Publications of the Division of Systems and Control
Each list shows the publications since 2014.
Journal Papers
- Deep networks for system identification: A survey. In Automatica, volume 171, Elsevier, 2025. (DOI, Fulltext, fulltext:print).
- Artificial intelligence-enabled electrocardiogram for mortality and cardiovascular risk estimation: a model development and validation study. In The Lancet Digital Health, volume 6, number 11, pp e791-e802, Elsevier, 2024. (DOI, Fulltext, fulltext:print).
- Structured state-space models are deep Wiener modelsStructured state-space models are deep Wiener models. In IFAC-PapersOnLine, volume 58, number 15, pp 247-252, Elsevier, 2024. (DOI).
- Battery Identification With Cubic Spline and Moving Horizon Estimation for Mobile Robots. In IEEE Transactions on Control Systems Technology, volume 32, number 5, pp 1944-1951, Institute of Electrical and Electronics Engineers (IEEE), 2024. (DOI).
- Decoding 2.3 million ECGs: interpretable deep learning for advancing cardiovascular diagnosis and mortality risk stratification. In The European Heart Journal - Digital Health, volume 5, number 3, pp 247-259, Oxford University Press, 2024. (DOI, Fulltext, fulltext:print).
- Kullback-Leibler Divergence-Based Tuning of Kalman Filter for Bias Injection Attacks in an Artificial Pancreas System. In IFAC-PapersOnLine, volume 58, number 4, pp 508-513, Elsevier, 2024. (DOI, Fulltext, fulltext:print).
- Automated data transfer for digital twin applications: Two case studies. In Water environment research, volume 96, number 7, John Wiley & Sons, 2024. (DOI, Fulltext, fulltext:print).
- Machine Learning Based Prediction of Imminent ICP Insults During Neurocritical Care of Traumatic Brain Injury. In Neurocritical Care, Springer, 2024. (DOI, Fulltext, fulltext:print). Publication status: Epub ahead of print
- Simple agents - complex emergent path systems: Agent-based modelling of pedestrian movement. In Environment and planning B: Urban analytics and city science, volume 51, number 2, pp 479-495, Sage Publications, 2024. (DOI, Fulltext, fulltext:print).
- Sociodemographic characteristics and COVID-19 testing rates: spatiotemporal patterns and impact of test accessibility in Sweden. In European Journal of Public Health, volume 34, number 1, pp 14-21, Oxford University Press, 2024. (DOI, Fulltext, fulltext:print).
- Quickest detection of bias injection attacks on the glucose sensor in the artificial pancreas under meal disturbances. In Journal of Process Control, volume 135, Elsevier, 2024. (DOI, Fulltext, fulltext:print).
- Two New Algorithms for Maximum Likelihood Estimation of Sparse Covariance Matrices With Applications to Graphical Modeling. In IEEE Transactions on Signal Processing, volume 72, pp 958-971, Institute of Electrical and Electronics Engineers (IEEE), 2024. (DOI).
- Predicting COVID-19 hospitalizations: The importance of healthcare hotlines, test positivity rates and vaccination coverage. In Spatial and Spatio-temporal Epidemiology, volume 48, Elsevier, 2024. (DOI, Fulltext, fulltext:print).
- Security Allocation in Networked Control Systems under Stealthy Attacks. In IEEE Transactions on Control of Network Systems, Institute of Electrical and Electronics Engineers (IEEE), 2024. (DOI). Publication status: Epub ahead of print
- Closed-form expressions for the pure time delay in terms of the input and output Laguerre spectra. In Automatica, volume 159, Elsevier, 2024. (DOI, Fulltext, fulltext:print).
- Evaluating regression and probabilistic methods for ECG-based electrolyte prediction. In Scientific Reports, volume 14, number 1, Springer Nature, 2024. (DOI, Fulltext, fulltext:print).
- Probabilistic Matching of Real and Generated Data Statistics in Generative Adversarial Networks. In Transactions on Machine Learning Research, 2024. (External link).
- Real-time distributed trajectory planning for mobile robots. In IFAC-PapersOnLine, volume 56, number 2, pp 2152-2157, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- On the trade-off between event-based and periodic state estimation under bandwidth constraints. In IFAC-PapersOnLine, volume 56, number 2, pp 5275-5280, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Continuous Time-Delay Estimation From Sampled Measurements. In IFAC-PapersOnLine, volume 56, number 2, pp 6982-6987, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Design of the Impulsive Goodwin's Oscillator in 1-cycle. In IFAC-PapersOnLine, volume 56, number 2, pp 6660-6665, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Aspects on errors-in-variables identification: Some ways to mitigate a large bias. In IFAC-PapersOnLine, volume 56, number 2, pp 4019-4024, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Discrete-time Linear Time-invariant Distributed Minimum Energy Estimator. In IFAC-PapersOnLine, volume 56, number 2, pp 3856-3861, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Diagnostic Tool for Out-of-Sample Model Evaluation. In Transactions on Machine Learning Research, number 10, OpenReview, 2023. (Article and review in full-text, fulltext:print).
- Privacy and Security in Network Controlled Systems via Dynamic Masking. In IFAC-PapersOnLine, volume 56, number 2, pp 991-996, Elsevier, 2023. (DOI).
- Off-Policy Evaluation with Out-of-Sample Guarantees. In Transactions on Machine Learning Research, 2023.
- Optimal Detector Placement in Networked Control Systems under Cyber-attacks with Applications to Power Networks. In IFAC-PapersOnLine, volume 56, number 2, pp 1820-1826, Elsevier, 2023. (DOI).
- Neural motion planning in dynamic environments. In IFAC-PapersOnLine, volume 56, number 2, pp 10126-10131, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- On the regularization in DeePC. In IFAC-PapersOnLine, volume 56, number 2, pp 625-631, Elsevier, 2023. (DOI).
- The role of long-term power-law memory in controlling large-scale dynamical networks. In Scientific Reports, volume 13, number 1, Springer Nature, 2023. (DOI, Fulltext, fulltext:print).
- Sociodemographic characteristics and COVID-19 testingrates: spatiotemporal patterns and impact of testaccessibility in Sweden. In European Journal of Public Health, 2023.
- Variational Elliptical Processes. In Transactions on Machine Learning Research, 2023. (Article in full-text, Full-text in arXiv, fulltext:print).
- Aiding reinforcement learning for set point control. In IFAC-PapersOnLine, volume 56, number 2, pp 2437-2443, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- How Reliable is Your Regression Model’s Uncertainty Under Real-World Distribution Shifts?. In Transactions on Machine Learning Research, 2023. (External link).
