2026
Journal Articles
Novel sufficient conditions for the local stability of non-isothermal continuous homogeneous reaction systems
Computers and Chemical Engineering. 2026. Vol. 205, p. 109462. DOI : 10.1016/j.compchemeng.2025.109462.Physically-bounded distributionally robust chance-constrained dispatch approach for power system with renewable power-to-ammonia
Applied Energy. 2026. Vol. 402, p. 126972. DOI : 10.1016/j.apenergy.2025.126972.2025
Journal Articles
Feedback-Based Optimization of Batch PolymerizationâA Comparison of Run-to-Run and Online Implementations
Industrial & Engineering Chemistry Research. 2025. DOI : 10.1021/acs.iecr.5c02270.A commissioning-oriented approach to data-driven modeling of buildings with heat pumps for predictive demand response
Journal of Building Engineering. 2025. Vol. 111. DOI : 10.1016/j.jobe.2025.113016.A multi-modal nocturnal radiative cooling and solar-assisted heating system with model predictive control
Energy and Buildings. 2025. Vol. 343, p. 115883. DOI : 10.1016/j.enbuild.2025.115883.Adaptive data-driven prediction in a building control hierarchy: A case study of demand response in Switzerland
Energy and Buildings. 2025. Vol. 333, p. 115498. DOI : 10.1016/j.enbuild.2025.115498.Advancing Distributed AC Optimal Power Flow for Integrated Transmission-Distribution Systems
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING. 2025. Vol. 12, num. 2, p. 1210 – 1223. DOI : 10.1109/TNSE.2025.3526206.A shortcut model for batch distillation columns using pertinent effective factors
Chemical Engineering Science. 2025. Vol. 304, p. 120978. DOI : 10.1016/j.ces.2024.120978.Microservice Migration in Hybrid Satellite-Terrestrial Networks for Autonomous Vehicles
Journal of Communications and Information Networks. 2025. Vol. 10, num. 1, p. 1 – 14. DOI : 10.23919/JCIN.2025.10964099.Robustly Learning Regions of Attraction From Fixed Data
IEEE Transactions on Automatic Control. 2025. Vol. 70, num. 3, p. 1576 – 1591. DOI : 10.1109/TAC.2024.3462528.Model predictive building climate control for mitigating heat pump noise pollution
European Journal of Control. 2025. p. 101323. DOI : 10.1016/j.ejcon.2025.101323.Microservice Deployment in Space Computing Power Networks via Robust Reinforcement Learning
IEEE Transactions on Mobile Computing. 2025. p. 1 – 17. DOI : 10.1109/tmc.2025.3607488.Conference Papers
Brunovsky Riccati Recursion for Linear Model Predictive Control
2025. 2025 American Control Conference, Denver, CO, USA, 2025-07-08 – 2025-07-10. p. 3367 – 3372. DOI : 10.23919/acc63710.2025.11107756.SAI: Latency-Aware Satellite Edge LAM Inference with Looped Transformer
2025. IEEE International Conference on Communications, Montreal, QC, Canada, 2025-06-08 – 2025-06-12. p. 2472 – 2477. DOI : 10.1109/icc52391.2025.11161072.Cooperative Distributed Model Predictive Control for Embedded Systems: Experiments with Hovercraft Formations
2025. 2025 IEEE International Conference on Robotics and Automation, Atlanta, GA, USA, 2025-05-19 – 2025-05-23. p. 11377 – 11383. DOI : 10.1109/icra55743.2025.11128032.Optical Arbitrary Waveform Generation (OAWG) Using Self-Injection-Locked RF-Synchronized Kerr Soliton Microcombs
2025. Conference on Lasers and Electro-Optics 2025, Long Beach, CA, US, 2025-05-04 – 2025-05-09. DOI : 10.1364/cleo_si.2025.ss164_1.Chip-Scale Optical Frequency Combs for Ultra-Broadband Signal Processing and High-Speed Optical Communications
2025. 25th Anniversary International Conference on Transparent Optical Networks (ICTON 2025), Barcelona, Spain, 2025-07-06 – 2025-07-10. DOI : 10.1109/ICTON67126.2025.11125348.Safe Physics-informed Machine Learning for Dynamics and Control
2025. 2025 American Control Conference, Denver, CO, USA, 2025-07-08 – 2025-07-10. p. 591 – 606. DOI : 10.23919/ACC63710.2025.11107836.Theses
