Publications

If you are interested in any of the following works, please feel free to contact me.

Preprints

[P2] Theoretical Analysis of Coherence-based Input Design for Sparse Identification
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
Submitted to Automatica, 2024.

[P1] Reducing Computational Complexity in Nonlinear Model Input Design via Sparse Estimation
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
Submitted to Automatica, 2024.

Journal Publications

[J4] Balancing Application Relevant and Sparsity Revealing Excitation in Input Design
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
IEEE Transactions on Automatic Control, 2024.

[J3] Transformation of Regressors for Low Coherent Sparse System Identification
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
IEEE Transactions on Automatic Control, 2023.

[J2] Coherence-Based Input Design for Nonlinear Systems
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
IEEE Control Systems Letters, vol. 7, pp. 2934-2939, 2023.

[J1] Application-Oriented Input Design With Low Coherence Constraint
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
IEEE Control Systems Letters, vol. 7, pp. 193-198, 2023.

Conference Publications

[C7] Optimal Input Design for Sparse System Identification
Javad Parsa, Cristian R. Rojas, and Håkan Hjalmarsson
European Control Conference (ECC), London, United Kingdom, 2022.

[C6] Optimal Input Design Through Infinity Norm Minimization Using Proximal Mapping
Javad Parsa, and Håkan Hjalmarsson
60th IEEE Conference on Decision and Control (CDC), Austin, TX, USA, 2021.

[C5] On Reducing the Coherence in Sparse System Identification
Javad Parsa, and Håkan Hjalmarsson
59th IEEE Conference on Decision and Control (CDC), Jeju, Korea (South), 2020.

[C4] New Dictionary Learning Methods for Two-Dimensional Signals
Firooz Shahriari-Mehr, Javad Parsa, Massoud Babaie-Zadeh, and Christian Jutten
28th European Signal Processing Conference (EUSIPCO), Amsterdam, Netherlands, 2021.

[C3] Low Mutual and Average Coherence Dictionary Learning Using Convex Approximation
Javad Parsa, Mostafa Sadeghi, Massoud Babaie-Zadeh, and Christian Jutten
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 2020.

[C2] A New Algorithm for Dictionary Learning Based on Convex Approximation
Javad Parsa, Mostafa Sadeghi, Massoud Babaie-Zadeh, and Christian Jutten
27th European Signal Processing Conference (EUSIPCO), A Coruna, Spain, 2019.

[C1] Joint Low Mutual and Average Coherence Dictionary Learning
Javad Parsa, Mostafa Sadeghi, Massoud Babaie-Zadeh, and Christian Jutten
26th European Signal Processing Conference (EUSIPCO), Rome, Italy, 2018.

Thesis

[T1] Estimation and optimal input design in sparse models
Licentiate Thesis, KTH Royal Institute of Technology, Stockholm, Sweden, September 2023