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Tokushima UniversityGraduate School of Technology, Industrial and Social SciencesDivision of Science and TechnologyComputer ScienceInformation Science
Tokushima UniversityGraduate School of Advanced Technology and ScienceSystems Innovation EngineeringInformation Science and Intelligent SystemsInformation Science
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Research

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Field of Study

Informatics
Energy Engineering
Informatics

Subject of Study

Emergence of intelligence in complex systems, optimization of complex systems (optimization, particle swarm optimization, genetic algorithm, chaotic phenomena, evolutionary computation, complex systems)
2.メタヒューリスティックアルゴリズムに基づく再生可能エネルギーシステムの最適化 (energy conversion, optimization, evolutionary computation, wind power generation system, photovoltaic generation system)
3.機械学習に基づく因果推論 (因果推論, machine learning, data processing, neuron model, prediction)

Book / Paper

Academic Paper (Judged Full Paper):

1. LIU Sicheng, WANG Kaiyu, Haichuan YANG, ZHENG Tao, LEI Zhenyu, JIA Meng and GAO Shangce :
Hierarchical Chaotic Wingsuit Flying Search Algorithm with Balanced Exploitation and Exploration for Optimization,
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, Vol.E108-A, No.2, 2023EAP1103, 2024.
(DOI: 10.1587/transfun.2023EAP1103,   CiNii: 1390864181045661184)
2. Yang Yifei, Tao Sichen, Li Haotian, Haichuan YANG and Tang Zheng :
A Multi-Local Search-Based SHADE for Wind Farm Layout Optimization,
Electronics, Vol.13, No.16, 3196, 2024.
(DOI: 10.3390/electronics13163196)
3. Haotian Li, Yifei Yang, Yirui Wang, Jiayi Li, Haichuan YANG, Jun Tang and Shangce Gao :
Population interaction network in representative gravitational search algorithms: Logistic distribution leads to worse performance,
Heliyon, Vol.10, No.11, e31631, 2024.
(DOI: 10.1016/j.heliyon.2024.e31631,   PubMed: 38828319,   Elsevier: Scopus)
4. Zihang Zhang, Qianrui Yu, Haichuan YANG, Jiayi Li, Jiujun Cheng and Shangce Gao :
Triple-layered chaotic differential evolution algorithm for layout optimization of offshore wave energy converters,
Expert Systems with Applications, Vol.239, 122439, 2024.
(DOI: 10.1016/j.eswa.2023.122439)
5. Yifei Yang, Haichuan YANG, Haotian Li, Zheng Tang and Shangce Gao :
An evolutionary swarm intelligence optimizer based on probabilistic distribution,
Neural Computing & Applications, 2023.
(DOI: 10.1007/s00521-023-09299-x,   Elsevier: Scopus)
6. Haichuan YANG, Yuxin Zhang, Chaofeng Zhang, Wei Xia, Yifei Yang and Zhenwei Zhang :
A Hyperparameter Self-Evolving SHADE-Based Dendritic Neuron Model for Classification,
Axioms, Vol.12, No.11, 1051, 2023.
(DOI: 10.3390/axioms12111051)
7. Haichuan YANG, Shangce Gao, Zhenyu Lei, Jiayi Li, Yang Yu and Yirui Wang :
An improved spherical evolution with enhanced exploration capabilities to address wind farm layout optimization problem,
Engineering Applications of Artificial Intelligence, Vol.123, 106198, 2023.
(DOI: 10.1016/j.engappai.2023.106198)
8. Yifei Yang, Sichen Tao, Haichuan YANG, Zijing Yuan and Zheng Tang :
Dynamic Complex Network, Exploring Differential Evolution Algorithms from Another Perspective,
Mathematics, Vol.11, No.13, 2979, 2023.
(DOI: 10.3390/math11132979)
9. Yang Yu, Tengfei Zhang, Zhenyu Lei, Yirui Wang, Haichuan YANG and Shangce Gao :
A chaotic local search-based LSHADE with enhanced memory storage mechanism for wind farm layout optimization,
Applied Soft Computing, Vol.141, 110306, 2023.
(DOI: 10.1016/j.asoc.2023.110306)
10. Haotian Li, Haichuan YANG, Baohang Zhang, Han Zhang and Shangce Gao :