Bayesian Optimization with Constraints, Structure and Human Feedback
Lausanne, EPFL, 2025.Applications of Data-driven Predictive Control to Building Energy Systems
Lausanne, EPFL, 2025.2024
Journal Articles
On speeding-up modifier-adaptation schemes for real-time optimization
Computers and Chemical Engineering. 2024. Vol. 191, p. 108839. DOI : 10.1016/j.compchemeng.2024.108839.Ensuring data privacy in AC Optimal Power Flow with a distributed co-simulation framework
Electric Power Systems Research. 2024. Vol. 235, p. 110710. DOI : 10.1016/j.epsr.2024.110710.SOStab: A Matlab toolbox for transient stability analysis
Electric Power Systems Research. 2024. Vol. 235, p. 110812. DOI : 10.1016/j.epsr.2024.110812.Risk-aware scheduling and dispatch of flexibility events in buildings
Sustainable Energy, Grids and Networks. 2024. Vol. 39, p. 101512. DOI : 10.1016/j.segan.2024.101512.Real-time coordination of integrated transmission and distribution systems: Flexibility modeling and distributed NMPC scheduling
Electric Power Systems Research. 2024. Vol. 234, p. 110627. DOI : 10.1016/j.epsr.2024.110627.Data-Driven Joint Distributionally Robust Chance-Constrained Operation for Multiple Integrated Electricity and Heating Systems
IEEE Transactions on Sustainable Energy. 2024. Vol. 15, num. 3, p. 1782 – 1798. DOI : 10.1109/TSTE.2024.3379162.A Peer-to-peer Joint Energy and Reserve Market Considering Renewable Generation Uncertainty: a Generalized Nash Equilibrium Approach
ENERGY CONVERSION AND ECONOMICS. 2024. Vol. 5, num. 3, p. 179 – 192. DOI : 10.1049/enc2.12121.Violation-aware contextual Bayesian optimization for controller performance optimization with unmodeled constraints
Journal Of Process Control. 2024. Vol. 138, p. 103212. DOI : 10.1016/j.jprocont.2024.103212.One-Bit Byzantine-Tolerant Distributed Learning via Over-The-Air Computation
IEEE Transactions on Wireless Communications. 2024. Vol. 23, num. 6, p. 5441 – 5455. DOI : 10.1109/TWC.2023.3326438.Decentralized Over-the-Air Federated Learning by Second-Order Optimization Method
IEEE Transactions on Wireless Communications. 2024. Vol. 23, num. 6, p. 5632 – 5647. DOI : 10.1109/TWC.2023.3327610.Lower Bounds on the Noiseless Worst-Case Complexity of Efficient Global Optimization
Journal of Optimization Theory and Applications. 2024. Vol. 201, num. 2, p. 583 – 608. DOI : 10.1007/s10957-024-02399-1.Federated Reinforcement Learning for Electric Vehicles Charging Control on Distribution Networks
Ieee Internet Of Things Journal. 2024. Vol. 11, num. 3, p. 5511 – 5525. DOI : 10.1109/JIOT.2023.3306826.Data-driven adaptive building thermal controller tuning with constraints: A primal-dual contextual Bayesian optimization approach
Applied Energy. 2024. Vol. 358, p. 122493. DOI : 10.1016/j.apenergy.2023.122493.SIMBa: System Identification Methods Leveraging Backpropagation
IEEE Transactions on Control Systems Technology. 2024. DOI : 10.1109/TCST.2024.3477301.Minimizing Emission for Timely Heavy-Duty Truck Transportation
IEEE Transactions on Intelligent Transportation Systems:7cbfb63e-09a2-4b42-9ad5-44c3eda9338d. 2024. DOI : 10.1109/TITS.2024.3509899.On Continuation and Convex Lyapunov Functions
IEEE Transactions on Automatic Control. 2024. Vol. 69, num. 10, p. 6895 – 6906. DOI : 10.1109/TAC.2024.3381913.A Distributionally Robust Model Predictive Control for Static and Dynamic Uncertainties in Smart Grids
IEEE Transactions on Smart Grid. 2024. Vol. 15, num. 5, p. 4890 – 4902. DOI : 10.1109/TSG.2024.3383396.Conference Papers
Online Feedback Optimization over Networks: A Distributed Model-free Approach
