00500-014-1279-8 10.1016/j.swevo.2019.100563 10.1016/j.engappai.2015.10.006 10.1007/s10489-020-02099-z 10.1016/j.cie.2021.107230 10.1080/03610926.2021.1921804 10.1016/j.eswa.2017.06.007 10.1016/j.ins.2003.10.013 |
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| Keywords | TSP Pheromone fusion Information entropy Ant colony algorithm Cooperative game |
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| References | Yong (CR36) 2015; 19 Hong, Tung, Wang, Wu, Wu (CR17) 2012; 182 Deng (CR27) 2020 Zhao, Liang, Dong, Tang, Liu (CR29) 2020; 107 Olivas, Valdez, Castillo, Gonzalez, Martinez, Melin (CR11) 2017; 53 Sabirov (CR30) 2020; 1187 Stützle (CR6) 2000; 16 CR18 Osaba, Ser, Sadollah, Bilbao, Camacho (CR37) 2018; 71 Wang, Wang, Chen, Cai, Zhou, Xing (CR16) 2020 Liu, Zeng (CR1) 2009; 36 Gülcü, Mahi, Baykan, Kodaz (CR34) 2018; 22 Chu, Roddick, Pan (CR19) 2004; 167 Dorigo, Maniezzo, Colorni (CR4) 1996; 26 Deng (CR26) 2020; 63 Saji, Barkatou (CR32) 2021; 172 Ning, Zhang, Zhang, Zhang (CR9) 2018; 433 Tuani, Keedwell, Collett (CR12) 2020; 97 Twomey, Stützle, Dorigo, Manfrin, Birattari (CR20) 2010; 180 Panwar, Deep (CR3) 2021; 105 Dorigo, Gambardella (CR5) 1997; 1 Sangeetha, Krishankumar, Ravichandran, Kar (CR7) 2021; 25 Xue, Deng (CR28) 2021 Yang, You, Liu, Pan (CR24) 2020; 50 Zhu, Wang, Du, Zhang, Wang (CR31) 2020; 132 Khan, Maiti (CR38) 2019; 44 Li, You, Liu (CR25) 2021 Wang, Wang, Peng, Chen, Cai, Xing (CR23) 2019; 50 Raveendra, Vinothkanna (CR15) 2019; 74 Tseng, Chang, Lee, Huang (CR10) 2019; 83 Dong, Guo, Tickle (CR21) 2012; 39 Miao, Chen, Yan, Wu (CR13) 2021; 156 Zhang, You, Liu, Yang (CR22) 2019; 7 Ebadinezhad (CR35) 2020; 92 Osaba, Yang, Diaz, Lopez-Garcia, Carballedo (CR40) 2016; 48 Mahi, Baykan, Kodaz (CR2) 2015; 30 Ezugwu, Adewumi (CR39) 2017; 87 Chatterjee, Das (CR14) 2015; 295 Akhand, Ayon, Shahriyar, Siddique, Adeli (CR33) 2020; 86 Ye, Zhang, Ning, Liu (CR8) 2017; 406 J Zhao (6033_CR29) 2020; 107 T Stützle (6033_CR6) 2000; 16 I Khan (6033_CR38) 2019; 44 C Twomey (6033_CR20) 2010; 180 Y Deng (6033_CR26) 2020; 63 W Yong (6033_CR36) 2015; 19 Y Wang (6033_CR16) 2020 S-C Chu (6033_CR19) 2004; 167 AF Tuani (6033_CR12) 2020; 97 Y Wang (6033_CR23) 2019; 50 E Osaba (6033_CR37) 2018; 71 H Zhu (6033_CR31) 2020; 132 S Chatterjee (6033_CR14) 2015; 295 D Zhang (6033_CR22) 2019; 7 K Raveendra (6033_CR15) 2019; 74 HE Tseng (6033_CR10) 2019; 83 S Li (6033_CR25) 2021 J Ning (6033_CR9) 2018; 433 C Miao (6033_CR13) 2021; 156 Y Deng (6033_CR27) 2020 M Dorigo (6033_CR4) 1996; 26 TP Hong (6033_CR17) 2012; 182 M Dorigo (6033_CR5) 1997; 1 K Yang (6033_CR24) 2020; 50 K Panwar (6033_CR3) 2021; 105 Y Saji (6033_CR32) 2021; 172 S Ebadinezhad (6033_CR35) 2020; 92 F Liu (6033_CR1) 2009; 36 V Sangeetha (6033_CR7) 2021; 25 F Olivas (6033_CR11) 2017; 53 E Osaba (6033_CR40) 2016; 48 K Ye (6033_CR8) 2017; 406 AES Ezugwu (6033_CR39) 2017; 87 MAH Akhand (6033_CR33) 2020; 86 DS Sabirov (6033_CR30) 2020; 1187 M Mahi (6033_CR2) 2015; 30 G Dong (6033_CR21) 2012; 39 6033_CR18 Y Xue (6033_CR28) 2021 Ş Gülcü (6033_CR34) 2018; 22 |
| References_xml | – ident: CR18 – volume: 105 year: 2021 ident: CR3 article-title: Discrete grey wolf optimizer for symmetric travelling salesman problem publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2021.107298 contributor: fullname: Deep – volume: 39 start-page: 5006 year: 2012 end-page: 5011 ident: CR21 article-title: Solving the traveling salesman problem using cooperative genetic ant systems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2011.10.012 contributor: fullname: Tickle – volume: 7 start-page: 157303 year: 2019 end-page: 157317 ident: CR22 article-title: Multi-colony ant colony optimization based on generalized jaccard similarity recommendation strategy publication-title: IEEE Access. doi: 10.1109/ACCESS.2019.2949860 contributor: fullname: Yang – volume: 53 start-page: 74 year: 2017 end-page: 87 ident: CR11 article-title: Ant colony optimization with