Swarm Exploration Mechanism-Based Distributed Water Wave Optimization,
International Journal of Computational Intelligence Systems, Vol.16, No.1, 1-26, 2023.
(DOI: 10.1007/s44196-023-00248-z,   Elsevier: Scopus)
11. Zhenyu Lei, Shangce Gao, Zhiming Zhang, Haichuan YANG and Haotian Li :
A Chaotic Local Search-Based Particle Swarm Optimizer for Large-Scale Complex Wind Farm Layout Optimization,
IEEE/CAA Journal of Automatica Sinica, Vol.10, No.5, 1168-1180, 2023.
(DOI: 10.1109/JAS.2023.123387,   Elsevier: Scopus)
12. Yifei Yang, Xiaosi Li, Haotian Li, Chaofeng Zhang, Yuki Todo and Haichuan YANG :
Yet Another Effective Dendritic Neuron Model Based on the Activity of Excitation and Inhibition,
Mathematics, Vol.11, No.7, 1701, 2023.
(DOI: 10.3390/math11071701,   CiNii: 1360580232433461248,   Elsevier: Scopus)
13. Yuxin Zhang, Yifei Yang, Xiaosi Li, Zijing Yuan, Yuki Todo and Haichuan YANG :
A dendritic neuron model optimized by meta-heuristics with a power-law-distributed population interaction network for financial time-series forecasting,
Mathematics, Vol.11, No.5, 1251, 2023.
(DOI: 10.3390/math11051251)
14. Baohang ZHANG, Haichuan YANG, Tao ZHENG, Rong-Long WANG and Shangce GAO :
A Non-Revisiting Equilibrium Optimizer Algorithm,
IEICE Transactions on Information and Systems, Vol.E106.D, No.3, 365-373, 2023.
(DOI: 10.1587/transinf.2022edp7119,   CiNii: 1390013795251949824)
15. Li Xiaosi, Li Jiayi, Haichuan YANG, Wang Yirui and Gao Shangce :
Population interaction network in representative differential evolution algorithms: Power-law outperforms Poisson distribution,
Physica A: Statistical Mechanics and its Applications, Vol.603, 127764, 2022.
(DOI: 10.1016/j.physa.2022.127764)
16. Haichuan YANG, Yu Yang, Cheng Jiujun, Lei Zhenyu, Cai Zonghui, Zhang Zihang and Gao Shangce :
An intelligent metaphor-free spatial information sampling algorithm for balancing exploitation and exploration,
Knowledge-based Systems, Vol.250, 109081, 2022.
(DOI: 10.1016/j.knosys.2022.109081)
17. Xiaosi Li, Kaiyu Wang, Haichuan YANG, Sichen Tao, Shuai Feng and Shangce Gao :
PAIDDE: A permutation-archive information directed differential evolution algorithm,
IEEE Access, Vol.10, 50384-50402, 2022.
(DOI: 10.1109/ACCESS.2022.3173622)
18. Haichuan YANG, Tao Sichen, Zhang Zhiming, Cai Zonghui and Gao Shangce :
Spatial information sampling: another feedback mechanism of realising adaptive parameter control in meta-heuristic algorithms,
International Journal of Bio-Inspired Computation, Vol.19, No.1, 48-58, 2022.
(DOI: 10.1504/IJBIC.2022.120751)
19. Xiaosi Li, Haichuan YANG, Jiayi Li, Yirui Wang and Shangce Gao :
A novel distributed gravitational search algorithm with multi-layered information interaction,
IEEE Access, Vol.9, 166552-166565, 2021.
(DOI: 10.1109/ACCESS.2021.3136239)
20. Lin Yang, Shangce Gao, Haichuan YANG, Zonghui Cai, Zhenyu Lei and Yuki Todo :
Adaptive chaotic spherical evolution algorithm,
Memetic Computing, Vol.13, No.3, 383-411, 2021.
(DOI: 10.1007/s12293-021-00341-w,   CiNii: 1360576118767479424)
21. Zhe Xu, Haichuan YANG, Jiayi Li, Xingyi Zhang, Bo Lu and Shangce Gao :
Comparative study on single and multiple chaotic maps incorporated grey wolf optimization algorithms,
IEEE Access, Vol.9, 77416-77437, 2021.
(DOI: 10.1109/ACCESS.2021.3083220)
22. Zhe Wang, Shangce Gao, Jiaxin Wang, Haichuan YANG and Yuki Todo :
A Dendritic Neuron Model with Adaptive Synapses Trained by Differential Evolution Algorithm,
Computational Intelligence and Neuroscience, Vol.2020, 1-19, 2020.
(DOI: 10.1155/2020/2710561,   CiNii: 1361694371240899840,   Elsevier: Scopus)