2024. 63rd IEEE Conference on Decision and Control, Milan, Italy, 2024-12-16 – 2024-12-19. p. 2403 – 2408. DOI : 10.1109/cdc56724.2024.10886448.Dynamic Communication in Multi-Agent Reinforcement Learning via Information Bottleneck
2024. GLOBECOM 2024 – 2024 IEEE Global Communications Conference, Cape Town, South Africa, 2024-12-08 – 2024-12-12. p. 4884 – 4889. DOI : 10.1109/globecom52923.2024.10901017.On identifying the non-linear dynamics of a hovercraft using an end-to-end deep learning approach
2024. 20 IFAC Symposium on System Identification, Boston, United States, 2024-07-17 – 2024-07-19. DOI : 10.1016/j.ifacol.2024.08.543.Efficient Recursive Data-enabled Predictive Control
2024. 2024 European Control Conference (ECC), Stockholm, 2024-06-25 – 2024-06-28. p. 880 – 887. DOI : 10.23919/ECC64448.2024.10590886.Microservice Deployment for Satellite Edge AI Inference via Deep Reinforcement Learning
2024. 35 IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, Valencia, Spain, 2024-09-02 – 2024-09-05. DOI : 10.1109/PIMRC59610.2024.10817161.Stable Linear Subspace Identification: A Machine Learning Approach
2024. European Control Conference, Stockholm, Sweden, 2024-06-25 – 2024-06-28. p. 3539 – 3544. DOI : 10.23919/ECC64448.2024.10590843.Using Flexibility Envelopes for the Demand-Side Hierarchical Optimization of District Heating Networks
2024. European Control Conference, Stockholm, Sweden, 2024-06-25 – 2024-06-28. p. 273 – 278. DOI : 10.23919/ECC64448.2024.10590851.Real-time Pricing Mechanism for V2G Using Distributed Bilevel Optimization
2024. 63rd IEEE Conference on Decision and Control, Milan, Italy, 2024-12-16 – 2024-12-19. p. 4629 – 4634. DOI : 10.1109/cdc56724.2024.10886533.Theses
Quantifying the Unknown: Data-Driven Approaches and Applications in Energy Systems
Lausanne, EPFL, 2024.Fusing Pre-existing Knowledge and Machine Learning for Enhanced Building Thermal Modeling and Control
Lausanne, EPFL, 2024.2023
Journal Articles
Distributed data-driven predictive control for cooperatively smoothing mixed traffic flow
Transportation Research Part C-Emerging Technologies. 2023. Vol. 155, p. 104274. DOI : 10.1016/j.trc.2023.104274.A Proximal-Point Lagrangian-Based Parallelizable Nonconvex Solver for Bilinear Model Predictive Control
Ieee Transactions On Control Systems Technology. 2023. DOI : 10.1109/TCST.2023.3291537.Self-triggered Control with Energy Harvesting Sensor Nodes
Acm Transactions On Cyber-Physical Systems. 2023. Vol. 7, num. 3, p. 20. DOI : 10.1145/3597311.Decentralized coordination between active distribution network and multi-microgrids through a fast decentralized adjustable robust operation framework
Sustainable Energy Grids & Networks. 2023. Vol. 34, p. 101068. DOI : 10.1016/j.segan.2023.101068.Perceptive Locomotion Through Nonlinear Model-Predictive Control
Ieee Transactions On Robotics. 2023. DOI : 10.1109/TRO.2023.3275384.Differential Evolution and Fuzzy-Logic-Based Predictive Algorithm for V2G Charging Stations
Applied Sciences-Basel. 2023. Vol. 13, num. 10, p. 5921. DOI : 10.3390/app13105921.Towards scalable physically consistent neural networks: An application to data-driven multi-zone thermal building models
Applied Energy. 2023. Vol. 340, p. 121071. DOI : 10.1016/j.apenergy.2023.121071.Adaptive Robust Data-Driven Building Control via Bilevel Reformulation: An Experimental Result
Ieee Transactions On Control Systems Technology. 2023. DOI : 10.1109/TCST.2023.3259641.Ride the Tide of Traffic Conditions: Opportunistic Driving Improves Energy Efficiency of Timely Truck Transportation
IEEE Transactions on Intelligent Transportation Systems. 2023. DOI : 10.1109/TITS.2023.3244757.Fault Detection via Occupation Kernel Principal Component Analysis