- Leveraging Machine Learning for Disease Diagnoses based on Wearable Devices: A Survey. In IEEE Internet of Things Journal, volume 10, number 24, pp 21959-21981, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Evaluating the effects of the COVID-19 pandemic on electricity consumption patterns in the residential, public, commercial and industrial sectors in Sweden. In Energy and AI, volume 14, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Smoothed State Estimation via Efficient Solution of Linear Equations. In IEEE Transactions on Automatic Control, volume 68, number 10, pp 5877-5889, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- An Online Kullback-Leibler Divergence-Based Stealthy Attack Against Cyber-Physical Systems. In IEEE Transactions on Automatic Control, volume 68, number 6, pp 3672-3679, IEEE, 2023. (DOI).
- Probability elicitation for Bayesian networks to distinguish between intentional attacks and accidental technical failures. In Journal of Information Security and Applications, volume 75, ELSEVIER, 2023. (DOI, fulltext:print).
- Quickest physical watermarking-based detection of measurement replacement attacks in networked control systems. In European Journal of Control, volume 71, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Regularized Linear Regression via Covariance Fitting. In IEEE Transactions on Signal Processing, volume 71, pp 1175-1183, IEEE, 2023. (DOI).
- Probabilistic Estimation of Instantaneous Frequencies of Chirp Signals. In IEEE Transactions on Signal Processing, volume 71, pp 461-476, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Recursive identification of a nonlinear state space model. In International journal of adaptive control and signal processing (Print), volume 37, number 2, pp 447-473, John Wiley & Sons, 2023. (DOI, Fulltext, fulltext:print).
- To calibrate or not to calibrate, that is the question. In Water Research, volume 229, Elsevier, 2023. (DOI, Fulltext, fulltext:print).
- Sequential detection of Replay attacks. In IEEE Transactions on Automatic Control, volume 68, number 3, pp 1941-1948, IEEE, 2023. (DOI).
- Bayesian Monitoring of COVID-19 in Sweden. In Epidemics, volume 45, Elsevier, 2023. (DOI, Fulltext, Pre-print in arXiv, fulltext:print).
- Online Learning for Prediction via Covariance Fitting: Computation, Performance and Robustness. In Transactions on Machine Learning Research, Transactions on Machine Learning Research, 2023. (Publications in full-text).
- Continuous and discrete Volterra-Laguerre models with delay for modeling of smooth pursuit eye movements. In IEEE Transactions on Biomedical Engineering, volume 70, number 1, pp 97-104, IEEE, 2023. (DOI, Fulltext, fulltext:print).
- Neuromuscular controller models for quantifying standing balance in older people: A systematic review. In IEEE Reviews in Biomedical Engineering, volume 16, pp 560-578, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Differentiated mental health patterns in pregnancy during COVID-19 first two waves in Sweden: a mixed methods study using digital phenotyping. In Scientific Reports, volume 12, number 1, Springer Nature, 2022. (DOI, Fulltext, fulltext:print).
- Covariance Matrix Estimation Under Positivity Constraints With Application to Portfolio Selection. In IEEE Signal Processing Letters, volume 29, pp 2487-2491, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Incorporating Sum Constraints into Multitask Gaussian Processes. In Transactions on Machine Learning Research, 2022. (External link).
- False Discovery Rate (FDR) and Familywise Error Rate (FER) Rules for Model Selection in Signal Processing Applications. In IEEE Open Journal of Signal Processing, volume 3, pp 403-416, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI, Fulltext, fulltext:print).
- Special Section on Analysis and control design for neurodynamics. In Annual Reviews in Control, volume 54, pp 324-326, Elsevier, 2022. (DOI).
- Impulsive time series modeling with application to luteinizing hormone data. In Frontiers in Endocrinology, volume 13, Frontiers Media S.A., 2022. (DOI, Fulltext, fulltext:print).
- Minimum structural sensor placement for switched linear time-invariant systems and unknown inputs. In Automatica, volume 146, Elsevier, 2022. (DOI).
- Constrained optimal average power control for wireless transmission. In IEEE Control Systems Letters, volume 6, pp 1922-1927, IEEE, 2022.
- Spatio-temporal predictions of COVID-19 test positivity in Uppsala County, Sweden: a comparative approach. In Scientific Reports, volume 12, number 1, Springer Nature, 2022. (DOI, Fulltext, fulltext:print).
- The Monte-Carlo Sampling Approach to Model Selection: A Primer. In IEEE signal processing magazine (Print), volume 39, number 5, pp 85-92, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Maximum Likelihood Line Spectral Estimation in the Signal Domain: A Rank-Constrained Structured Matrix Recovery Approach. In IEEE Transactions on Signal Processing, volume 70, pp 4156-4169, IEEE, 2022. (DOI).
- A New Graph-Based Fractality Index to Characterize Complexity of Urban Form. In ISPRS International Journal of Geo-Information, volume 11, number 5, MDPI, 2022. (DOI, Fulltext, fulltext:print).
- Joint RFI mitigation and radar echo recovery for one-bit UWB radar. In Signal Processing, volume 193, Elsevier, 2022. (DOI).
- Maximum Likelihood Algorithm for Time-Delay Based Multistatic Target Localization. In IEEE Signal Processing Letters, volume 29, pp 847-851, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Nonlinear System Identification: Learning While Respecting Physical Models Using a Sequential Monte Carlo Method. In IEEE CONTROL SYSTEMS MAGAZINE, volume 42, number 1, pp 75-102, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Exploring the susceptibility of smart farming: Identified opportunities and challenges. In Smart Agricultural Technology, volume 2, Elsevier, 2022. (DOI, Fulltext, fulltext:print).
- Linear time-invariant discrete delay systems in Laguerre domain. In IEEE Transactions on Automatic Control, volume 67, number 5, pp 2677-2683, IEEE, 2022. (DOI).
- Scalable Belief Updating for Urban Air Quality Modeling and Prediction. In ACM/IMS Transactions on Data Science, volume 2, number 1, pp 1-19, Association for Computing Machinery (ACM), 2021. (DOI, Fulltext, fulltext:print).
- Atrial fibrillation risk prediction from the 12-lead electrocardiogram using digital biomarkers and deep representation learning. In The European Heart Journal - Digital Health, volume 2, number 4, pp 576-585, Oxford University Press, 2021. (DOI, Fulltext, fulltext:print).
- Electrocardiographic Predictors of Mortality: Data from a Primary Care Tele-Electrocardiography Cohort of Brazilian Patients. In Hearts, volume 2, number 4, pp 449-458, 2021. (DOI).
- Doubling of a closed invariant curve in an impulsive Goodwin's oscillator with delay. In Chaos, Solitons & Fractals, volume 153, Elsevier, 2021. (DOI).
- Coordinated Average EIRP Control of Radio Transmitters for EMF Exclusion Zone Computation. In IEEE Wireless Communications Letters, volume 10, number 9, pp 2075-2079, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI, External link).
