共 55 条
An ensemble bat algorithm for large-scale optimization
被引:54
作者:

Cai, Xingjuan
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机构:
TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Zhang, Jiangjiang
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机构:
TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Liang, Hao
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h-index: 0
机构:
TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Wang, Lei
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h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Wu, Qidi
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h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China
机构:
[1] TaiYuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China
[2] Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Bat algorithm;
Large-scale optimization;
Ensemble strategy;
Benchmark function;
PARTICLE SWARM OPTIMIZATION;
DIFFERENTIAL EVOLUTION ALGORITHM;
CUCKOO SEARCH ALGORITHM;
MUTATION;
STRATEGY;
SELECTION;
D O I:
10.1007/s13042-019-01002-8
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
It is difficult for the bat algorithm (BA) to retain good performance with increasing problem complexity and problem. In this paper, an ensemble BA is proposed to solve large-scale optimization problems (LSOPs) by introducing the integration ideas. The characteristics of six improved BA strategies are taken into account for the ensemble strategies. To fuse these strategies perfectly, the probability selection mechanisms, including the constant probability and dynamic probability, are designed by adjusting the odds of different strategies. To verify the performance of the algorithm in this paper, the proposed algorithm is applied to solve numerical optimization problems on benchmark functions with different dimensions. Then, the best ensemble BA is selected by comparing the constant probabilities and dynamic probabilities. The selected algorithm is compared with other excellent swarm intelligence optimization algorithms. Additionally, the superiority of the proposed algorithm is confirmed for solving LSOPs.
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收藏
页码:3099 / 3113
页数:15
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共 55 条
[1]
An improved cuckoo search algorithm for integer programming problems
[J].
Abdel-Baset, Mohamed
;
Zhou, Yongquan
;
Ismail, Mahmoud
.
INTERNATIONAL JOURNAL OF COMPUTING SCIENCE AND MATHEMATICS,
2018, 9 (01)
:66-81

Abdel-Baset, Mohamed
论文数: 0 引用数: 0
h-index: 0
机构:
Zagazig Univ, Fac Comp & Informat, Dept Operat Res, El Zera Sq, Zagazig 44519, Egypt Zagazig Univ, Fac Comp & Informat, Dept Operat Res, El Zera Sq, Zagazig 44519, Egypt

Zhou, Yongquan
论文数: 0 引用数: 0
h-index: 0
机构:
Guangxi Univ Nationalities, Coll Informat Sci & Engn, Nanning 530006, Peoples R China Zagazig Univ, Fac Comp & Informat, Dept Operat Res, El Zera Sq, Zagazig 44519, Egypt

论文数: 引用数:
h-index:
机构:
[2]
Dynamic data clustering by combining improved discrete artificial bee colony algorithm with fuzzy logic
[J].
Amiri, Ehsan
;
Dehkordi, Mohammad Naderi
.
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,
2018, 12 (03)
:164-172

Amiri, Ehsan
论文数: 0 引用数: 0
h-index: 0
机构:
Islamic Azad Univ, Nourabad Mamasani Branch, Comp Engn Dept, Nourabad Mamasani, Iran Islamic Azad Univ, Nourabad Mamasani Branch, Comp Engn Dept, Nourabad Mamasani, Iran

Dehkordi, Mohammad Naderi
论文数: 0 引用数: 0
h-index: 0
机构:
Islamic Azad Univ, Najafabad Branch, Comp Engn Fac, Najafabad, Iran Islamic Azad Univ, Nourabad Mamasani Branch, Comp Engn Dept, Nourabad Mamasani, Iran
[3]
A parameter estimation method for stiff ordinary differential equations using particle swarm optimisation
[J].
Arloff, William
;
Schmitt, Karl R. B.
;
Venstrom, Luke J.
.
INTERNATIONAL JOURNAL OF COMPUTING SCIENCE AND MATHEMATICS,
2018, 9 (05)
:419-432

Arloff, William
论文数: 0 引用数: 0
h-index: 0
机构:
Valparaiso Univ, Dept Math & Stat, Valparaiso, IN 46383 USA Valparaiso Univ, Dept Math & Stat, Valparaiso, IN 46383 USA

Schmitt, Karl R. B.
论文数: 0 引用数: 0
h-index: 0
机构:
Valparaiso Univ, Dept Math & Stat, Dept Comp & Informat Sci, Valparaiso, IN 46383 USA Valparaiso Univ, Dept Math & Stat, Valparaiso, IN 46383 USA

Venstrom, Luke J.
论文数: 0 引用数: 0
h-index: 0
机构:
Valparaiso Univ, Dept Mech Engn, Valparaiso, IN 46383 USA Valparaiso Univ, Dept Math & Stat, Valparaiso, IN 46383 USA
[4]
Optimal sizing of battery energy storage for micro-grid operation management using a new improved bat algorithm
[J].
Bahmani-Firouzi, Bahman
;
Azizipanah-Abarghooee, Rasoul
.
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS,
2014, 56
:42-54

Bahmani-Firouzi, Bahman
论文数: 0 引用数: 0
h-index: 0
机构:
Islamic Azad Univ, Dept Elect Engn, Marvdasht Branch, Marvdasht, Iran Islamic Azad Univ, Dept Elect Engn, Marvdasht Branch, Marvdasht, Iran

