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代表性论文

[1] D. Su, J. Han, C. Yang, and W. Gui, “Collaborative neurodynamic-based sharpness-aware minimization for improving generalization in deep neural networks,” IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2026.3710134. (IF: 11.3, JCR Q1)

[2] D. Su, J. Wang, C. Yang, and W. Gui, “A two-timescale neurodynamic approach to sharpeness-aware minimization in deep learning,” IEEE/CAA Journal of Automatica Sinica, vol. 13, no. 6, pp. 1530–1532, 2026. (IF: 18.3, JCR Q1)

[3] J. Han, H. Gao, K. Huang, and D. Su, “Adaptive mode switching nonlinear predictive control based on continuous learning framework with industrial application,” IEEE Transactions on Automation Science and Engineering, vol. 23, pp. 2176–2187, 2026. (IF: 7.9, JCR Q1, 通讯作者)

[4] J. Han, X. Chen, D. Su, X. Wang, and C. Yang, “Improved state transition algorithm with variable-capacity archive for constrained multiobjective optimization,” Expert Systems with Applications, vol. 302, p. 130563, 2026. (IF: 9.4, JCR Q1, 通讯作者)

[5] J. Han, Y. Liu, and D. Su, P. Huang, C. Yang, “Hierarchical optimization method based on game-theoretic coordinated framework for dual feed multi-effect evaporation process,” Expert Systems with Applications, vol. 303, p. 130586, 2026. (IF: 9.4, JCR Q1, 通讯作者)

[6] D. Su, C. Yang, and W. Gui, “Coevolutionary SGD for improving generalization,” Tsinghua Science and Technology, DOI: 10.26599/TST.2025.9010126, 2025. (IF: 5.4, JCR Q2)

[7] D. Su, J. Han, C. Yang, and W. Gui, “Optimization algorithms based on double-integral coevolutionary neurodynamics in deep learning,” IEEE/CAA Journal of Automatica Sinica, vol. 12, no. 6, pp. 1236–1245, 2025. (IF: 18.3, JCR Q1)

[8] D. Su, L. Jin, and J. Wang, “Noise-resistant sharpness-aware minimization in deep learning,” Neural Networks, vol. 181, p. 106829, 2025. (IF: 7.2, JCR Q1)

[9] D. Su, P. S. Stanimirović, L.B. Han, and L. Jin, “Neural dynamics for improving optimizer in deep learning with noise considered,” CAAI Transactions on Intelligence Technology, vol. 9, no. 3, pp. 722–737, 2024. (IF: 7.3, JCR Q1)

[10] D. Su, L. Chen, X. Du, M. Liu, and L. Jin, “Constructing convolutional neural network by utilizing nematode connectome: A brain-inspired method,” Applied Soft Computing, vol. 149, p. 110992, 2023. (IF: 7.8, JCR Q1)