- Recursively Filtered MIMO Transmission With Quadratic Complexity. In IEEE Wireless Communications Letters, volume 10, number 5, pp 929-933, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI, External link).
- Robust localization in wireless networks from corrupted signals. In EURASIP Journal on Advances in Signal Processing, volume 2021, number 1, Springer, 2021. (DOI, Fulltext, fulltext:print).
- Comparing Methods and Defining Practical Requirements for Extracting Harmonic Tidal Components from Groundwater Level Measurements. In Mathematical Geosciences, volume 53, number 6, pp 1147-1169, Springer, 2021. (DOI, Fulltext, fulltext:print).
- Weighted SPICE Algorithms for Range-Doppler Imaging Using One-Bit Automotive Radar. In IEEE Journal on Selected Topics in Signal Processing, volume 15, number 4, pp 1041-1054, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI).
- Using augmented reality technology for balance training in the older adults: a feasibility pilot study. In BMC Geriatrics, volume 21, number 1, BioMed Central (BMC), 2021. (DOI, Fulltext, fulltext:print).
- Information-theoretic waveform design for MIMO radar detection in range-spread clutter. In Signal Processing, volume 182, Elsevier, 2021. (DOI, Fulltext).
- Sensor bias impact on efficient aeration control during diurnal load variations. In Water Science and Technology, volume 83, number 6, pp 1335-1346, 2021. (DOI, Fulltext, fulltext:print).
- A switching multiplicative watermarking scheme for detection of stealthy cyber-attacks. In IEEE Transactions on Automatic Control, volume 66, number 6, pp 2558-2573, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI).
- Hybrid observer with finite-memory output error correction for linear systems under intrinsic impulsive feedback. In Nonlinear Analysis: Hybrid Systems, volume 41, 2021. (DOI).
- Classical labor values: properties of economic reproduction. In World Review of Political Economy, volume 11, number 3, pp 388-414, Pluto Journals, 2020. (DOI).
- Foreword Identification and Control in Biomedical Applications. In IEEE Transactions on Control Systems Technology, volume 28, number 1, pp 1-2, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2020. (DOI).
- Monitoring High-Frequency Data Streams in FinTech: FADO Versus <em>K</em>-means. In IEEE Intelligent Systems, volume 35, number 2, pp 36-42, 2020. (DOI).
- Globally stable delay alignment for feedback control over NR multi-point connections. In IEEE Transactions on Control od Network Systems, volume 7, number 4, pp 1633-1642, 2020. (DOI, External link).
- Time averaged power control of a 4G or a 5G radio base station for RF EMF compliance. In IEEE Access, volume 8, pp 211937-211950, 2020. (DOI).
- Robust Risk Minimization for Statistical Learning From Corrupted Data. In IEEE Open Journal of Signal Processing, volume 1, pp 287-294, 2020. (DOI, Fulltext, fulltext:print).
- On stability and performance of disturbance observer-based-dynamic load torque compensator for assistive exoskeleton: A hybrid approach. In Mechatronics (Oxford), volume 69, 2020. (DOI, Fulltext, fulltext:print).
- A fast instance selection method for support vector machines in building extraction. In Applied Soft Computing, volume 97, 2020. (DOI, Fulltext, fulltext:print).
- Visualisation of 3D Property Data and Assessment of the Impact of Rendering Attributes. In Journal of Geovisualization and Spatial Analysis, volume 4, number 2, 2020. (DOI, Fulltext, fulltext:print).
- On the smoothness of nonlinear system identification. In Automatica, volume 121, 2020. (DOI).
- The Vanishing and Appearing Sources during a Century of Observations Project. I. USNO Objects Missing in Modern Sky Surveys and Follow-up Observations of a "Missing Star". In Astronomical Journal, volume 159, number 1, American Astronomical Society, 2020. (DOI).
- Polynomial nonlinear state space identification of an aero-engine structure. In Computers & structures, volume 238, 2020. (DOI).
- Robust Prediction When Features are Missing. In IEEE Signal Processing Letters, volume 27, pp 720-724, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2020. (DOI).
- Modeling of human smooth pursuit by sparse Volterra models with functionally dependent parameters. In Control Engineering Practice, volume 103, Elsevier BV, 2020. (DOI).
- A multiple motion sensors index for motor state quantification in Parkinson's disease. In Computer Methods and Programs in Biomedicine, volume 189, ELSEVIER IRELAND LTD, 2020. (DOI).
- Polyphase Waveform Design for MIMO Radar Space Time Adaptive Processing. In IEEE Transactions on Signal Processing, volume 68, pp 2143-2154, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2020. (DOI).
- Frequency domain identification of FIR models in the presence of additive input-output noise. In Automatica, volume 115, PERGAMON-ELSEVIER SCIENCE LTD, 2020. (DOI).
- Identifying reionization-epoch galaxies with extreme levels of Lyman continuum leakage in James Webb Space Telescope surveys. In Monthly notices of the Royal Astronomical Society, volume 491, number 4, pp 5277-5286, OXFORD UNIV PRESS, 2020. (DOI).
- Microstructures and mechanical properties of Al2O3/YAG:Ce3+ eutectics with different Ce3+ concentrations grown by HDS method. In Journal of Alloys and Compounds, volume 816, 2020. (DOI).
- Bifurcation analysis for non-local design of a hybrid observer for the impulsive Goodwin's oscillator. In Nonlinear dynamics, volume 100, number 2, pp 1401-1419, 2020. (DOI, Fulltext, fulltext:print).
- Combined <em>L</em><sub>2</sub>-stable feedback and feedforward aeration control in a wastewater treatment plant. In IEEE Transactions on Control Systems Technology, volume 28, number 3, pp 1017-1024, Institute of Electrical and Electronics Engineers (IEEE), 2020. (DOI).
- Nonparametric time-domain tremor quantification with smart phone for therapy individualization. In IEEE Transactions on Control Systems Technology, volume 28, number 1, pp 118-129, 2020. (DOI).
- Online tissue conductivity estimation in Deep Brain Stimulation. In IEEE Transactions on Control Systems Technology, volume 28, number 1, pp 149-162, 2020. (DOI).
- Identification of a Duffing oscillator using particle Gibbs with ancestor sampling. In Journal of Physics, Conference Series, volume 1264, number 1, Institute of Physics Publishing (IOPP), 2019. (DOI, Fulltext, fulltext:print).
- Automated active fault detection in fouled dissolved oxygen sensors. In Water Research, volume 166, PERGAMON-ELSEVIER SCIENCE LTD, 2019. (DOI).
