研究者詳細

顔写真

トウ　シシン
陶　思晨
Sichen Tao
所属
サイバーサイエンスセンター　研究開発部　スーパーコンピューティング研究部
職名
特任助教（研究）
学位

  • 博士（数理・ヒューマンシステム科学）（富山大学）

  • 修士（知能情報工学）（富山大学）

e-Rad 研究者番号
11035768

経歴 1

  • 2025年10月 ～ 継続中
    東北大学　助教

学歴 2

  • 富山大学　大学院理工学教育部

    2022年10月 ～ 2025年9月

  • 富山大学　大学院理工学教育部

    2020年10月 ～ 2022年9月

所属学協会 2

  • 日本進化計算学会

    2025年10月 ～ 継続中

  • 米国電気電子学会

    2025年1月 ～ 継続中

研究キーワード 11

  • 高性能計算

  • 最適化

  • 機械学習

  • 応用医工学

  • AI4Science

  • 強化学習

  • ニューラルネットワーク

  • 大規模言語モデル

  • 深層学習

  • 計算知能

  • 人工知能

研究分野 2

  • 情報通信 / 高性能計算 / 最適化

  • 情報通信 / 知能情報学 / 人工知能

受賞 6

  1. 優勝・多目的変数制約最適化競技

    2025年6月　IEEE 計算知能協会

  2. 優勝・単目的変数制約最適化競技

    2025年6月　IEEE 計算知能協会

  3. 優勝・多目的境界制約最適化競技

    2025年6月　IEEE 計算知能協会

  4. 優勝・単目的境界制約最適化競技

    2025年6月　IEEE 計算知能協会

  5. 次世代研究者挑戦的研究プログラム

    2023年4月　科学技術振興機構

  6. 科学技術イノベーション創出に向けた大学フェローシップ創設事業

    2022年10月　科学技術振興機構

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論文 29

  1. Adaptive product family formation: A medoid-based fuzzy clustering method for mixed product assembly in the shared human–robot collaborative system

    Ruihan Zhao, Sichen Tao, Zhou Yangzheng, Xinyang Zhang, Pengzhong Li

    Applied Soft Computing　2026年8月

    DOI： 10.1016/j.asoc.2026.115419 　

  2. Adversarial game optimization: A game-theoretic metaheuristic for efficient complex optimization and engineering applications

    Conglin Li, Qingke Zhang, Junqing Li, Sichen Tao, Diego Oliva

    Information Sciences　2026年4月

    DOI： 10.1016/j.ins.2025.123022 　

  3. ReLU Neural Networks and Their Training

    Ge Luo, Xugang Wang, Weizun Zhao, Sichen Tao, Zheng Tang

    Mathematics　2025年12月22日

    DOI： 10.3390/math14010039 　

  4. A Reinforcement Learning-Assisted Fractional-Order Differential Evolution for Solving Wind Farm Layout Optimization Problems

    Yiliang Wang, Yifei Yang, Sichen Tao, Lianzhi Qi, Hao Shen

    Mathematics　2025年9月

    DOI： 10.3390/math13182935 　

  5. A Novel Detection-and-Replacement-Based Order-Operator for Differential Evolution in Solving Complex Bound Constrained Optimization Problems

    Sichen Tao, Sicheng Liu, Shoya Ohta, Ruihan Zhao, Zheng Tang, Yifei Yang

    Mathematics　2025年4月24日

    DOI： 10.3390/math13091389 　

  6. A Biologically Inspired Model for Detecting Object Motion Direction in Stereoscopic Vision

    Yuxiao Hua, Sichen Tao, Yuki Todo, Tianqi Chen, Zhiyu Qiu, Zheng Tang

    Symmetry　2025年1月22日

    DOI： 10.3390/sym17020162 　

  7. A State-of-the-Art Fractional Order-Driven Differential Evolution for Wind Farm Layout Optimization

    Sichen Tao, Sicheng Liu, Ruihan Zhao, Yifei Yang, Hiroyoshi Todo, Haichuan Yang

    Mathematics　2025年1月16日

    DOI： 10.3390/math13020282 　

  8. Enhancing Convolutional Neural Network Robustness Against Image Noise via an Artificial Visual System

    Bin Li, Yuki Todo, Sichen Tao, Cheng Tang, Yu Wang

    Mathematics　2025年1月2日

    DOI： 10.3390/math13010142 　

  9. A bio-inspired model for object motion direction and speed detection against colored backgrounds

    Yuxiao Hua, Yuki Todo, Sichen Tao, Tianqi Chen, Zhiyu Qiu, Minhui Dong, Zheng Tang