Academic Paper (Unrefereed Paper):

1. Yang Yifei, Zhang Chaofeng, Wang Wenbin, Haichuan YANG and Yuichi Nagata :
A classification and improvement method of metaheuristic algorithms based on complex networks,
Bulletin of Advanced Institute of Industrial Technology, No.17, 94-99, 2024.
2. Haichuan YANG :
Design and Application of Meta-Heuristic Algorithms for Engineering Optimization in Renewable Energy Systems,
Doctoral dissertation, University of Toyama, 2023.

Academic Letter:

1. Jiayi LI, Lin YANG, Junyan YI, Haichuan YANG, Yuki TODO and Shangce GAO :
A Simple but Efficient Ranking-Based Differential Evolution,
IEICE Transactions on Information and Systems, Vol.E105.D, No.1, 189-192, 2022.
(DOI: 10.1587/transinf.2021edl8053,   CiNii: 1390290617367836800)
2. Xu Zhe, Gao Shangce, Haichuan YANG and Lei Zhenyu :
SCJADE: Yet Another StateoftheArt Differential Evolution Algorithm,
IEEJ Transactions on Electrical and Electronic Engineering, Vol.16, No.4, 644-646, 2021.
(DOI: 10.1002/tee.23340)
3. Haichuan YANG, Shangce GAO, Rong-Long WANG and Yuki TODO :
A Ladder Spherical Evolution Search Algorithm,
IEICE Transactions on Information and Systems, Vol.E104.D, No.3, 461-464, 2021.
(DOI: 10.1587/transinf.2020edl8102,   CiNii: 1390850247499040256)

Proceeding of International Conference:

