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Tokushima University ⟩ Graduate School of Technology, Industrial and Social Sciences ⟩ Division of Science and Technology ⟩ Computer Science ⟩ Information Science ⟩
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Tokushima University ⟩ Faculty of Science and Technology ⟩ Department of Science and Technology ⟩ Computer Science ⟩ Information Science ⟩
Tokushima University ⟩ Graduate School of Sciences and Technology for Innovation ⟩ Science and Technology ⟩ Computer Science ⟩ Information Science ⟩ 		(Files for researchmap) [PDF manual] [Auto-propagate to researchmap]

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. Qiong Fu, Haotian Li, Yifei Yang and Haichuan YANG :
A Nonlinear L-SHADE Variant for Photovoltaic Parameter Estimation and Solar Power Generation Forecasting,
Mathematics, 14, 14, 2026.
(DOI: 10.3390/math14142462,   Elsevier: Scopus)
2. Shanxian Lin, Yuichi Nagata and Haichuan YANG :
A Hybrid Temporal Recommender System Based on Sliding-Window Weighted Popularity and Elite Evolutionary Discrete Particle Swarm Optimization,
Electronics, 15, 8, 1544, 2026.
(DOI: 10.3390/electronics15081544)
3. Haichuan YANG, Haotian Li, Yifei Yang, Naoya Chiba, Shingo Kagami, Koichi Hashimoto and Yuichi Nagata :
Chaotic map-coded metaheuristics for metameric variable-length problems,
Genetic Programming and Evolvable Machines, 26, 2, 1-54, 2025.
(DOI: 10.1007/s10710-025-09517-6,   Elsevier: Scopus)
4. Shanxian Lin, Yifei Yang, Yuichi Nagata and Haichuan YANG :
Elite Evolutionary Discrete Particle Swarm Optimization for Recommendation Systems,
Mathematics, 13, 9, 1398, 2025.
(DOI: 10.3390/math13091398)
5. Yifei Yang, Haotian Li, Zhenyu Lei, Haichuan YANG and Jian Wang :
A Nonlinear Dimensionality Reduction Search Improved Differential Evolution for large-scale optimization,
Swarm and Evolutionary Computation, 92, 101832, 2025.
(DOI: 10.1016/j.swevo.2024.101832)
6. Sichen Tao, Sicheng Liu, Ruihan Zhao, Yifei Yang, Hiroyoshi Todo and Haichuan YANG :
A State-of-the-Art Fractional Order-Driven Differential Evolution for Wind Farm Layout Optimization,
Mathematics, 13, 2, 282, 2025.
(Tokushima University Institutional Repository: 2014904,   DOI: 10.3390/math13020282)
7. 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, E108-A, 2, 2023EAP1103, 2024.
(DOI: 10.1587/transfun.2023EAP1103,   CiNii: 1390866040573345152)
8. Yifei Yang, Sichen Tao, Haotian Li, Haichuan YANG and Zheng Tang :
A Multi-Local Search-Based SHADE for Wind Farm Layout Optimization,
Electronics, 13, 16, 3196, 2024.
(Tokushima University Institutional Repository: 2012779,   DOI: 10.3390/electronics13163196)
9. 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, 10, 11, e31631, 2024.
(Tokushima University Institutional Repository: 2012803,   DOI: 10.1016/j.heliyon.2024.e31631,   PubMed: 38828319,   Elsevier: Scopus)
10. 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, 239, 122439, 2024.
(DOI: 10.1016/j.eswa.2023.122439)
11. 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)
12. 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, 12, 11, 1051, 2023.
(DOI: 10.3390/axioms12111051)
13. 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, 123, 106198, 2023.
(DOI: 10.1016/j.engappai.2023.106198)
14. Yifei Yang, Sichen Tao, Haichuan YANG, Zijing Yuan and Zheng Tang :
Dynamic Complex Network, Exploring Differential Evolution Algorithms from Another Perspective,
Mathematics, 11, 13, 2979, 2023.
(DOI: 10.3390/math11132979)
15. 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, 141, 110306, 2023.
(DOI: 10.1016/j.asoc.2023.110306)
16. 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, 16, 1, 1-26, 2023.
(DOI: 10.1007/s44196-023-00248-z,   Elsevier: Scopus)
17. 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, 10, 5, 1168-1180, 2023.
(DOI: 10.1109/JAS.2023.123387,   Elsevier: Scopus)
18. 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, 11, 7, 1701, 2023.
(DOI: 10.3390/math11071701,   CiNii: 1360580232433461248,   Elsevier: Scopus)
19. 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, 11, 5, 1251, 2023.
(DOI: 10.3390/math11051251)
20. Baohang ZHANG, Haichuan YANG, Tao ZHENG, Rong-Long WANG and Shangce GAO :
A Non-Revisiting Equilibrium Optimizer Algorithm,
IEICE Transactions on Information and Systems, E106.D, 3, 365-373, 2023.
(DOI: 10.1587/transinf.2022edp7119,   CiNii: 1390013795251949824)
21. 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, 603, 127764, 2022.
(DOI: 10.1016/j.physa.2022.127764)
22. 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, 250, 109081, 2022.
(DOI: 10.1016/j.knosys.2022.109081)
23. Xiaosi Li, Kaiyu Wang, Haichuan YANG, Sichen Tao, Shuai Feng and Shangce Gao :
PAIDDE: A permutation-archive information directed differential evolution algorithm,
IEEE Access, 10, 50384-50402, 2022.
(DOI: 10.1109/ACCESS.2022.3173622)
24. 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, 19, 1, 48-58, 2022.
(DOI: 10.1504/IJBIC.2022.120751)
25. Xiaosi Li, Haichuan YANG, Jiayi Li, Yirui Wang and Shangce Gao :
A novel distributed gravitational search algorithm with multi-layered information interaction,
IEEE Access, 9, 166552-166565, 2021.
(DOI: 10.1109/ACCESS.2021.3136239)
26. Lin Yang, Shangce Gao, Haichuan YANG, Zonghui Cai, Zhenyu Lei and Yuki Todo :
Adaptive chaotic spherical evolution algorithm,
Memetic Computing, 13, 3, 383-411, 2021.
(DOI: 10.1007/s12293-021-00341-w,   CiNii: 1360576118767479424)
27. 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, 9, 77416-77437, 2021.
(DOI: 10.1109/ACCESS.2021.3083220)
28. 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, 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, 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, E105.D, 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, 16, 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, E104.D, 3, 461-464, 2021.
(DOI: 10.1587/transinf.2020edl8102,   CiNii: 1390850247499040256)