Ieee Control Systems Letters. 2023. Vol. 7, p. 2695 – 2700. DOI : 10.1109/LCSYS.2023.3287568.On the Optimality and Convergence Properties of the Iterative Learning Model Predictive Controller
IEEE Transactions on Automatic Control. 2023. Vol. 68, num. 1, p. 556 – 563. DOI : 10.1109/TAC.2022.3148227.Optimizing Two-Truck Platooning With Deadlines
IEEE Transactions on Intelligent Transportation Systems. 2023. Vol. 24, num. 1, p. 694 – 705. DOI : 10.1109/TITS.2022.3213549.Stability Verification of Neural Network Controllers using Mixed-Integer Programming
IEEE Transactions on Automatic Control. 2023. Vol. 68, num. 12, p. 7514 – 7529. DOI : 10.1109/TAC.2023.3283213.Physically Consistent Multiple-Step Data-Driven Predictions Using Physics-Based Filters
Ieee Control Systems Letters. 2023. Vol. 7, p. 1885 – 1890. DOI : 10.1109/LCSYS.2023.3282987.Conference Papers
Frequency domain LPV controller synthesis for a positioning system with uncertain scheduling parameters
2023. 22nd World Congress of the International Federation of Automatic Control (IFAC World Congress 2023), Yokohama, Japan, July 09-14, 2023. p. 1363 – 1369. DOI : 10.1016/j.ifacol.2023.10.1788.Lessons Learned from Data-Driven Building Control Experiments: Contrasting Gaussian Process-based MPC, Bilevel DeePC, and Deep Reinforcement Learning
2023. 2022 IEEE 61st Conference on Decision and Control (CDC). DOI : 10.1109/CDC51059.2022.9992445.Physically Consistent Neural ODEs for Learning Multi-Physics Systems
2023. 22nd IFAC World Congress, Yokohama, Japan, July 9-14, 2023. p. 5855 – 5860. DOI : 10.1016/j.ifacol.2023.10.079.PIQP: A Proximal Interior-Point Quadratic Programming Solver
2023. 62nd IEEE Conference on Decision and Control (CDC), Singapore, SINGAPORE, DEC 13-15, 2023. p. 1088 – 1093. DOI : 10.1109/CDC49753.2023.10383915.Physics-Informed Machine Learning for Modeling and Control of Dynamical Systems
2023. American Control Conference (ACC), San Diego, CA, May 31-Jun 02, 2023. p. 3735 – 3750. DOI : 10.23919/ACC55779.2023.10155901.Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models
2023. American Control Conference (ACC), San Diego, CA, May 31-Jun 02, 2023. p. 583 – 590. DOI : 10.23919/ACC55779.2023.10156041.Relaxed Recentered Log-Barrier Function based Nonlinear Model Predictive Control
2023. European Control Conference, Bucharest, Romania, June 13-16, 2023. DOI : 10.23919/ECC57647.2023.10178416.Hypergraph-Based Fast Distributed AC Power Flow Optimization
2023. 62nd IEEE Conference on Decision and Control (CDC), Singapore, SINGAPORE, DEC 13-15, 2023. p. 4572 – 4579. DOI : 10.1109/CDC49753.2023.10383354.Computationally Efficient Reinforcement Learning: Targeted Exploration leveraging Simple Rules
2023. 62nd IEEE Conference on Decision and Control (CDC), Singapore, December 13-15, 2023. DOI : 10.1109/CDC49753.2023.10383956.Federated Linear Bandit Learning via Over-the-air Computation
2023. IEEE Conference on Global Communications (IEEE GLOBECOM) – Intelligent Communications for Shared Prosperity, Kuala Lumpur, MALAYSIA, DEC 04-08, 2023. p. 1363 – 1368. DOI : 10.1109/GLOBECOM54140.2023.10437441.Primal-Dual Contextual Bayesian Optimization for Control System Online Optimization with Time-Average Constraints
2023. 62nd IEEE Conference on Decision and Control (CDC), Singapore, SINGAPORE, DEC 13-15, 2023. p. 4112 – 4117. DOI : 10.1109/CDC49753.2023.10383653.CONFIG: Constrained Efficient Global Optimization for Closed-Loop Control System Optimization with Unmodeled Constraints
2023. 22nd World Congress of the International Federation of Automatic Control (IFAC World Congress 2023), Yokohama, Japan, July 09-14, 2023. p. 513 – 518. DOI : 10.1016/j.ifacol.2023.10.1619.Peak Value-at-Risk Estimation for Stochastic Differential Equations using Occupation Measures
