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Embedding theory of reservoir computing and reducing reservoir network using time delays

Xing-Yue Duan1, Xiong Ying2, Si-Yang Leng3,4,5, Jürgen Kurths3,6, Wei Lin2,3,5,7,*, and Huan-Fei Ma1,†

  • 1School of Mathematical Sciences, Soochow University, Suzhou 215006, China
  • 2School of Mathematical Sciences, SCMS, and SCAM, Fudan University, Shanghai 200433, China
  • 3Research Institute of Intelligent Complex Systems and Centre for Computational Systems Biology, Fudan University, Shanghai 200433, China
  • 4Academy for Engineering and Technology, Fudan University, Shanghai 200433, China
  • 5State Key Laboratory of Medical Neurobiology, LCNBI, and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, Shanghai 200032, China
  • 6Potsdam Institute for Climate Impact Research (PIK), Potsdam 14473, Germany
  • 7Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China

  • *wlin@fudan.edu.cn
  • †hfma@suda.edu.cn

Enhanced chaotic communication with machine learning

Ji Xia, Luonan Chen, and Huan-Fei Ma

AIP Advances 14 115026 (2024)

Enhancing Time Series Predictability via Structure‐Aware Reservoir Computing

Suzhen Guo, Chun Guan, and Siyang Leng

Advanced Intelligent Systems 6 2400163 (2024)

No title available

Yuanyang Guo, Robin Degraeve, Philippe Roussel, Ben Kaczer, Erik Bury, and Ingrid Verbauwhede

No title available

Changpeng Ti, Usman Hassan, Sairam Sri Vatsavai, Margaret McCarler, Aastha Vasdev, Jincheng An, Barat Achinuq, Ulrich Welp, Sen-Ching Cheung, Ishan G Thakkar, and J. Todd Hastings

Tipping Point Detection Using Reservoir Computing

Xin Li, Qunxi Zhu, Chengli Zhao, Xuzhe Qian, Xue Zhang, Xiaojun Duan, and Wei Lin

Research 6 0174 (2023)

Feedback coupling induced synchronization of neural networks

Zhihao Zuo, Ruizhi Cao, Zhongxue Gan, Jiawen Hou, Chun Guan, and Siyang Leng

Neurocomputing 549 126457 (2023)

Reservoir computing decoupling memory–nonlinearity trade-off

Ji Xia, Junyu Chu, Siyang Leng, and Huanfei Ma

Chaos: An Interdisciplinary Journal of Nonlinear Science 33 113120 (2023)

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