dynamic parameter adaptation based on interval type-2 fuzzy logic systems publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2016.12.015 contributor: fullname: Melin – volume: 26 start-page: 29 year: 1996 end-page: 41 ident: CR4 article-title: Ant system: optimization by a colony of cooperating agents publication-title: IEEE Trans. Syst. Man, Cybern. Part B doi: 10.1109/3477.484436 contributor: fullname: Colorni – volume: 25 start-page: 4749 year: 2021 end-page: 4769 ident: CR7 article-title: Energy-efficient green ant colony optimization for path planning in dynamic 3D environments publication-title: Soft Comput. doi: 10.1007/s00500-020-05483-6 contributor: fullname: Kar – year: 2020 ident: CR16 article-title: An improved ant colony optimization algorithm to the periodic vehicle routing problem with time window and service choice publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2020.100675 contributor: fullname: Xing – volume: 180 start-page: 2390 year: 2010 end-page: 2404 ident: CR20 article-title: An analysis of communication policies for homogeneous multi-colony ACO algorithms publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2010.02.017 contributor: fullname: Birattari – volume: 30 start-page: 484 year: 2015 end-page: 490 ident: CR2 article-title: A new hybrid method based on particle swarm optimization, ant colony optimization and 3-opt algorithms for traveling salesman problem publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2015.01.068 contributor: fullname: Kodaz – volume: 86 start-page: 105887 year: 2020 ident: CR33 article-title: Discrete spider monkey optimization for travelling salesman problem publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2019.105887 contributor: fullname: Adeli – volume: 16 start-page: 889 year: 2000 end-page: 914 ident: CR6 article-title: Hoos HH (2000) MAX–MIN ant system publication-title: Futur. Gener. Comput. Syst. doi: 10.1016/S0167-739X(00)00043-1 contributor: fullname: Stützle – year: 2020 ident: CR27 article-title: Information volume of mass function publication-title: Int. J. Comput. Commun. Control doi: 10.15837/ijccc.2020.6.3983 contributor: fullname: Deng – volume: 132 start-page: 103619 year: 2020 ident: CR31 article-title: A novel odor source localization system based on particle filtering and information entropy publication-title: Rob. Auton. Syst. doi: 10.1016/j.robot.2020.103619 contributor: fullname: Wang – volume: 71 start-page: 277 year: 2018 end-page: 290 ident: CR37 article-title: A discrete water cycle algorithm for solving the symmetric and asymmetric traveling salesman problem publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2018.06.047 contributor: fullname: Camacho – volume: 92 start-page: 103649 year: 2020 ident: CR35 article-title: DEACO: adopting dynamic evaporation strategy to enhance ACO algorithm for the traveling salesman problem publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2020.103649 contributor: fullname: Ebadinezhad – volume: 182 start-page: 3 year: 2012 end-page: 14 ident: CR17 article-title: A multi-level ant-colony mining algorithm for membership functions publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2010.12.019 contributor: fullname: Wu – volume: 83 start-page: 45 year: 2019 end-page: 56 ident: CR10 article-title: Hybrid bidirectional ant colony optimization (hybrid BACO): an algorithm for disassembly sequence planning publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2019.04.015 contributor: fullname: Huang – volume: 74 start-page: 281 year: 2019 end-page: 291 ident: CR15 article-title: Hybrid ant colony optimization model for image retrieval using scale-invariant feature transform local descriptor publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2019.02.006 contributor: fullname: Vinothkanna – volume: 50 start-page: 4529 year: 2020 end-page: 4542 ident: CR24 article-title: A novel ant colony optimization based on