Meng Zhang, Tianshi Chen, Biqiang Mu. A family of hyper-parameter estimators linking EB and SURE for kernel-based regularization methods. IEEE Transactions on Automatic Control, vol. 69, no. 12, pp. – , 2024. 长文
Yue Ju, Biqiang Mu, Tianshi Chen. On convergence of covariance matrix of empirical Bayes hyper-parameter estimator. Control Theory and Technology, vol. 22, no. 2, 149–162, 2024.
Guangyang Zeng, Biqiang Mu, Ling Shi, Jiming Chen, and Junfeng Wu. Consistent and Asymptotically Efficient Localization from Range-Difference Measurements. IEEE Transactions on Information Theory, vol. 70, no. 4, 3032–3045, 2024.
Biqiang Mu and Tianshi Chen. On Asymptotic Optimality of Cross-Validation Estimators for Kernel-Based Regularized System Identification. IEEE Transactions on Automatic Control, vol. 69, no. 7, pp. 4352–4367, 2024. 长文
Biqiang Mu, Tianshi Chen, and Lennart Ljung. When cannot regularization improve the least squares estimate in the kernel-based regularized system identification. Automatica, vol. 160, 111442, 2024. 长文
Yue Ju, Biqiang Mu, Lennart Ljung, and Tianshi Chen. Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyper-parameter Estimator. IEEE Transactions on Automatic Control, vol. 68, no. 12, pp. 7224–7239, 2023. 长文
Xian Yu, Xiaozhu Fang, Biqiang Mu, and Tianshi Chen. Kernel-based Regularized Iterative Learning Control of Repetitive Linear Time-varying Systems. Automatica, 154, 111047, 2023. 长文
Biqiang Mu, He Kong, Tianshi Chen, Bo Jiang, Lei Wang, and Junfeng Wu. Input Design for Regularized System Identification: Stationarity Conditions and Sphere Preserving Algorithm. IEEE Transactions on Automatic Control, vol. 68, no. 9, pp. 5714–5720, 2023.
Junpeng Zhang, Yue Ju, Biqiang Mu, Renxin Zhong, and Tianshi Chen. An efficient implementation for spatial-temporal Gaussian process regression and its applications. Automatica, 147, 110679, 2023. 长文
Biqiang Mu, Tianshi Chen, He Kong, Bo Jiang, Lei Wang, and Junfeng Wu. On embeddings and inverse embeddings of input design for regularized system identification. Automatica, 147, 110673, 2023. 长文
He Kong, Salah Sukkarieh, Travis J. Arnold, Tianshi Chen, Biqiang Mu, and Wei Xing Zheng. Identifiability analysis of noise covariances for LTI stochastic systems with unknown inputs. IEEE Transactions on Automatic Control, vol. 68, no. 7, pp. 4459–4466, 2023.
Hongsheng Qi, Biqiang Mu, Ian R. Petersen, and Guodong Shi. Measurement-Induced boolean dynamics for open quantum networks. IEEE Transactions on Control of Network Systems, vol. 10, no. 1, pp. 134–146, 2023.
Guangyang Zeng, Biqiang Mu, Jiming Chen, Zhiguo Shi, and Junfeng Wu. Global and asymptotically efficient localization from range measurements. IEEE Transactions on Signal Processing, 70: 5041–5057, 2022.
Guangyang Zeng, Biqiang Mu, Jieqiang Wei, Wing Shing Wong, Junfeng Wu. Localizability with range-difference measurements: Numerical computation and error bound analysis. IEEE/ACM Transactions on Networking, 30(5): 2117–2130, 2022.
Biqiang Mu, Tianshi Chen, Changming Cheng, Er-Wei Bai. Persistence of excitation for identifying switched linear systems. Automatica, 137, 110142, 2022.