2023. 62nd IEEE Conference on Decision and Control (CDC), Singapore, SINGAPORE, DEC 13-15, 2023. p. 4836 – 4842. DOI : 10.1109/CDC49753.2023.10383958.Theses
Machine Learning Methods for Robust Uncertainty Quantification and Controller Approximation
Lausanne, EPFL, 2023.Data-driven Methods for Control: from Linear to Lifting
Lausanne, EPFL, 2023.2022
Journal Articles
Stokes, Gibbs, and Volume Computation of Semi-Algebraic Sets
Discrete & Computational Geometry. 2022. DOI : 10.1007/s00454-022-00462-0.Asynchronous decentralized adjustable robust operation for multi-area integrated electricity-gas systems considering wind power uncertainty
International Journal Of Electrical Power & Energy Systems. 2022. Vol. 147, p. 108882. DOI : 10.1016/j.ijepes.2022.108882.Robust Uncertainty Bounds in Reproducing Kernel Hilbert Spaces: A Convex Optimization Approach
2022. DOI : 10.1109/TAC.2022.3227907.Over-the-Air Federated Learning via Second-Order Optimization
Ieee Transactions On Wireless Communications. 2022. Vol. 21, num. 12, p. 10560 – 10575. DOI : 10.1109/TWC.2022.3185156.Data-driven distributionally robust joint chance-constrained energy management for multi-energy microgrid
Applied Energy. 2022. Vol. 326, p. 119939. DOI : 10.1016/j.apenergy.2022.119939.Distributed Optimal Power Flow for VSC-MTDC Meshed AC/DC Grids Using ALADIN
IEEE Transactions on Power Systems. 2022. Vol. 37, num. 6, p. 4861 – 4873. DOI : 10.1109/TPWRS.2022.3155866.Experimental data-driven model predictive control of a hospital HVAC system during regular use
Energy And Buildings. 2022. Vol. 271, p. 112316. DOI : 10.1016/j.enbuild.2022.112316.Physically Consistent Neural Networks for building thermal modeling: Theory and analysis
Applied Energy. 2022. Vol. 325, p. 119806. DOI : 10.1016/j.apenergy.2022.119806.Parallel MPC for Linear Systems With State and Input Constraints
Ieee Control Systems Letters. 2022. Vol. 7, p. 229 – 234. DOI : 10.1109/LCSYS.2022.3188357.Distributed adjustable robust optimal power-gas flow considering wind power uncertainty
International Journal Of Electrical Power & Energy Systems. 2022. Vol. 139, p. 107963. DOI : 10.1016/j.ijepes.2022.107963.Distributionally Robust Joint Chance-Constrained Dispatch for Integrated Transmission-Distribution Systems via Distributed Optimization
Ieee Transactions On Smart Grid. 2022. Vol. 13, num. 3, p. 2132 – 2147. DOI : 10.1109/TSG.2022.3150412.Scheduling Delays and Curtailment for Household Appliances With Deterministic Load Profiles Using MPC
Ieee Control Systems Letters. 2022. Vol. 6, p. 3301 – 3306. DOI : 10.1109/LCSYS.2022.3183826.Data-Driven Input Reconstruction and Experimental Validation
Ieee Control Systems Letters. 2022. Vol. 6, p. 3259 – 3264. DOI : 10.1109/LCSYS.2022.3184904.Data-driven control of room temperature and bidirectional EV charging using deep reinforcement learning: Simulations and experiments
Applied Energy. 2022. Vol. 307, p. 118127. DOI : 10.1016/j.apenergy.2021.118127.Communication-Efficient Stochastic Zeroth-Order Optimization for Federated Learning
Ieee Transactions On Signal Processing. 2022. Vol. 70, p. 5058 – 5073. DOI : 10.1109/TSP.2022.3214122.Conference Papers
Near-optimal Deep Reinforcement Learning Policies from Data for Zone Temperature Control
2022. 17th International Conference on Control & Automation (ICCA), Naples, Italy, June 27-30, 2022. p. 698 – 703. DOI : 10.1109/ICCA54724.2022.9831914.Coordinating Active Distribution Networks with Multi-Microgrids: An ADMM-based Decentralized Adjustable Robust Operation Model
2022. 2022 International Conference on Power Energy Systems and Applications (ICoPESA), [Virtual], 25-27 February 2022. DOI : 10.1109/ICoPESA54515.2022.9754429.Real-time Nonlinear MPC Strategy with Full Vehicle Validation for Autonomous Driving