- Evaluation of a sensor algorithm for motor state rating in Parkinson's disease. In Parkinsonism & Related Disorders, volume 64, pp 112-117, ELSEVIER SCI LTD, 2019. (DOI).
- Max-Min Fairness Design for MIMO Interference Channels: A Minorization-Maximization Approach. In IEEE Transactions on Signal Processing, volume 67, number 18, pp 4707-4719, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019. (DOI).
- Particle-based adaptive-lag online marginal smoothing in general state-space models. In IEEE Transactions on Signal Processing, volume 67, number 21, pp 5571-5582, 2019. (DOI).
- Probabilistic approach to limited-data computed tomography reconstruction. In Inverse Problems, volume 35, number 10, 2019. (DOI).
- High-Dimensional Filtering Using Nested Sequential Monte Carlo. In IEEE Transactions on Signal Processing, volume 67, number 16, pp 4177-4188, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019. (DOI).
- Dynamic nonlinear partial least squares modeling using Gaussian process regression. In Industrial & Engineering Chemistry Research, volume 58, number 36, pp 16676-16686, 2019. (DOI, Fulltext).
- Effect Inference From Two-Group Data With Sampling Bias. In IEEE Signal Processing Letters, volume 26, number 8, pp 1103-1106, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019. (DOI).
- Machine learning techniques for monitoring the sludge profile in a secondary settler tank. In Applied water science, volume 9, number 6, 2019. (DOI, Fulltext).
- Neutron transmission strain tomography for non-constant stress-free lattice spacing. In Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, volume 456, pp 64-73, 2019. (DOI).
- Specialized Interior-Point Algorithm for Stable Nonlinear System Identification. In IEEE Transactions on Automatic Control, volume 64, number 6, pp 2442-2456, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019. (DOI).
- RFI Mitigation for UWB Radar Via Hyperparameter-Free Sparse SPICE Methods. In IEEE Transactions on Geoscience and Remote Sensing, volume 57, number 6, pp 3105-3118, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019. (DOI).
- Networked delay control for 5G wireless machine-type communications using multiconnectivity. In IEEE Transactions on Control Systems Technology, volume 27, number 4, pp 1510-1525, 2019. (DOI).
- Loading factor estimation under affine constraints on the covariance eigenvalues with application to radar target detection. In IEEE Transactions on Aerospace and Electronic Systems, volume 55, number 3, pp 1269-1283, 2019. (DOI).
- A user perspective on errors-in-variables methods in system identification. In Control Engineering Practice, volume 89, pp 56-69, 2019. (DOI).
- Monotonicity and robustness in Wiener disorder detection. In Sequential Analysis, volume 38, number 1, pp 57-68, 2019. (DOI, Fulltext).
- Radar detection architecture based on interference covariance structure classification. In IEEE Transactions on Aerospace and Electronic Systems, volume 55, number 2, pp 607-618, 2019. (DOI).
- Oscillations-free PID control of anesthetic drug delivery in neuromuscular blockade. In Computer Methods and Programs in Biomedicine, volume 171, pp 119-131, ELSEVIER IRELAND LTD, 2019. (DOI).
- Source resolvability of spatial-smoothing-based subspace methods: A Hadamard product perspective. In IEEE Transactions on Signal Processing, volume 67, number 10, pp 2543-2553, 2019. (DOI).
- Impulsive model of endocrine regulation with a local continuous feedback. In Mathematical Biosciences, volume 310, pp 128-135, 2019. (DOI).
- Sinusoidal parameter estimation from signed measurements via majorization–minimization based RELAX. In IEEE Transactions on Signal Processing, volume 67, number 8, pp 2173-2186, 2019. (DOI).
- Sampled-data adaptive observer for state-affine systems with uncertain output equation. In Automatica, volume 103, pp 96-105, 2019. (DOI).
- Learning sparse graphs for prediction of multivariate data processes. In IEEE Signal Processing Letters, volume 26, number 3, pp 495-499, 2019. (DOI).
- On model order priors for Bayesian identification of SISO linear systems. In International Journal of Control, volume 92, number 7, pp 1645-1661, 2019. (DOI).
- Getting started with particle Metropolis-Hastings for inference in nonlinear dynamical models. In Journal of Statistical Software, volume 88, number CN2, pp 1-41, 2019. (DOI, Fulltext, fulltext:print).
- Optimal controller/observer gains of discounted-cost LQG systems. In Automatica, volume 101, pp 471-474, Elsevier, 2019. (DOI).
- Calculating Deep Brain Stimulation Amplitudes and Power Consumption by Constrained Optimization. In Journal of Neural Engineering, volume 16, number 1, 2019. (DOI).
- Data Consistency Approach to Model Validation. In IEEE Access, volume 7, pp 59788-59796, Institute of Electrical and Electronics Engineers (IEEE), 2019. (DOI, Fulltext, fulltext:print).
- A disturbance rejection and data rate trade-off in networked data flow control. In European Journal of Control, volume 47, pp 1-10, 2019. (DOI).
- Frequency conditions for stable networked controllers with time-delay. In International Journal of Control, volume 92, number 4, pp 886-895, 2019. (DOI).
- Analysis of photobioreactors in series. In Mathematical Biosciences, volume 306, pp 107-118, ELSEVIER SCIENCE INC, 2018. (DOI).
- Fault signatures and bias progression in dissolved oxygen sensors. In Water Science and Technology, volume 78, number 5, pp 1034-1044, 2018. (DOI, Fulltext, fulltext:print).
- Automated learning with a probabilistic programming language: Birch. In Annual Reviews in Control, volume 46, pp 29-43, Elsevier, 2018. (DOI).
- Maximum likelihood identification of stable linear dynamical systems. In Automatica, volume 96, pp 280-292, 2018. (DOI).
- A stability criterion for switching Lur'e systems with switching-path restrictions. In Automatica, volume 96, pp 337-341, 2018. (DOI).
- NOVIFAST: A Fast Algorithm for Accurate and Precise VFA MRI<em>T</em><sub>1</sub>Mapping. In IEEE Transactions on Medical Imaging, volume 37, number 11, pp 2414-2427, IEEE, 2018. (DOI).
- Modeling and Interpolation of the Ambient Magnetic Field by Gaussian Processes. In IEEE Transactions on robotics, volume 34, number 4, pp 1112-1127, Institute of Electrical and Electronics Engineers (IEEE), 2018. (DOI).
- Assortative interactions revealed by sorting of animal groups. In Animal Behaviour, volume 142, pp 165-179, ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD, 2018. (DOI).
- Lyman continuum leakage versus quenching with the James Webb Space Telescope: the spectral signatures of quenched star formation activity in reionization-epoch galaxies. In Monthly notices of the Royal Astronomical Society, volume 479, number 1, pp 368-376, 2018. (DOI, Fulltext, fulltext:preprint, fulltext:print).
