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徳島大学 ⟩ 大学院社会産業理工学研究部 ⟩ 理工学域 ⟩ 知能情報系 ⟩ 情報工学分野 ⟩
徳島大学 ⟩ 先端技術科学教育部 ⟩ システム創生工学専攻 ⟩ 知能情報システム工学コース ⟩ 基礎情報工学講座 ⟩ 		(researchmapへのインポート用ファイル) [PDF解説] [researchmapへの自動反映について]

研究活動

個人のホームページ

専門分野

○ 情報学 (Informatics)
○ エネルギー工学 (Energy Engineering)
○ 情報学 (Informatics)

研究テーマ

○ 1.複雑なシステムにおける知能の出現，複雑システムの最適化 (最適化 (optimization), 粒子群最適化 (particle swarm optimization), 遺伝的アルゴリズム (genetic algorithm), カオス現象 (chaotic phenomena), 進化計算 (evolutionary computation), 複雑系 (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 (エネルギー変換 (energy conversion), 最適化 (optimization), 進化計算 (evolutionary computation), 風力発電システム (wind power generation system), 太陽光発電システム (photovoltaic generation system))
○ 3.機械学習に基づく因果推論 (因果推論, 機械学習 (machine learning), データ処理 (data processing), ニューロンモデル (neuron model), 予測 (prediction))

著書・論文

学術論文(審査論文):

1. 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)
2. 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)
3. 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)
4. 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)
5. 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)
6. 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)
7. 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)
8. 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)
9. 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)
10. 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)
11. 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)
12. 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)
13. 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)
14. 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)
15. 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)
16. 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)
17. 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)
18. 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)
19. 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)

学術論文(紀要・その他):

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.

学術レター:

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)

国際会議:

1. 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)
2. 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)
3. 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)
4. 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)
5. 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)
6. 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)
7. 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)
8. 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)
9. 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)
10. 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)
11. 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)
12. 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)
13. 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)
14. 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)
15. 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)
16. 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)
17. 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)

国内講演発表:

1. 楊 海川, 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, 2023年6月.

その他・研究会:

1. 楊 海川 :
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, 2023年11月.