    Fifth International Conference on Computer Vision and Information Technology (CVIT 2024)　8-8　2024年12月2日

    出版者・発行元： SPIE

    DOI： 10.1117/12.3056633 　

  10. Competitive Elimination Improved Differential Evolution for Wind Farm Layout Optimization Problems

    Sichen Tao, Yifei Yang, Ruihan Zhao, Hiroyoshi Todo, Zheng Tang

    Mathematics　2024年11月28日

    DOI： 10.3390/math12233762 　

  11. Artificial Visual Network with Fully Modeled Retinal Direction-Selective Neural Pathway for Motion Direction Detection in Grayscale Scenes

    Sichen Tao, Ruihan Zhao, Yifei Yang, Hiroyoshi Todo, Zheng Tang, Yuki Todo

    Symmetry　2024年11月

    DOI： 10.3390/sym16121592 　

  12. Bio-inspired computational model for direction and speed detection

    Yuxiao Hua, Todo Yuki, Sichen Tao, Zheng Tang, Tianqi Cheng, Zhiyu Qiu

    Knowledge-Based Systems　2024年9月

    DOI： 10.1016/j.knosys.2024.112195 　

  13. Spherical search algorithm with memory-guided population stage-wise control for bound-constrained global optimization problems

    Sichen Tao, Kaiyu Wang, Ting Jin, Zhengwei Wu, Zhenyu Lei, Shangce Gao

    Applied Soft Computing　2024年8月

    DOI： 10.1016/j.asoc.2024.111677 　

  14. A Multi-Local Search-Based SHADE for Wind Farm Layout Optimization

    Yifei Yang, Sichen Tao, Haotian Li, Haichuan Yang, Zheng Tang

    Electronics　2024年8月

    DOI： 10.3390/electronics13163196 　

  15. A novel artificial visual system for motion direction detection in color images

    Sichen Tao, Zhiming Zhang, Ruihan Zhao, Zheng Tang, Yuki Todo

    Knowledge-Based Systems　295　2024年7月

    DOI： 10.1016/j.knosys.2024.111816 　

    ISSN：0950-7051

  16. An Efficient Reconstructed Differential Evolution Variant by Some of the Current State-of-the-art Strategies for Solving Single Objective Bound Constrained Problems

    Sichen Tao, Ruihan Zhao, Kaiyu Wang, Shangce Gao

    2024年

    出版者・発行元： arXiv

    DOI： 10.48550/ARXIV.2404.16280 　

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    Complex single-objective bounded problems are often difficult to solve. In evolutionary computation methods, since the proposal of differential evolution algorithm in 1997, it has been widely studied and developed due to its simplicity and efficiency. These developments include various adaptive strategies, operator improvements, and the introduction of other search methods. After 2014, research based on LSHADE has also been widely studied by researchers. However, although recently proposed improvement strategies have shown superiority over their previous generation's first performance, adding all new strategies may not necessarily bring the strongest performance. Therefore, we recombine some effective advances based on advanced differential evolution variants in recent years and finally determine an effective combination scheme to further promote the performance of differential evolution. In this paper, we propose a strategy recombination and reconstruction differential evolution algorithm called reconstructed differential evolution (RDE) to solve single-objective bounded optimization problems. Based on the benchmark suite of the 2024 IEEE Congress on Evolutionary Computation (CEC2024), we tested RDE and several other advanced differential evolution variants. The experimental results show that RDE has superior performance in solving complex optimization problems.

  17. An Adaptive Dimension Weighting Spherical Evolution to Solve Continuous Optimization Problems

    Yifei Yang, Sichen Tao, Shibo Dong, Masahiro Nomura, Zheng Tang

    Mathematics　2023年8月

    DOI： 10.3390/math11173733 　

  18. A Novel Artificial Visual System for Motion Direction Detection with Completely Modeled Retinal Direction-Selective Pathway