- Probabilistic modelling and reconstruction of strain. In Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, volume 436, pp 141-155, 2018. (DOI).
- Coherent modulation of the sea-level annual cycle in the United States by Atlantic Rossby waves. In Nature Communications, volume 9, Nature Publishing Group, 2018. (DOI, Fulltext, fulltext:print).
- Nonlinear dynamics and entrainment in a continuously forced pulse-modulated model of testosterone regulation. In Nonlinear dynamics, volume 94, number 2, pp 1165-1181, 2018. (DOI, Fulltext).
- Bayesian information criterion for signed measurements with application to sinusoidal signals. In IEEE Signal Processing Letters, volume 25, number 8, pp 1251-1255, 2018. (DOI).
- Learning of state-space models with highly informative observations: A tempered sequential Monte Carlo solution. In Mechanical systems and signal processing, volume 104, pp 915-928, ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD, 2018. (DOI).
- Probabilistic learning of nonlinear dynamical systems using sequential Monte Carlo. In Mechanical systems and signal processing, volume 104, pp 866-883, ACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD, 2018. (DOI).
- Recursive nonlinear-system identification using latent variables. In Automatica, volume 93, pp 343-351, 2018. (DOI).
- Delay skew packet flow control in wireless systems with dual connectivity. In IEEE Transactions on Vehicular Technology, volume 67, number 6, pp 5357-5371, 2018. (DOI).
- Probabilistic forecasting of electricity consumption, photovoltaic power generation and net demand of an individual building using Gaussian Processes. In Applied Energy, volume 213, pp 195-207, 2018. (DOI).
- Individualization of levodopa treatment using a microtablet dispenser and ambulatory accelerometry. In CNS Neuroscience & Therapeutics, volume 24, number 5, pp 439-447, 2018. (DOI).
- Identification of cascade water tanks using a PWARX model. In Mechanical systems and signal processing, volume 106, pp 40-48, 2018. (DOI).
- Optimization-based contact fault alleviation in deep brain stimulation leads. In IEEE transactions on neural systems and rehabilitation engineering, volume 26, number 1, pp 69-76, 2018. (DOI).
- Phase retrieval via the alternating direction method of multipliers. In IEEE Signal Processing Letters, volume 25, number 1, pp 5-9, 2018. (DOI).
- Worst-case prediction performance analysis of the Kalman filter. In IEEE Transactions on Automatic Control, volume 63, number 6, pp 1768-1775, 2018. (DOI).
- Comparison of two hyperparameter-free sparse signal processing methods for direction-of-arrival tracking in the HF97 ocean acoustic experiment. In IEEE Journal of Oceanic Engineering, volume 43, number 3, pp 725-734, 2018. (DOI).
- Globally stable wireless data flow control. In IEEE Transactions on Control of Network Systems, volume 5, number 1, pp 469-478, 2018. (DOI).
- System identification through online sparse Gaussian process regression with input noise. In IFAC Journal of Systems and Control, volume 2, pp 1-11, 2017. (DOI).
- Smoothed State Estimation via Efficient Solution of Linear Equations. In IFAC-PapersOnLine, volume 50, number 1, pp 1613-1618, 2017. (DOI).
- Blocking strategies and stability of particle Gibbs samplers. In Biometrika, volume 104, number 4, pp 953-969, 2017. (DOI, Fulltext, fulltext:print).
- Unmixing hyperspectral data by using signal subspace sampling. In Ultramicroscopy, volume 182, pp 205-211, ELSEVIER SCIENCE BV, 2017. (DOI).
- A Platform for Teaching Sensor Fusion Using a Smartphone. In International journal of engineering education, volume 33, number 2B, pp 781-789, 2017.
- Comments on “Enhanced PUMA for Direction-of-Arrival Estimation and Its Performance Analysis”. In IEEE Transactions on Signal Processing, volume 65, number 22, pp 6113-6114, 2017. (DOI).
- Discrete-time mapping for an impulsive Goodwin oscillator with three delays. In International Journal of Bifurcation and Chaos in Applied Sciences and Engineering, volume 27, number 12, 2017. (DOI).
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Conference Papers
- Experimental Characterization of a Robust Localization Method Based on UWB Ranging. In 2024 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2024, IEEE Instrumentation and Measurement Technology Conference, pp 1-5, Institute of Electrical and Electronics Engineers (IEEE), 2024. (DOI).
- Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models. In 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops CVPRW 2024: Proceedings, IEEE Computer Society Conference on Computer Vision and Pattern Recognition workshops : [proceedings], pp 6641-6651, Institute of Electrical and Electronics Engineers (IEEE), 2024. (DOI, Preprint at arXiv).
- Controlling Vision-Language Models for Multi-Task Image Restoration. In , The International Conference on Learning Representations (ICLR), Vienna, Austria, 2024. (Preprint at ArXiv, fulltext:print).
- Online Learning in Motion Modeling for Intra-interventional Image Sequences. In Medical Image Computing and Computer Assisted Intervention – MICCAI 2024: 27th International Conference, Marrakesh, Morocco, October 6–10, 2024, Proceedings, Part II, volume 15002 of Lecture Notes in Computer Science (LNCS), pp 706-716, Springer, 2024. (DOI, fulltext:preprint).
- Delay Attack and Detection in Feedback Linearized Control Systems. In , Uppsala University, 2024. (fulltext:preprint).
- Logarithmic Feedback Control of Passive Interference. In , Uppsala University, 2024. (fulltext:preprint).
- Convergence in Delayed Recursive Identification of Nonlinear Systems. In , Uppsala University, 2024. (fulltext:preprint).
- Round Trip Time based UAV State Estimation. In Proceedings of European Control Conference, pp 3776-3782, 2024.
- Delay Attack and Detection in Feedback Linearized Control Systems. In Proceedings of European Control Conference, pp 1569-1576, 2024.
- Convergence in Delayed Recursive Identification of Nonlinear Systems. In Proceedings of European Control Conference, pp 914-921, 2024.
- Logarithmic Feedback Control of Passive Interference. In Proceedings of European Control Conference, pp 154-161, 2024.
- Adaptive Robust Learning using Latent Bernoulli Variables. In Proceedings of the 41st International Conference on Machine Learning, volume 235 of Proceedings of Machine Learning Research, pp 23105-23122, PLMR -Proceedings of Machine Learning Research, 2024. (Paper in fulltext, preprint at arXiv, fulltext:postprint).
- Uncertainty Estimation with Recursive Feature Machines. In , 2024.
- Physics-informed neural networks with unknown measurement noise. In Proceedings of Machine Learning Research, pp 235-247, 2024.