Azizipanah-Abarghooee, Rasoul
论文数: 0 引用数: 0
h-index: 0
机构:
Islamic Azad Univ, Dept Elect Engn, Marvdasht Branch, Marvdasht, Iran Islamic Azad Univ, Dept Elect Engn, Marvdasht Branch, Marvdasht, Iran
[5]
IP assignment for efficient NoC-based system design using multi-objective particle swarm optimisation
[J].
Bougherara, Maamar
;
Nedjah, Nadia
;
Mourelle, Luiza de Macedo
;
Rahmoun, Rym
;
Sadok, Amel
;
Bennouar, Djamel
.
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,
2018, 12 (04)
:203-213

Bougherara, Maamar
论文数: 0 引用数: 0
h-index: 0
机构:
Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Rahmoun, Rym
论文数: 0 引用数: 0
h-index: 0
机构:
Ecole Normale Super Kouba, BP 92, Vieux Kouba Algeries 16308, Algeria Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria

Sadok, Amel
论文数: 0 引用数: 0
h-index: 0
机构:
Ecole Normale Super Kouba, BP 92, Vieux Kouba Algeries 16308, Algeria Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria

Bennouar, Djamel
论文数: 0 引用数: 0
h-index: 0
机构:
Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria Bouira Univ, LIMPAF, Comp Math & Phys Agr & Forests Lab, Rue Drissi Yahia, Bouira, Algeria
[6]
Multi-Objective Three-Dimensional DV-Hop Localization Algorithm With NSGA-II
[J].
Cai, Xingjuan
;
Wang, Penghong
;
Du, Lei
;
Cui, Zhihua
;
Zhang, Wensheng
;
Chen, Jinjun
.
IEEE SENSORS JOURNAL,
2019, 19 (21)
:10003-10015

Cai, Xingjuan
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Wang, Penghong
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Du, Lei
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Cui, Zhihua
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Zhang, Wensheng
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, State Key Lab Intelligent Control & Management Co, Beijing 100190, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Chen, Jinjun
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China
Swinburne Univ Technol, Dept Comp Sci & Software Engn, Melbourne, Vic 3000, Australia Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China
[7]
Bat algorithm with triangle-flipping strategy for numerical optimization
[J].
Cai, Xingjuan
;
Wang, Hui
;
Cui, Zhihua
;
Cai, Jianghui
;
Xue, Yu
;
Wang, Lei
.
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,
2018, 9 (02)
:199-215

Cai, Xingjuan
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China

Wang, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Nanchang Inst Technol, Jiangxi Prov Key Lab Water Informat Cooperat Sens, Nanchang 330099, Jiangxi, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China

Cui, Zhihua
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China

Cai, Jianghui
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China

Xue, Yu
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China

Wang, Lei
论文数: 0 引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China Taiyuan Univ Sci & Technol, Sch Comp Sci & Technol, Taiyuan 030024, Shanxi, Peoples R China
[8]
Improved bat algorithm with optimal forage strategy and random disturbance strategy
[J].
Cai, Xingjuan
;
Gao, Xiao-zhi
;
Xue, Yu
.
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,
2016, 8 (04)
:205-214

Cai, Xingjuan
论文数: 0 引用数: 0
h-index: 0
机构:
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Gao, Xiao-zhi
论文数: 0 引用数: 0
h-index: 0
机构:
Aalto Univ, Dept Elect Engn & Automat, Aalto 00076, Finland Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China

Xue, Yu
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Shanxi, Peoples R China
[9]
Bat algorithm with Gaussian walk
[J].
Cai, Xingjuan
;
Wang, Lei
;
Kang, Qi
;
Wu, Qidi
.
INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION,
2014, 6 (03)
:166-174

Cai, Xingjuan
论文数: 0 引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China
Taiyuan Univ Sci & Technol, Complex Syst & Computat Intelligence Lab, Taiyuan 030024, Peoples R China Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China

Wang, Lei
论文数: 0 引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China

Kang, Qi
论文数: 0 引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China

Wu, Qidi
论文数: 0 引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China
[10]
Particle swarm optimization with time-varying acceleration coefficients for the multidimensional knapsack problem
[J].
Chih, Mingchang
;
Lin, Chin-Jung
;
Chern, Maw-Sheng
;
Ou, Tsung-Yin
.
APPLIED MATHEMATICAL MODELLING,
2014, 38 (04)
:1338-1350

Chih, Mingchang
论文数: 0 引用数: 0
h-index: 0
机构:
Chung Shan Inst Sci & Technol, Syst Dev Ctr, Tao Yuan 32546, Taiwan Chung Shan Inst Sci & Technol, Syst Dev Ctr, Tao Yuan 32546, Taiwan

Lin, Chin-Jung
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30043, Taiwan Chung Shan Inst Sci & Technol, Syst Dev Ctr, Tao Yuan 32546, Taiwan

Chern, Maw-Sheng
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30043, Taiwan Chung Shan Inst Sci & Technol, Syst Dev Ctr, Tao Yuan 32546, Taiwan

Ou, Tsung-Yin
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Quemoy Univ, Dept Ind Engn & Management, Jinning Township 89250, Kinmen, Taiwan Chung Shan Inst Sci & Technol, Syst Dev Ctr, Tao Yuan 32546, Taiwan