game for traveling salesman problem publication-title: Appl. Intell. doi: 10.1007/s10489-020-01799-w contributor: fullname: Pan – volume: 1 start-page: 53 year: 1997 end-page: 66 ident: CR5 article-title: Ant colony system: a cooperative learning approach to the traveling salesman problem publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.585892 contributor: fullname: Gambardella – volume: 107 start-page: 107517 year: 2020 ident: CR29 article-title: Accelerating information entropy-based feature selection using rough set theory with classified nested equivalence classes publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2020.107517 contributor: fullname: Liu – volume: 44 start-page: 428 year: 2019 end-page: 438 ident: CR38 article-title: A swap sequence based artificial bee colony algorithm for traveling salesman problem publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2018.05.006 contributor: fullname: Maiti – volume: 63 start-page: 1 year: 2020 end-page: 19 ident: CR26 article-title: Uncertainty measure in evidence theory publication-title: Sci. China Inf. Sci. doi: 10.1007/s11432-020-3006-9 contributor: fullname: Deng – volume: 433 start-page: 142 year: 2018 end-page: 162 ident: CR9 article-title: A best-path-updating information-guided ant colony optimization algorithm publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2017.12.047 contributor: fullname: Zhang – volume: 22 start-page: 1669 year: 2018 end-page: 1685 ident: CR34 article-title: A parallel cooperative hybrid method based on ant colony optimization and 3-Opt algorithm for solving traveling salesman problem publication-title: Soft Comput. doi: 10.1007/s00500-016-2432-3 contributor: fullname: Kodaz – volume: 172 start-page: 114639 year: 2021 ident: CR32 article-title: A discrete bat algorithm based on Lévy flights for Euclidean traveling salesman problem publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114639 contributor: fullname: Barkatou – volume: 36 start-page: 6995 year: 2009 end-page: 7001 ident: CR1 article-title: Study of genetic algorithm with reinforcement learning to solve the TSP publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2008.08.026 contributor: fullname: Zeng – volume: 406 start-page: 29 year: 2017 end-page: 41 ident: CR8 article-title: Ant-colony algorithm with a strengthened negative-feedback mechanism for constraint-satisfaction problems publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2017.04.016 contributor: fullname: Liu – volume: 295 start-page: 67 year: 2015 end-page: 90 ident: CR14 article-title: Ant colony optimization based enhanced dynamic source routing algorithm for mobile Ad-hoc network publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2014.09.039 contributor: fullname: Das – volume: 97 start-page: 106720 year: 2020 ident: CR12 article-title: Heterogenous adaptive ant colony optimization with 3-opt local search for the travelling salesman problem publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106720 contributor: fullname: Collett – volume: 1187 start-page: 112933 year: 2020 ident: CR30 article-title: Information entropy of mixing molecules and its application to molecular ensembles and chemical reactions publication-title: Comput. Theor. Chem. doi: 10.1016/j.comptc.2020.112933 contributor: fullname: Sabirov – volume: 19 start-page: 585 year: 2015 end-page: 596 ident: CR36 article-title: Hybrid Max-Min ant system with four vertices and three lines inequality for traveling salesman problem publication-title: Soft Comput. doi: 10.1007/s00500-014-1279-8 contributor: fullname: Yong – volume: 50 start-page: 100563 year: 2019 ident: CR23 article-title: A multi ant system based hybrid heuristic algorithm for vehicle routing problem with service time customization publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2019.100563 contributor: fullname: Xing – volume: 48 start-page: 59 year: 2016 end-page: 71 ident: CR40 