2022. American Control Conference (ACC), Atlanta, GA, Jun 08-10, 2022. p. 1982 – 1987. DOI : 10.23919/ACC53348.2022.9867514.Optimal Thrust Vector Control of an Electric Small-Scale Rocket Prototype
2022. IEEE International Conference on Robotics and Automation (ICRA), Philadelphia, PA, May 23-27, 2022. p. 1996 – 2002. DOI : 10.1109/ICRA46639.2022.9811938.VABO: Violation-Aware Bayesian Optimization for Closed-Loop Control Performance Optimization with Unmodeled Constraints
2022. American Control Conference (ACC), Atlanta, GA, Jun 08-10, 2022. p. 5288 – 5293. DOI : 10.23919/ACC53348.2022.9867298.Rapid Scalable Distributed Power Flow with Open-Source Implementation
2022. 9th IFAC Conference on Networked Systems (NECSYS), Zurich, SWITZERLAND, Jul 05-07, 2022. p. 145 – 150. DOI : 10.1016/j.ifacol.2022.07.250.Theses
Real-Time Nonlinear Model Predictive Control for Fast Mechatronic Systems
Lausanne, EPFL, 2022.Working Papers
Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models
2022
Optimal Thrust Vector Control of an Electric Small-Scale Rocket Prototype
2022
2021
Journal Articles
Scalable Bayesian optimization for model calibration: Case study on coupled building and HVAC dynamics
Energy And Buildings. 2021. Vol. 253, p. 111460. DOI : 10.1016/j.enbuild.2021.111460.Deterministic error bounds for kernel-based learning techniques under bounded noise
Automatica. 2021. Vol. 134, p. 109896. DOI : 10.1016/j.automatica.2021.109896.A Matlab toolbox for scaled-generic modeling of shoulder and elbow
Scientific Reports. 2021. Vol. 11, num. 1, p. 20806. DOI : 10.1038/s41598-021-99856-y.Towards global optimal control via Koopman lifts
Automatica. 2021. Vol. 132, p. 109610. DOI : 10.1016/j.automatica.2021.109610.A Distributed Luenberger Observer for Linear State Feedback Systems With Quantized and Rate-Limited Communications
Ieee Transactions On Automatic Control. 2021. Vol. 66, num. 9, p. 3922 – 3937. DOI : 10.1109/TAC.2020.3027658.A Demand Response-Based Solution to Overloading in Underdeveloped Distribution Networks
Ieee Transactions On Smart Grid. 2021. Vol. 12, num. 5, p. 4059 – 4067. DOI : 10.1109/TSG.2021.3079959.The Potential of Vehicle-to-Grid to Support the Energy Transition: A Case Study on Switzerland
MDPI Energies. 2021. Vol. 14, num. 4812, p. 1 – 24. DOI : 10.3390/en14164812.Resource-Aware Stochastic Self-Triggered Model Predictive Control
IEEE Control Systems Letters. 2021. Vol. 6, p. 1262 – 1267. DOI : 10.1109/LCSYS.2021.3091967.Reference tracking stochastic model predictive control over unreliable channels and bounded control actions
Automatica. 2021. Vol. 127, p. 109512. DOI : 10.1016/j.automatica.2021.109512.Evaluation of advanced control strategies of electric thermal storage systems in residential building stock
Utilities Policy. 2021. Vol. 69, p. 101178. DOI : 10.1016/j.jup.2021.101178.Energym: A Building Model Library for Controller Benchmarking
Applied Sciences-Basel. 2021. Vol. 11, num. 8, p. 3518. DOI : 10.3390/app11083518.Embedded PWM Predictive Control of DC-DC Power Converters Via Piecewise-Affine Neural Networks
IEEE Open Journal of the Industrial Electronics Society. 2021. Vol. 2, p. 199 – 206. DOI : 10.1109/OJIES.2021.3058411.Conference Papers
Deep Reinforcement Learning for room temperature control: a black-box pipeline from data to policies
2021. CISBAT 2021 â Carbon Neutral Cities: Energy Efficiency & Renewables in the Digital Era, Lausanne, Switzerland, September 8-10, 2021. DOI : 10.1088/1742-6596/2042/1/012004.Block BFGS Based Distributed Optimization for NMPC Using PolyMPC
2021. European Control Conference (ECC21), Rotterdam, Netherlands, 29 June – 2 July, 2021. p. 2231 – 2237. DOI : 10.23919/ECC54610.2021.9655227.Nonlinear Data-Enabled Prediction and Control
