Lennart Ljung
Professor emeritus
Publikationer
Biqiang Mu, Lennart Ljung, Tianshi Chen, When cannot regularization improve the least squares estimate in the kernel-based regularized system identification, Automatica 160:111442 (2024) https://doi.org/10.1016/j.automatica.2023.111442
Torkel Glad, Lennart Ljung, Martin Enqvist, Reglerteknik, Studentlitteratur AB, Lund (2024)
Farnaz Adib Yaghmaie, Fredrik Gustafsson, Lennart Ljung, Linear Quadratic Control Using Model-Free Reinforcement Learning, IEEE Transactions on Automatic Control 68:737-752 (2023) https://doi.org/10.1109/TAC.2022.3145632
G. Pillonetto, Lennart Ljung, Full Bayesian identification of linear dynamic systems using stable kernels, Proceedings of the National Academy of Sciences of the United States of America 120:e2218197120 (2023) https://doi.org/10.1073/pnas.2218197120
Yue Ju, Biqiang Mu, Lennart Ljung, Tianshi Chen, Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyperparameter Estimator, IEEE Transactions on Automatic Control 68:7224-7239 (2023) https://doi.org/10.1109/TAC.2023.3259977