- Gaussian inference for data-driven state-feedback design of nonlinear systems. In IFAC PAPERSONLINE, pp 4796-4803, ELSEVIER, 2023. (DOI, Fulltext).
- Regularization properties of adversarially-trained linear regression. In Advances in Neural Information Processing Systems 36 (NeurIPS 2023), Advances in Neural Information Processing Systems, pp 23658-23670, Curran Associates, Inc., 2023. (Paper in fulltext).
- Robust Sequential Detection of Non-stealthy Sensor Deception Attacks in an Artificial Pancreas System. In 2023 62nd IEEE Conference on Decision and Control (CDC), IEEE Conference on Decision and Control, pp 2827-2832, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- On the trade-offs between accuracy, privacy, and resilience in average consensus algorithms. In 2023 62nd IEEE Conference on Decision and Control, (CDC), IEEE Conference on Decision and Control, pp 8026-8031, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Secure State Estimation with Asynchronous Measurements against Malicious Measurement-data and Time-stamp Manipulation. In 2023 62nd IEEE Conference on Decision and Control (CDC), pp 7073-7080, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Feedback Path Delay Attacks and Detection. In Proceedings of the 62nd IEEE Conference on Decision and Control (CDC), Proceedings / IEEE Conference on Decision and Control, pp 3864-3871, Institute of Electrical and Electronics Engineers (IEEE), Singapore, 2023. (DOI).
- On-line Identification of Delay Attacks in Networked Servo Control. In Prep. IFAC World Congress, pp 1041-1047, IFAC Papers Online, 2023.
- Observer-Feedback-Feedforward Controller Structures in Reinforcement Learning. In Prep. IFAC World Congress, pp 6807-6912, IFAC Papers Online, 2023.
- Robust nonlinear set-point control with reinforcement learning. In 2023 American Control Conference (ACC), Proceedings of the American Control Conference, pp 84-91, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI, Pre-print in arXiv).
- Design of the Impulsive Goodwin's Oscillator: A Case Study. In 2023 American Control Conference (ACC), Proceedings of the American Control Conference, pp 3572-3577, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Mitigating Epilepsy by Stabilizing Linear Fractional-Order Systems. In 2023 American Control Conference (ACC), Proceedings of the American Control Conference, pp 2228-2233, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Distributed formation trajectory planning for multi-vehicle systems. In 2023 American Control Conference (ACC), Proceedings of the American Control Conference, pp 1325-1330, Institute of Electrical and Electronics Engineers (IEEE), 2023. (DOI).
- Risk assessment and optimal allocation of security measures under stealthy false data injection attacks. In 2022 IEEE Conference on Control Technology and Applications (CCTA), Control Technology and Applications, pp 1347-1353, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Structural analyses of a parsimonious watermarking policy for data deception attack detection in networked control systems. In 2022 IEEE 61st Conference on Decision and Control (CDC), IEEE Conference on Decision and Control, pp 7648-7655, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Process Monitoring And Fault Detection Using A Soft Sensor For The Return Activated Sludge Flow Rate. In , 2022.
- On keeping the average of an effluent concentration below a limit. In , 2022.
- Bias detectability during sensor validation with grab samples. In , 2022. (Conference information).
- Energy-Efficient Monitoring of Potential Side Effects from COVID-19 Vaccines. In Proceedings: 2022 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing & Communications (GreenCom) and IEEE Cyber, Physical & Social Computing (CPSCom) and IEEE Smart Data (SmartData) and IEEE Congress on Cybermatics (Cybermatics), pp 222-227, IEEE, 2022. (DOI).
- A Zero-Sum Game Framework for Optimal Sensor Placement in Uncertain Networked Control Systems under Cyber-Attacks. In 2022 IEEE 61st Conference on Decision and Control (CDC), Proceedings of the IEEE Conference on Decision & Control, pp 6126-6133, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI, Preprint in arXiv, fulltext:postprint).
- Unimodal vs. Multimodal Prediction of Antenatal Depression from Smartphone-based Survey Data in a Longitudinal Study. In ICMI '22: Proceedings of the 2022 International Conference on Multimodal Interaction, pp 455-467, Association for Computing Machinery (ACM), 2022. (DOI, Fulltext, fulltext:print).
- Sequential Detection of Replay Attacks with a Parsimonious Watermarking Policy. In 2022 American Control Conference (ACC), Proceedings of the American Control Conference, pp 4868-4875, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Risk-averse controller design against data injection attacks on actuators for uncertain control systems. In 2022 AMERICAN CONTROL CONFERENCE (ACC), pp 5037-5042, IEEE, 2022. (DOI).
- Learning Pareto-Efficient Decisions with Confidence. In International Conference on Artificial Intelligence and Statistics, Proceedings of Machine Learning Research, pp 9969-9981, JMLR-JOURNAL MACHINE LEARNING RESEARCH, 2022. (Abstract).
- When Are Errors-in-Variables Aspects Important to Consider in System Identification?. In 2022 European Control Conference (ECC), pp 315-320, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Input Sequence and Parameter Estimation in Impulsive Biomedical Models. In 2022 European Control Conference (ECC), pp 253-258, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Stable Logarithmic Feedback Control of a Disturbance. In , 2022. (fulltext:print).
- Time-delay estimation with non-persistent input. In 30th Mediterranean Conference on Control and Automation (MED), Mediterranean Conference on Control and Automation, pp 251-256, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Noise reduction in Laguerre-domain discrete delay estimation. In 2022 IEEE 61st Conference on Decision and Control (CDC), Proceedings of the IEEE Conference on Decision & Control, pp 6254-6259, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Stochastic Approximation for Identification of Non-Linear Differential-Algebraic Equations with Process Disturbances. In 2022 IEEE 61st Conference on Decision and Control (CDC), Proceedings of the IEEE Conference on Decision & Control, pp 6712-6717, Institute of Electrical and Electronics Engineers (IEEE), 2022. (DOI).
- Time-Varying Normalizing Flows for Dynamical Signals. In , 2022. (External link).
- Advanced Processing of a Blade Vibratory Response Obtained With Tip Timing Method Using Hyperparameter-Free Sparse Estimation Method. In , 2021.
- Impulsive Goodwin's Oscillator Model of Endocrine Regulation: Local Feedback Leads to Multistability. In 2021 7TH INTERNATIONAL CONFERENCE ON EVENT BASED CONTROL, COMMUNICATION, AND SIGNAL PROCESSING (EBCCSP), IEEE, 2021. (DOI).
- Stealthy Cyber-Attack Design Using Dynamic Programming. In 2021 60th IEEE Conference On Decision And Control (CDC), IEEE Conference on Decision and Control, pp 3474-3479, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI).
- Design of multiplicative watermarking against covert attacks. In 2021 60th IEEE CConference On Decision And Control (CDC), IEEE Conference on Decision and Control, pp 4176-4181, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI).