2021. 3rd Conference on Learning for Dynamics and Control, Online, June 7-8, 2021. p. 523 – 534.Robust Learning Model Predictive Control for Periodically Correlated Building Control
2021. European Control Conference (ECC21), Rotterdam, Netherlands, 29 June – 2 July, 2021. p. 192 – 197. DOI : 10.23919/ECC54610.2021.9655055.KPC: Learning-Based Model Predictive Control with Deterministic Guarantees
2021. 3rd Annual Learning for Dynamics & Control Conference, [Virtual], June 7-8, 2021. p. 1015 – 1026.From System Level Synthesis to Robust Closed-loop Data-Enabled Predictive Control
2021. 60th IEEE Conference on Decision and Control (CDC), ELECTR NETWORK, Dec 13-17, 2021. p. 1478 – 1483. DOI : 10.1109/CDC45484.2021.9683429.Joint Energy Management for Distributed Energy Harvesting Systems
2021. 19th Conference on Embedded Networked Sensor Systems, PORTUGAL, 2021-11-15 – 2021-11-17. p. 575 – 577. DOI : 10.1145/3485730.3493362.Theses
Optimization Methods for Control: From Embedded Programmable Hardware to Data-Driven Process Optimization
Lausanne, EPFL, 2021.Working Papers
Stochastic Optimal Control for Autonomous Driving Applications via Polynomial Chaos Expansions
2021
Real-time Nonlinear MPC Strategy with Full Vehicle Validation for Autonomous Driving
2021
Patents
Gradient flow emulation using drift diffusion processes
WO2021116743.
2021.2020
Journal Articles
Increasing heart vascularisation after myocardial infarction using brain natriuretic peptide stimulation of endothelial and WT1(+) epicardial cells
Elife. 2020. Vol. 9, p. e61050. DOI : 10.7554/eLife.61050.NSM Converges to a k-NN Regressor Under Loose Lipschitz Estimates
Ieee Control Systems Letters. 2020. Vol. 4, num. 4, p. 880 – 885. DOI : 10.1109/LCSYS.2020.2996263.Real-time optimization of load sharing for gas compressors in the presence of uncertainty
Applied Energy. 2020. Vol. 272, p. 114883. DOI : 10.1016/j.apenergy.2020.114883.A nonlinear model predictive control scheme for sensor fault tolerance in observation processes
International Journal Of Robust And Nonlinear Control. 2020. Vol. 30, num. 14, p. 5657 – 5677. DOI : 10.1002/rnc.5104.PolyMPC: An efficient and extensible tool for realâtime nonlinear model predictive tracking and path following for fast mechatronic systems
Optimal Control Applications and Methods. 2020. Vol. 41, num. 2, p. 709 – 727. DOI : 10.1002/oca.2566.Ancillary Services Provision Utilizing a Network of Fast-Charging Stations for Electrical Buses
Ieee Transactions On Smart Grid. 2020. Vol. 11, num. 1, p. 665 – 672. DOI : 10.1109/TSG.2019.2927701.Regularized economic model predictive control with barrier functions
Optimal Control Applications & Methods. 2020. Vol. 41, num. 1, p. 3 – 24. DOI : 10.1002/oca.2569.On reducing the number of decision variables for dynamic optimization
Optimal Control Applications & Methods. 2020. Vol. 41, num. 1, p. 292 – 311. DOI : 10.1002/oca.2543.Conference Papers
Resource-Aware Asynchronous Multi-Agent Coordination via Self-Triggered MPC
2020. 2020 CDC 59th IEEE Conference on Decision and Control, Jeju Island, Republic of Korea, December 14-18, 2020. p. 685 – 690. DOI : 10.1109/CDC42340.2020.9304137.Feedback Control Design Maximizing the Region of Attraction of Stochastic Systems Using Polynomial Chaos Expansion
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, Berlin, Germany, July 11-17, 2020. p. 7197 – 7203. DOI : 10.1016/j.ifacol.2020.12.550.Learning Non-Parametric Models with Guarantees: A Smooth Lipschitz Regression Approach
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, ELECTR NETWORK, Jul 11-17, 2020. p. 965 – 970. DOI : 10.1016/j.ifacol.2020.12.1265.A Neural Network Architecture to Learn Explicit MPC Controllers from Data