article-title: An improved discrete bat algorithm for symmetric and asymmetric traveling salesman problems publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2015.10.006 contributor: fullname: Carballedo – year: 2021 ident: CR25 article-title: Multiple ant colony optimization using both novel LSTM network and adaptive Tanimoto communication strategy publication-title: Appl. Intell. doi: 10.1007/s10489-020-02099-z contributor: fullname: Liu – volume: 156 start-page: 107230 year: 2021 ident: CR13 article-title: Path planning optimization of indoor mobile robot based on adaptive ant colony algorithm publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2021.107230 contributor: fullname: Wu – year: 2021 ident: CR28 article-title: Tsallis eXtropy publication-title: Commun. Stat - Theory Methods doi: 10.1080/03610926.2021.1921804 contributor: fullname: Deng – volume: 87 start-page: 70 year: 2017 end-page: 78 ident: CR39 article-title: Discrete symbiotic organisms search algorithm for travelling salesman problem publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2017.06.007 contributor: fullname: Adewumi – volume: 167 start-page: 63 year: 2004 end-page: 76 ident: CR19 article-title: Ant colony system with communication strategies publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2003.10.013 contributor: fullname: Pan – volume: 433 start-page: 142 year: 2018 ident: 6033_CR9 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2017.12.047 contributor: fullname: J Ning – year: 2021 ident: 6033_CR28 publication-title: Commun. Stat - Theory Methods doi: 10.1080/03610926.2021.1921804 contributor: fullname: Y Xue – volume: 44 start-page: 428 year: 2019 ident: 6033_CR38 publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2018.05.006 contributor: fullname: I Khan – volume: 53 start-page: 74 year: 2017 ident: 6033_CR11 publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2016.12.015 contributor: fullname: F Olivas – volume: 406 start-page: 29 year: 2017 ident: 6033_CR8 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2017.04.016 contributor: fullname: K Ye – volume: 22 start-page: 1669 year: 2018 ident: 6033_CR34 publication-title: Soft Comput. doi: 10.1007/s00500-016-2432-3 contributor: fullname: Ş Gülcü – year: 2021 ident: 6033_CR25 publication-title: Appl. Intell. doi: 10.1007/s10489-020-02099-z contributor: fullname: S Li – volume: 48 start-page: 59 year: 2016 ident: 6033_CR40 publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2015.10.006 contributor: fullname: E Osaba – volume: 180 start-page: 2390 year: 2010 ident: 6033_CR20 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2010.02.017 contributor: fullname: C Twomey – volume: 132 start-page: 103619 year: 2020 ident: 6033_CR31 publication-title: Rob. Auton. Syst. doi: 10.1016/j.robot.2020.103619 contributor: fullname: H Zhu – volume: 295 start-page: 67 year: 2015 ident: 6033_CR14 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2014.09.039 contributor: fullname: S Chatterjee – volume: 1 start-page: 53 year: 1997 ident: 6033_CR5 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.585892 contributor: fullname: M Dorigo – volume: 36 start-page: 6995 year: 2009 ident: 6033_CR1 publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2008.08.026 contributor: fullname: F Liu – volume: 167 start-page: 63 year: 2004 ident: 6033_CR19 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2003.10.013 contributor: fullname: S-C Chu – volume: 26 start-page: 29 year: 1996 ident: 6033_CR4 publication-title: IEEE Trans. Syst. Man, Cybern. Part B doi: 10.1109/3477.484436 contributor: fullname: M Dorigo – ident: 6033_CR18 – volume: 107 start-page: 107517 year: 2020 ident: 6033_CR29 publication-title: Pattern Recognit. doi: 10.1016/j.patcog.2020.107517 contributor: fullname: J Zhao – volume: 105 year: 2021 ident: 6033_CR3 publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2021.107298 contributor: fullname: K Panwar – volume: 156 start-page: 107230 year: 2021 ident: 6033_CR13 publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2021.107230 contributor: fullname: C Miao – volume: 172 start-page: 114639 year: 2021 ident: 6033_CR32 publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2021.114639 contributor: fullname: Y Saji – volume: 25 start-page: 4749 year: 2021 ident: 6033_CR7 publication-title: Soft Comput. doi: 10.1007/s00500-020-05483-6 contributor: fullname: V Sangeetha – volume: 7 start-page: 157303 year: 2019 ident: 6033_CR22 publication-title: IEEE Access. doi: 10.1109/ACCESS.2019.2949860 contributor: fullname: D Zhang – volume: 182 start-page: 3 year: 2012 ident: 6033_CR17 publication-title: Inf. Sci. (Ny) doi: 10.1016/j.ins.2010.12.019 contributor: fullname: TP Hong – volume: 30 start-page: 484 year: 2015 ident: 6033_CR2 publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2015.01.068 contributor: fullname: M Mahi – year: 2020 ident: 6033_CR16 publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2020.100675 contributor: fullname: Y Wang – volume: 1187 start-page: 112933 year: 2020 ident: 6033_CR30 publication-title: Comput. Theor. Chem. doi: 10.1016/j.comptc.2020.112933 contributor: fullname: DS Sabirov – volume: 16 start-page: 889 year: 2000 ident: 6033_CR6 publication-title: Futur. Gener. Comput. Syst. doi: 10.1016/S0167-739X(00)00043-1 contributor: fullname: T Stützle – volume: 87 start-page: 70 year: 2017 ident: 6033_CR39 publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2017.06.007 contributor: fullname: AES Ezugwu – volume: 50 start-page: 4529 year: 2020 ident: 6033_CR24 publication-title: Appl. Intell. doi: 10.1007/s10489-020-01799-w contributor: fullname: K Yang – volume: 63 start-page: 1 year: 2020 ident: 6033_CR26 publication-title: Sci. China Inf. Sci. doi: 10.1007/s11432-020-3006-9 contributor: fullname: Y Deng – volume: 83 start-page: 45 year: 2019 ident: 6033_CR10 publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2019.04.015 contributor: fullname: HE Tseng – volume: 86 start-page: 105887 year: 2020 ident: 6033_CR33 publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2019.105887 contributor: fullname: MAH Akhand – volume: 92 start-page: 103649 year: 2020 ident: 6033_CR35 publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2020.103649 contributor: fullname: S Ebadinezhad – volume: 19 start-page: 585 year: 2015 ident: 6033_CR36 publication-title: Soft Comput. doi: 10.1007/s00500-014-1279-8 contributor: fullname: W Yong – volume: 97 start-page: 106720 year: 2020 ident: 6033_CR12 publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2020.106720 contributor: fullname: AF Tuani – year: 2020 ident: 6033_CR27 publication-title: Int. J. Comput. Commun. Control doi: 10.15837/ijccc.2020.6.3983 contributor: fullname: Y Deng – volume: 74 start-page: 281 year: 2019 ident: 6033_CR15 publication-title: Comput. Electr. Eng. doi: 10.1016/j.compeleceng.2019.02.006 contributor: fullname: K Raveendra – volume: 50 start-page: 100563 year: 2019 ident: 6033_CR23 publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2019.100563 contributor: fullname: Y Wang – volume: 39 start-page: 5006 year: 2012 ident: 6033_CR21 publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2011.10.012 contributor: fullname: G Dong – volume: 71 start-page: 277 year: 2018 ident: 6033_CR37 publication-title: Appl. Soft Comput. J. doi: 10.1016/j.asoc.2018.06.047 contributor: fullname: E Osaba |
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| SubjectTerms | Algorithms Convergence Engineering Entropy (Information theory) Game theory Humanities and Social Sciences multidisciplinary Optimization Pheromones Research Article-Computer Engineering and Computer Science Science Traveling salesman problem |
| Title | Multi-Colony Ant Optimization Based on Pheromone Fusion Mechanism of Cooperative Game |
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