    Sichen Tao, Xiliang Zhang, Yuxiao Hua, Zheng Tang, Yuki Todo

    Mathematics　2023年8月

    DOI： 10.3390/math11173732 　

  19. Hierarchical Manta Ray Foraging Optimization with Weighted Fitness-Distance Balance Selection

    Zhentao Tang, Kaiyu Wang, Sichen Tao, Yuki Todo, Rong-Long Wang, Shangce Gao

    International Journal of Computational Intelligence Systems　16　(1)　2023年7月15日

    DOI： 10.1007/s44196-023-00289-4 　

    ISSN：1875-6883

  20. Dynamic Complex Network, Exploring Differential Evolution Algorithms from Another Perspective

    Yifei Yang, Sichen Tao, Haichuan Yang, Zijing Yuan, Zheng Tang

    Mathematics　2023年7月

    DOI： 10.3390/math11132979 　

  21. The Mechanism of Orientation Detection Based on Artificial Visual System for Greyscale Images

    Xiliang Zhang, Sichen Tao, Zheng Tang, Shuxin Zheng, Yoki Todo

    Mathematics　2023年6月15日

    DOI： 10.3390/math11122715 　

    ISSN：2227-7390

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    <jats:p>Human visual system is a crucial component of the nervous system, enabling us to perceive and understand the surrounding world. Advancements in research on the visual system have profound implications for our understanding of both biological and computer vision. Orientation detection, a fundamental process in the visual cortex where neurons respond to linear stimuli in specific orientations, plays a pivotal role in both fields. In this study, we propose a novel orientation detection mechanism for local neurons based on dendrite computation, specifically designed for grayscale images. Our model comprises eight neurons capable of detecting local orientation information, with inter-neuronal interactions facilitated through nonlinear dendrites. Through the extraction of local orientation information, this mechanism effectively derives global orientation information, as confirmed by successful computer simulations. Experimental results demonstrate that our mechanism exhibits remarkable orientation detection capabilities irrespective of variations in size, shape, or position, which aligns with previous physiological research findings. These findings contribute to our understanding of the human visual system and provide valuable insights into both biological and computer vision. The proposed orientation detection mechanism, with its nonlinear dendritic computations, offers a promising approach for improving orientation detection in grayscale images.</jats:p>

  22. Spherical search algorithm with adaptive population control for global continuous optimization problems

    Kaiyu Wang, Yirui Wang, Sichen Tao, Zonghui Cai, Zhenyu Lei, Shangce Gao

    Applied Soft Computing　132　2023年1月

    DOI： 10.1016/j.asoc.2022.109845 　

    ISSN：1568-4946

  23. A Novel Bio-Inspired Motion Direction Detection Mechanism in Binary and Grayscale Background

    Yuxiao Hua, Yuki Todo, Zheng Tang, Sichen Tao, Bin Li, Riku Inoue

    Mathematics　2022年10月

    DOI： 10.3390/math10203767 　

  24. A Novel Artificial Visual System for Motion Direction Detection in Grayscale Images

    Sichen Tao, Yuki Todo, Zheng Tang, Bin Li, Zhiming Zhang, Riku Inoue

    Mathematics　2022年8月

    DOI： 10.3390/math10162975 　

  25. Chaotic Wind Driven Optimization with Fitness Distance Balance Strategy

    Zhentao Tang, Sichen Tao, Kaiyu Wang, Bo Lu, Yuki Todo, Shangce Gao

    International Journal of Computational Intelligence Systems　15　(1)　2022年7月19日

    DOI： 10.1007/s44196-022-00099-0 　

    ISSN：1875-6883

  26. Spatial information sampling: another feedback mechanism of realising adaptive parameter control in meta-heuristic algorithms

    Haichuan Yang, Sichen Tao, Zhiming Zhang, Zonghui Cai, Shangce Gao

    International Journal of Bio-Inspired Computation　19　(1)　2022年

    DOI： 10.1504/ijbic.2022.120751 　

    ISSN：1758-0366 1758-0374

  27. PAIDDE: A Permutation-Archive Information Directed Differential Evolution Algorithm

    Xiaosi Li, Kaiyu Wang, Haichuan Yang, Sichen Tao, Shuai Feng, Shangce Gao

    IEEE Access　10　2022年

    DOI： 10.1109/access.2022.3173622 　

    ISSN：2169-3536

  28. Fitness-Distance Balance with Functional Weights: A New Selection Method for Evolutionary Algorithms

    Kaiyu WANG, Sichen TAO, Rong-Long WANG, Yuki TODO, Shangce GAO

    IEICE Transactions on Information and Systems　E104D　(10)　2021年10月1日

    DOI： 10.1587/transinf.2021edl8033 　

    ISSN：0916-8532 1745-1361

  29. A state-of-the-art differential evolution algorithm for parameter estimation of solar photovoltaic models

    Shangce Gao, Kaiyu Wang, Sichen Tao, Ting Jin, Hongwei Dai, Jiujun Cheng

    Energy Conversion and Management　230　2021年2月

    DOI： 10.1016/j.enconman.2020.113784 　

    ISSN：0196-8904

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