- Willems' fundamental lemma based on second-order moments. In 2021 60th IEEE Conference On Decision And Control (CDC), IEEE Conference on Decision and Control, pp 396-401, Institute of Electrical and Electronics Engineers (IEEE), 2021. (DOI).
- Bayes Control of Hammerstein Systems. In IFAC PapersOnLine, pp 755-760, Elsevier, 2021. (DOI, Fulltext, fulltext:print).
- Inference of Causal Effects when Control Variables are Unknown. In <em>Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence</em>, PMLR 161:1300-1309, 2021., 2020. (External link).
- Initialization of a Disease Transmission Model. In IFAC PapersOnline, pp 839-844, Elsevier BV, 2020. (DOI, Fulltext, fulltext:print).
- Structural Identifiability of a Third-order Continuous System under Impulsive Feedback. In IFAC PapersOnline, pp 16215-16220, Elsevier BV, 2020. (DOI, Fulltext, fulltext:print).
- Laguerre-domain Modeling and Identification of Linear Discrete-time Delay Systems. In IFAC PapersOnline, pp 939-944, ELSEVIER, 2020. (DOI, Fulltext, fulltext:print).
- The Frisch scheme for EIV system identification: time and frequency domain formulations. In IFAC PapersOnline, pp 907-913, Elsevier BV, 2020. (DOI, Fulltext, fulltext:print).
- Blind identification of two-channel FIR systems: a frequency domain approach. In IFAC PapersOnline, pp 914-920, Elsevier BV, 2020. (DOI, Fulltext, fulltext:print).
- Deep Learning and System Identification. In IFAC Papersonline, pp 1175-1181, Elsevier BV, 2020. (DOI, Fulltext, fulltext:print).
- Detection of signs of Parkinson's disease using dynamical features via an indirect pointing device. In IFAC Papersonline, pp 16347-16352, ELSEVIER, 2020. (DOI, Fulltext, fulltext:print).
- Online Model-Based Beat-by-beat Heart Rate Estimation. In 2020 American Control Conference (ACC), Proceedings of the American Control Conference, pp 539-544, 2020. (DOI).
- Patient-Specific Electrocardiogram Monitoring by Model-Based Stochastic Anomaly Detection. In 2020 European Control Conference (ECC), pp 735-740, 2020. (DOI).
- A latent variable approach to heat load prediction in thermal grids. In 2020 European Control Conference (ECC), pp 344-349, 2020. (DOI).
- Laguerre Domain Estimation of an Input Impulse Train to a Continuous Linear Time-invariant System. In 2020 59th IEEE Conference on Decision and Control (CDC), Proceedings of the IEEE Conference on Decision & Control, pp 4622-4627, 2020. (DOI).
- Impulsive Feedback Modeling of Levodopa Pharmacokinetics Subject to Intermittently Interrupted Gastric Emptying. In 2020 American Control Conference (ACC), Proceedings of the American Control Conference, pp 1323-1328, 2020. (DOI).
- Jitter suppression for very low latency feedback control over NR. In IEEE VTC-SPRING 2020, 2020.
- Statistical beam information for mmW positioning. In Proc. IEEE VTC-Spring 2020, 2020.
- Learning Robust Decision Policies from Observational Data. In , 2020. (External link).
- APTER: Aggregated Prognosis Through Exponential Re-weighting. In Computing and Combinatorics, volume 11653 of Lecture Notes in Computer Science (LNCS), pp 425-436, Springer Nature, 2019. (DOI).
- Sensor bias impact on controlling daily variations in wastewater loads. In , 2019.
- Automated active fault detection in fouled dissolved oxygen sensors. In , 2019.
- Sensor bias impact on controlling daily variations in wastewater loads. In , 2019.
- Steady-state data reconciliation of a dynamic process. In , 2019.
- Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding. In Proceedings of the 36th International Conference on Machine Learning, volume 97 of Proceedings of Machine Learning Research, pp 4942-4950, 2019. (Proceedings paper on publisher's website).
- Bayesian identification of state-space models via adaptive thermostats. In 2019 IEEE 58th conference on decision and control (CDC), IEEE Conference on Decision and Control, pp 7382-7388, IEEE, 2019.
- Nonlinear dynamics of a positive hybrid observer for the impulsive Goodwin's oscillator: a design study. In 2019 IEEE 58th conference on decision and control (CDC), IEEE Conference on Decision and Control, pp 1893-1898, IEEE, 2019.
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PhD Theses
- Tailoring Gaussian processes and large-scale optimisation. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 2146, Acta Universitatis Upsaliensis, Uppsala, 2022. (fulltext, preview image).
- Robust machine learning methods. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 2147, Acta Universitatis Upsaliensis, Uppsala, 2022. (fulltext, preview image).
- Deep probabilistic models for sequential and hierarchical data. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 2139, Acta Universitatis Upsaliensis, Uppsala, 2022. (fulltext, preview image, fulltext).
- Sensor Fault Detection and Process Monitoring in Water Resource Recovery Facilities. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 145, Acta Universitatis Upsaliensis, Uppsala, 2021. (fulltext, preview image, errata).
- Hybrid observers for systems with intrinsic pulse-modulated feedback. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1812, Acta Universitatis Upsaliensis, Uppsala, 2019. (fulltext, preview image).
- Machine learning with state-space models, Gaussian processes and Monte Carlo methods. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1709, Acta Universitatis Upsaliensis, Uppsala, 2018. (fulltext, preview image).
- Model-based optimization for individualized deep brain stimulation. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1659, Acta Universitatis Upsaliensis, Uppsala, 2018. (fulltext, preview image).
- Modeling and identification of nonlinear and impulsive systems. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 127, Acta Universitatis Upsaliensis, Uppsala, 2016. (fulltext, preview image).
- Identification using Convexification and Recursion. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 123, Acta Universitatis Upsaliensis, Uppsala, 2016. (fulltext, preview image).
- Input-Output Stability Analysis of Networked Control Systems. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 119, Acta Universitatis Upsaliensis, Uppsala, 2016. (fulltext, preview image).
- Identification Techniques for Mathematical Modeling of the Human Smooth Pursuit System. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 115, Acta Universitatis Upsaliensis, Uppsala, 2015. (fulltext, preview image).
- Contributions to Signal Processing for MRI. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 113, Acta Universitatis Upsaliensis, Uppsala, 2015. (fulltext, preview image).
- Parallel Stochastic Estimation on Multicore Platforms. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 111, Acta Universitatis Upsaliensis, Uppsala, 2015. (fulltext, preview image).