Proceeding of International Conference:

1. Zhao Zexian, Lin Shanxian, Zhang Ancai, Tian Song, Yuichi Nagata and Haichuan YANG :
Adaptive Elite DPSO for Cold-Start-Constrained Edge Recommendation,,
2025 IEEE Conference on Cloud and Big Data Computing (CBDCom), 226-233, Jan. 2026.
(DOI: 10.1109/CBDCom68404.2025.00042)
2. Xiaoyu Zhou, Ancai Zhang, Wenbo Zheng, Quan Yuan and Haichuan YANG :
Fixed-time Synchronization Control of Coupled Memristive Neural Networks,
2026 International Annual Conference on Complex Systems and Intelligent Science Csis Iac 2026, 822-828, Jan. 2026.
(DOI: 10.1109/CSIS-IAC70275.2026.11585061,   Elsevier: Scopus)
3. Shanxian Lin, Wei Xia, Yuichi Nagata and Haichuan YANG :
Multi-constrained Evolutionary Molecular Design Framework: An Interpretable Drug Design Method Combining Rule-Based Evolution and Molecular Crossover,
Lecture Notes in Computer Science, 16524 LNCS, 17-34, Jan. 2026.
(DOI: 10.1007/978-3-032-23604-3_2,   Elsevier: Scopus)
4. Lin Shanxian, Cui Guodong, Tang Cheng, Zhang Chaofeng, Yuichi Nagata and Haichuan YANG :
ATLAS-DMPNN: An Attention-Guided Topological Framework for Enhanced ADMET Property Prediction,
2025 International Conference on New Trends in Computational Intelligence (NTCI), 142-147, Oct. 2025.
(DOI: 10.1109/NTCI67886.2025.11308181,   Elsevier: Scopus)
5. Cheng Tang, Bin Li, Haichuan YANG, Gen Li, Li Chen, Boxuan Ma and Atsushi Shimada :
EDNMs for Visual Analytics of Learning Behavior and Early Risk Prediction,
Lecture Notes in Computer Science, 15878 LNAI, 177-190, Jan. 2025.
(DOI: 10.1007/978-3-031-98417-4_13,   Elsevier: Scopus)
6. Youchuan Wang, Junfeng Sun, Ancai Zhang, Wenbo Zheng and Haichuan YANG :
Tracking Control of 2-DOF Continuum Manipulator Using Fuzzy PID Method,
International Conference on Cognitive Computation and Systems, 304-311, Dec. 2024.
(DOI: 10.1007/978-981-96-7438-1_27)
7. 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,   CiNii: 1360584340512844416,   Elsevier: Scopus)
8. 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)
9. 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)
10. 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)
11. 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)
12. 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)
13. 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)
14. 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)
15. 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)
16. 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)
17. 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)
18. 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), 1, 1-6, Dec. 2021.
(DOI: 10.1109/ICNSC52481.2021.9702171)
19. 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)
20. 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)
21. 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)
22. 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)
23. 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. SAKUBEYA Shogo, Yuichi Nagata and Haichuan YANG :
Lévy flightを導入した球面ベクトル型粒子群最適化によるUAV経路計画,
2025年 電子・情報・システム部門大会プログラム, Aug. 2025.
2. 千葉 直也, Haichuan YANG and 橋本 浩一 :
パーシステントホモロジーの逆解析を用いた工業部品の穴検出手法,
ロボティクス・メカトロニクス講演会講演概要集, May 2024.
(DOI: 10.1299/jsmermd.2024.1P2-R03)
3. 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 :
洋上風力発電システムの風車レイアウトの最適化のための革新アルゴリズムの開発,
令和7年度 ホームカミングデイ 徳島大学工業会, May 2025.
2. Haichuan YANG :
洋上風力発電システムの風車レイアウトの最適化のための革新アルゴリズムの開発,
社会産業理工学研究交流会2024プログラム, Sep. 2024.
3. 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.
4. 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.

Grants-in-Aid for Scientific Research (KAKEN Grants Database @ NII.ac.jp)

  • 個体群相互作用ネットワークに基づくメタヒューリスティックの選定と動的終了判定 (Project/Area Number: 26K21336 )
  • Research on AI service capacity improvement in emergency networks (Project/Area Number: 25K00139 )
  • Search by Researcher Number (60984284)