Biqiang Mu, Hongsheng Qi, Ian R. Petersen, and Guodong Shi. Quantum tomography by regularized linear regressions. Automatica, 114, 108837, 2020. 长文 [pdf]
Hongsheng Qi, Biqiang Mu, Ian R. Petersen, and Guodong Shi. Measurement-induced Boolean dynamics and controllability for closed quantum networks. Automatica, 114, 108816, 2020. 长文 [pdf]
Lennart Ljung, Tianshi Chen, and Biqiang Mu. A shift in paradigm for system identification. International Journal of Control, 93(2): 173-180, 2020. [pdf]
Caiping Zhang, Yubin Wang, Yang Gao, Fang Wang, Biqiang Mu, and Weige Zhang. Accelerated fading recognition for lithium-ion batteries with Nickel-Cobalt-Manganese cathode using quantile regression method. Applied Energy, 256, 113841, 2019. [pdf]
Biqiang Mu and Tianshi Chen. On input design for regularized LTI system identification: Power-constrained input. Automatica, 97: 327-338, 2018. 长文 [pdf]
Biqiang Mu, Tianshi Chen, and Lennart Ljung. On asymptotic properties of hyperparameter estimators for kernel-based regularization methods. Automatica, 94: 381-395, 2018. 长文 [pdf]
Biqiang Mu, Han-Fu Chen, Le Yi Wang, George Yin, and Wei Xing Zheng. Recursive identification of Hammerstein systems: Convergence rate and asymptotic normality. IEEE Transactions on Automatic Control, 62(7): 3277-3292, 2017. 长文 [pdf]
Biqiang Mu, Wei Xing Zheng, and Er-Wei Bai. Variable selection and identification of high-dimensional nonparametric additive nonlinear systems. IEEE Transactions on Automatic Control, 62(5): 2254-2269, 2017. 长文 [pdf]
Jin Guo, Biqiang Mu, Le Yi Wang, George Yin, and Lijian Xu. Decision-based system identification and adaptive resource allocation. IEEE Transactions on Automatic Control, 62(5): 2166-2179, 2017. 长文 [pdf]
Weige Zhang, Di Zhang, Biqiang Mu, Le Yi Wang, Yan Bao, and Jiuchun Jiang. Decentralized EV charging strategies for reduced load variation and guaranteed charge completion in regional distribution grids. Energies, 10(2), 2017. [pdf]
Biqiang Mu, Er-Wei Bai, Wei Xing Zheng, and Quanmin Zhu. A globally consistent nonlinear least squares estimator for identification of nonlinear rational systems. Automatica, 77: 322-335, 2017. 长文 [pdf]
白尔维、李慷、赵文虓、牟必强、郑卫新. 非参数非线性系统的变量选择及研究进展. 中国科学：数学, ，第 46 卷，第 10 期，1383-1400, 2016. [pdf]
Weiping Diao, Jiuchun Jiang, Hui Liang, Caiping Zhang, Yan Jiang, Le Yi Wang, and Biqiang Mu. Flexible grouping for enhanced energy utilization efficiency in battery energy storage systems. Energies, 9(7), 2016. [pdf]
Biqiang Mu, Jin Guo, Le Yi Wang, George Yin, Lijian Xu, and Wei Xing Zheng. Identification of linear continuous-time systems under irregular and random sampling. Automatica, 60: 100-114, 2015. 长文 [pdf]
Biqiang Mu and Han-Fu Chen. Recursive identification of multi-input multi-output errors-in-variables Hammerstein systems. IEEE Transactions on Automatic Control, 60(3): 843-849, 2015. [pdf]
Biqiang Mu, Han-Fu Chen, Le Yi Wang, and George Yin. Characterization and identification of matrix fraction descriptions for LTI systems. SIAM Journal on Control and Optimization, 52(6): 3694-3721, 2014. [pdf]
Biqiang Mu and Han-Fu Chen. Recursive identification of errors-in-variables Wiener–Hammerstein systems. European Journal of Control, 20(1): 14-23, 2014. [pdf]
Biqiang Mu and Han-Fu Chen. Hankel matrices for system identification. Journal of Mathematical Analysis and Applications, 409(1): 494-508, 2014. [pdf]
Biqiang Mu and Han-Fu Chen. Recursive identification of errors-in-variables Wiener systems. Automatica, 49(9): 2744-2753, 2013. 长文 [pdf]
Biqiang Mu and Han-Fu Chen. Recursive identification of MIMO Wiener systems. IEEE Transactions on Automatic Control, 58(3): 802-808, 2013. [pdf]
Biqiang Mu and Han-Fu Chen. Recursive identification of Wiener–Hammerstein systems. SIAM Journal on Control and Optimization, 50(5): 2621-2658, 2012. [pdf]
陈翰馥、牟必强. 变量带误差系统的递推辨识: 从线性到非线性系统. 系统科学与数学, 第 32 卷, 第 10 期, 1180-1192, 2012. [pdf]