1. Haichuan YANG, Yang Yifei, Zhang Yuxin, Tang Cheng, Hashimoto Koichi and Yuichi Nagata :
Chaotic Map-Coded Evolutionary Algorithms for Dendritic Neuron Model Optimization,
2024 IEEE Congress on Evolutionary Computation (CEC), 1-8, Aug. 2024.
(DOI: 10.1109/CEC60901.2024.10612087)
2. Ye Ziqing, Haichuan YANG, Chiba Naoya and Hashimoto Koichi :
Comparative Study of Hybridization and Parameter Tuning Improvement Methods for EAs in WFLOP.,
Proceedings of the 2023 6th International Conference on Computational Intelligence and Intelligent Systems, 59-65, Feb. 2024.
(DOI: 10.1145/3638209.3638219)
3. Zhu Qianyu, Yang Yifei, Li Haotian, Haichuan YANG, Zhang Baohang and Gao Shangce :
Chaotic Mapping Genetic Algorithm with Multiple Strategies,
2023 15th International Conference on Advanced Computational Intelligence (ICACI), 1-4, May 2023.
(DOI: 10.1109/ICACI58115.2023.10146188)
4. Yang Yifei, Li Haotian, Haichuan YANG, Zhang Baohang and Gao Shangce :
A Novel Differential Evolution Sparrow Search Algorithm,
2022 15th International Symposium on Computational Intelligence and Design (ISCID), 1-5, Dec. 2022.
(DOI: 10.1109/ISCID56505.2022.00008)
5. Yu Jiatianyi, Haichuan YANG, Zhang Baohang, Zhang Baohang and Gao Shangce :
An optimal differential vector incorporated whale optimizer,
2022 15th International Symposium on Computational Intelligence and Design (ISCID), 6-10, Dec. 2022.
(DOI: 10.1109/ISCID56505.2022.00009)
6. Li Haotian, Yang Yifei, Haichuan YANG, Tang Zheng and Gao Shangce :
Gravitational search algorithm with hierarchical structure guided by elite individual,
2022 15th International Symposium on Computational Intelligence and Design (ISCID), 180-184, Dec. 2022.
(DOI: 10.1109/ISCID56505.2022.00047)
7. Dong Shibo, Haichuan YANG, Li Haotian, Zhang Baohang, Tao Sichen and Gao Shangce :
Hierarchical water wave optimization,
2022 IEEE International Conference on Networking, Sensing and Control (ICNSC), 1-5, Dec. 2022.
(DOI: 10.1109/ICNSC55942.2022.10004174)
8. Zhong Lin, Tao Sichen, Sui Qingya, Haichuan YANG, Lei Zhenyu and Gao Shangce :
A population resource allocation-based adaptive spherical search algorithm,
2022 IEEE International Conference on Networking, Sensing and Control (ICNSC), 1-4, Dec. 2022.
(DOI: 10.1109/ICNSC55942.2022.10004116)
9. Sui Qingya, Tao Sichen, Zhong Lin, Haichuan YANG, Lei Zhenyu and Gao Shangce :
An immigration strategy-based spherical search algorithm,
2022 IEEE International Conference on Networking, Sensing and Control (ICNSC), 1-5, Dec. 2022.
(DOI: 10.1109/ICNSC55942.2022.10004149)
10. Li Jiayi, Haichuan YANG, Zhang Zihang, Todo Yuki and Gao Shangce :
Improved Spatial Information Sampling Algorithm,
2022 14th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), 99-103, Aug. 2022.
(DOI: 10.1109/IHMSC55436.2022.00032)
11. Yuan Zijing, Li Jiayi, Haichuan YANG and Zhang Baohang :
A hybrid whale optimization and particle swarm optimization algorithm,
2021 IEEE International Conference on Progress in Informatics and Computing (PIC), 260-264, Dec. 2021.
(DOI: 10.1109/PIC53636.2021.9687017)
12. Li Haotian, Zhang Baohang, Li Jiayi, Zheng Tao and Haichuan YANG :
Using sparrow search hunting mechanism to improve water wave algorithm,
2021 IEEE International Conference on Progress in Informatics and Computing (PIC), 19-23, Dec. 2021.
(DOI: 10.1109/PIC53636.2021.9687028)
13. Zheng Tao, Zhang Baohang, Haichuan YANG, Li Jiayi and Gao Shangce :
Differential Whale Optimization Algorithm,
2021 IEEE International Conference on Networking, Sensing and Control (ICNSC), Vol.1, 1-6, Dec. 2021.
(DOI: 10.1109/ICNSC52481.2021.9702171)
14. Zhang Baohang, Haichuan YANG, Yi Junyan, Zhang Zhiming and Gao Shangce :
A multi-population water wave optimization algorithm,
2021 6th International Conference on Computational Intelligence and Applications (ICCIA), 64-67, Jun. 2021.
(DOI: 10.1109/ICCIA52886.2021.00020)
15. Liu Sicheng, Tao Sichen, Haichuan YANG, Jiang Lin, Todo Yuki and Gao Shangce :
Using Grey Wolf Hunting Mechanism to Improve Spherical Search,
2020 13th International Symposium on Computational Intelligence and Design (ISCID), 67-71, Dec. 2020.
(DOI: 10.1109/ISCID51228.2020.00022)
16. Li Zhen, Haichuan YANG, Zhang Zhiming, Todo Yuki and Gao Shangce :
Spherical evolution enhanced with salp swarm algorithm,
2020 13th International Symposium on Computational Intelligence and Design (ISCID), 62-66, Dec. 2020.
(DOI: 10.1109/ISCID51228.2020.00021)
17. Cai Pengxing, Haichuan YANG, Zhang Yu, Todo Yuki, Tang Zheng and Gao Shangce :
A sine cosine algorithm enhanced spherical evolution for continuous optimization problems,
2020 13th International Symposium on Computational Intelligence and Design (ISCID), 1-6, Dec. 2020.
(DOI: 10.1109/ISCID51228.2020.00008)
18. Wang Zhe, Haichuan YANG, Wang Ziqian, Todo Yuki, Tang Zheng and Gao Shangce :
A novel spherical search based grey wolf optimizer for optimization problems,
2020 IEEE International Conference on Artificial Intelligence and Information Systems (ICAIIS), 38-43, Mar. 2020.
(DOI: 10.1109/ICAIIS49377.2020.9194816)

Proceeding of Domestic Conference:

1. Haichuan YANG and 橋本 浩一 :
特徴選択に基づく因果推論,
学術変革領域研究(A)「階層的生物ナビ学」領域会議, Jun. 2023.

Et cetera, Workshop:

1. Haichuan YANG :
Explainability and Transparancy in AI: An improved spherical evolution with enhanced exploration capabilities to address wind farm layout optimization problem,
The Global Insight Conference on Artificial Intelligence (GICAI), Jul. 2024.
2. Haichuan YANG :
メタヒューリスティックスの理論,応用,そして課題,
中国石油大学 学術講演会, Nov. 2023.