- Nonlinear Modeling and Feedback Control of Drug Delivery in Anesthesia. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1187, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
- Modelling and Control Methods with Applications to Mechanical Waves. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1174, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
- Signal Design for Active Sensing and Communications. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 108, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
- Nonlinear System Identification and Control Applied to Selective Catalytic Reduction Systems. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 106, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
- Ammonium Feedback Control in Wastewater Treatment Plants. Ph.D. thesis, Uppsala Dissertations from the Faculty of Science and Technology nr 104, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
- On Identification of Biological Systems. Ph.D. thesis, Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology nr 1117, Acta Universitatis Upsaliensis, Uppsala, 2014. (fulltext, preview image).
Licentiate Theses
- Modeling and Estimation of Impulsive Biomedical Systems. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2023-001, Department of Information Technology, Uppsala University, 2023. (fulltext).
- Security Allocation in Networked Control Systems. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2023-003, Uppsala universitet, Uppsala, 2023. (fulltext).
- Calibration of Probabilistic Predictive Models. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2020-006, Uppsala University, Uppsala, 2020. (External link, fulltext).
- Machine learning for spatially varying data. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2020-004, Uppsala University, Uppsala, 2020. (fulltext).
- Deep learning applied to system identification: A probabilistic approach. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2019-007, Uppsala University, 2019. (fulltext).
- Tailoring Gaussian processes for tomographic reconstruction. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2019-005, Uppsala University, 2019. (fulltext).
- Volterra modeling of the human smooth pursuit system in health and disease. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2019-003, Uppsala University, 2019. (fulltext).
- Modeling and assessment of human balance and movement disorders using inertial sensors. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2018-003, Uppsala University, 2018. (fulltext).
- Ammonium based aeration control in wastewater treatment plants: Modelling and controller design. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2018-002, Uppsala University, 2018. (fulltext).
- Fault detection in water resource recovery facilities. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2017-003, Uppsala University, 2017. (fulltext).
- Hybrid observers for systems with intrinsic pulse-modulated feedback. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2017-001, Uppsala University, 2017. (fulltext).
- Learning probabilistic models of dynamical phenomena using particle filters. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2016-011, Uppsala University, 2016. (fulltext).
- Mathematical modeling for optimization of Deep Brain Stimulation. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2016-002, Uppsala University, 2016. (fulltext).
- Pulse-modulated feedback in mathematical modeling and estimation of endocrine systems. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2014-006, Uppsala University, 2014. (fulltext).
- On some sparsity related problems and the randomized Kaczmarz algorithm. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2014-003, Uppsala University, 2014. (fulltext).
- Output feedback control: Some methods and applications. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2014-002, Uppsala University, 2014. (fulltext).
- Mathematical modeling of the human smooth pursuit system. Licentiate thesis, IT licentiate theses / Uppsala University, Department of Information Technology nr 2014-001, Uppsala University, 2014. (fulltext).
Technical reports
- Relations Between Prediction Error and Maximum Likelihood Methods in an Error-in-Variables Setting. Extended version with full proofs. Technical report / Department of Information Technology, Uppsala University nr 2023-003, Department of Information Technology, Uppsala University, 2023. (fulltext).
- MATLAB Software for Nonlinear and Delayed Recursive Identification: Revision 2. Technical report / Department of Information Technology, Uppsala University nr 2022-002, Uppsala universitet, Uppsala, 2022. (Report in fulltext, fulltext).
- MATLAB Software for Recursive Identification and Scaling Using a Structured Nonlinear Black-box Model: Revision 7. Technical report / Department of Information Technology, Uppsala University nr 2021-008, Uppsala universitet, Uppsala, 2021. (Report in fulltext, fulltext).
- Identification of two-dimensional complex sinusoids in white noise: a state-space frequency approach. Technical report / Department of Information Technology, Uppsala University nr 2018-007, Department of Information Technology, Uppsala University, 2018. (fulltext).
- Nonlinear system identification of the dissolved oxygen to effluent ammonium dynamics in an activated sludge process. Technical report / Department of Information Technology, Uppsala University nr 2018-011, Uppsala universitet, Uppsala, 2018. (Report in fulltext, fulltext).
- Identification of two-dimensional complex sinusoids in white noise: a state-space frequency approach. Technical report / Department of Information Technology, Uppsala University nr 2017-021, Department of Information Technology, Uppsala University, 2017. (fulltext).
- Coupled electric drives data set and reference models. Technical report / Department of Information Technology, Uppsala University nr 2017-024, 2017. (External link, fulltext).
- Stability properties of a MIMO data flow controller. University of Newcastle, Australia, 2017. (External link).
- Parametric convergence analysis of an adaptive filtering algorithm with output quantization. Technical report / Department of Information Technology, Uppsala University nr 2017-011, 2017. (External link, fulltext).
- MATLAB Software for Nonlinear and Delayed Recursive Identification: Revision 1. Technical report / Department of Information Technology, Uppsala University nr 2017-007, Uppsala universitet, Uppsala, 2017. (Report in fulltext, fulltext).
- Comparing two recent particle filter implementations of Bayesian system identification. Technical report / Department of Information Technology, Uppsala University nr 2016-008, 2016. (fulltext).
- A tradeoff between data rate and regulation performance in networked data flow control. Technical report / Department of Information Technology, Uppsala University nr 2016-003, Uppsala University, Uppsala, 2016. (fulltext).
- Constraints on nonlinear <em>L</em><sub>2</sub>-stable networked control. Technical report / Department of Information Technology, Uppsala University nr 2015-013, Uppsala universitet, 2015. (Report in full-text, fulltext).
- Delay-independent stability criteria for networked control systems. Technical report / Department of Information Technology, Uppsala University nr 2015-018, Uppsala University, Uppsala, 2015. (External link, fulltext).
- Constraints in nonlinear <em>L</em><sub>2</sub>-stable networked control. Technical report / Department of Information Technology, Uppsala University nr 2015-013, Uppsala University, Uppsala, 2015. (fulltext).
- MATLAB Software for Identification of Nonlinear Autonomous Systems: Revision 1. Technical report / Department of Information Technology, Uppsala University nr 2014-014, Uppsala universitet, 2014. (Report in full-text, fulltext).
- A Recursive Method for Enumeration of Costas Arrays. 2014. (fulltext).
- Identifiability and limit cycles. Technical report / Department of Information Technology, Uppsala University nr 2014-016, Uppsala University, uppsala, 2014. (External link, fulltext).
- MATLAB Software for Identification of Nonlinear Autonomous Systems: Revision 1. Technical report / Department of Information Technology, Uppsala University nr 2014-014, Uppsala universitet, Uppsala, 2014. (Report in fulltext, fulltext).
- On a limitation in networked flow control. Technical report / Department of Information Technology, Uppsala University nr 2014-009, 2014. (External link, fulltext).