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科研论文

1.Xin Li, Qunxi Zhu*, Chengli Zhao*, Xiaojun Duan, Bolin Zhao, Xue Zhang, Huanfei Ma, Jie Sun, and Wei Lin* [2024] Higher-order Granger reservoir computing: Simultaneously achieving scalable complex structures inference and accurate dynamics predictionNature Communications, Feb. 28, accepted.

2.Jingdong Zhang, Qunxi Zhu*, and Wei Lin* [2024]  Learning Hamiltonian neural Koopman operator and simultaneously sustaining and discovering conservation lawsPhysical Review ResearchLetter, January 25, accepted.

3.Xiaoxiao Peng, Shijie Zhou, Wei Lin*, and Xuerong Mao [2024] Invariance Principles for G-Brownian-Motion-Driven Stochastic Differential Equations and Their Applications to G-Stochastic ControlSIAM Journal on Control and Optimization, January  12, accepted.

4.Min Yan, Can Huang, Peter Bienstman, Peter Tino, Wei Lin, and Jie Sun* [2024] Emerging opportunities and challenges for the future of reservoir computingNature Communications, December 5, accepted.

5.Shijie Zhou, Wei Lin*, Xuerong Mao, and Jianhong Wu [2024] Generalized invariance principles for stochastic dynamical systems and their applicationsIEEE Transactions on Automatic ControlRegular Paperpublished in Early Access-May, 2023, vol. 69, no. 1, pp. 85-99.

科研论文

1.Xin Li, Qunxi Zhu*, Chengli Zhao*, Xiaojun Duan, Bolin Zhao, Xue Zhang, Huanfei Ma, Jie Sun, and Wei Lin* [2024] Higher-order Granger reservoir computing: Simultaneously achieving scalable complex structures inference and accurate dynamics predictionNature Communications, Feb. 28, accepted.

2.Jingdong Zhang, Qunxi Zhu*, and Wei Lin* [2024]  Learning Hamiltonian neural Koopman operator and simultaneously sustaining and discovering conservation lawsPhysical Review ResearchLetter, January 25, accepted.

3.Xiaoxiao Peng, Shijie Zhou, Wei Lin*, and Xuerong Mao [2024] Invariance Principles for G-Brownian-Motion-Driven Stochastic Differential Equations and Their Applications to G-Stochastic ControlSIAM Journal on Control and Optimization, January  12, accepted.

4.Min Yan, Can Huang, Peter Bienstman, Peter Tino, Wei Lin, and Jie Sun* [2024] Emerging opportunities and challenges for the future of reservoir computingNature Communications, December 5, accepted.

5.Shijie Zhou, Wei Lin*, Xuerong Mao, and Jianhong Wu [2024] Generalized invariance principles for stochastic dynamical systems and their applicationsIEEE Transactions on Automatic ControlRegular Paperpublished in Early Access-May, 2023, vol. 69, no. 1, pp. 85-99.