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, ELECTR NETWORK, Jul 11-17, 2020. p. 11362 – 11367. DOI : 10.1016/j.ifacol.2020.12.546.Distributed Multi-Building Coordination for Demand Response
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, ELECTR NETWORK, Jul 11-17, 2020. p. 17113 – 17118. DOI : 10.1016/j.ifacol.2020.12.1655.A Resource-Aware Approach to Self-Triggered Model Predictive Control
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, ELECTR NETWORK, Jul 11-17, 2020. p. 2733 – 2738. DOI : 10.1016/j.ifacol.2020.12.926.A Demand Response Framework to Overcome Network Overloading in Power Distribution Networks
2020. 21st IFAC World Congress on Automatic Control – Meeting Societal Challenges, ELECTR NETWORK, Jul 11-17, 2020. p. 13339 – 13344. DOI : 10.1016/j.ifacol.2020.12.168.Reviews
Data-driven methods for building control – A review and promising future directions
Control Engineering Practice. 2020. Vol. 95, p. 104211. DOI : 10.1016/j.conengprac.2019.104211.2019
Journal Articles
Accelerated and adaptive modifier-adaptation schemes for the real-time optimization of uncertain systems
Journal Of Process Control. 2019. Vol. 83, p. 129 – 135. DOI : 10.1016/j.jprocont.2018.07.001.Discrete-time regional pole-placement using convex approximations: Theory and application to a boost converter
Control Engineering Practice. 2019. Vol. 91, p. 104102. DOI : 10.1016/j.conengprac.2019.07.020.A stick-slip/inchworm hybrid rotary piezo motor based on a symmetric triangular driving mechanism
Applied Physics Letters. 2019. Vol. 115, num. 13, p. 131904. DOI : 10.1063/1.5119000.Gravure printed Ag/conductive polymer electrodes and simulation of their electrical properties
International Journal Of Advanced Manufacturing Technology. 2019. Vol. 103, num. 9-12, p. 3901 – 3912. DOI : 10.1007/s00170-019-03835-7.Dynamic Optimization of Reaction Systems via Exact Parsimonious Input Parameterization
Industrial & Engineering Chemistry Research. 2019. Vol. 58, num. 26, p. 11199 – 11212. DOI : 10.1021/acs.iecr.8b05512.Distributed modifier-adaptation schemes for the real-time optimisation of uncertain interconnected systems
International Journal Of Control. 2019. Vol. 92, num. 5, p. 1123 – 1136. DOI : 10.1080/00207179.2017.1383632.SVR-AMA: An Asynchronous Alternating Minimization Algorithm With Variance Reduction for Model Predictive Control Applications
Ieee Transactions On Automatic Control. 2019. Vol. 64, num. 5, p. 1800 – 1815. DOI : 10.1109/TAC.2018.284956.A Battery-Less Photovoltaic Water-Pumping System With Low Decoupling Capacitance
IEEE Transactions On Industry Applications. 2019. Vol. 55, num. 3, p. 2263 – 2271. DOI : 10.1109/TIA.2019.2900412.Robust control of systems with sector nonlinearities via convex optimization: A data-driven approach
International Journal Of Robust And Nonlinear Control. 2019. Vol. 29, num. 5, p. 1361 – 1376. DOI : 10.1002/rnc.4439.Maximum-likelihood estimation of kinetic parameters via the extent-based incremental approach
Computers & Chemical Engineering. 2019. Vol. 122, p. 152 – 171. DOI : 10.1016/j.compchemeng.2018.05.024.A data-driven approach to model-reference control with applications to particle accelerator power converters
Control Engineering Practice. 2019. Vol. 83, p. 11 – 20. DOI : 10.1016/j.conengprac.2018.10.007.Incremental Parameter Estimation under Rank-Deficient Measurement Conditions
Processes. 2019. Vol. 7, num. 2, p. 75. DOI : 10.3390/pr7020075.Conference Papers
Learning Feature Maps of the Koopman Operator: A Subspace Viewpoint
2019. The 58th IEEE Conference on Decision and Control, Nice, France, December 11th-13th 2019. p. 860 – 866. DOI : 10.1109/CDC40024.2019.9029189.A Time Splitting Based Real-Time Iteration Scheme for Nonlinear MPC
2019. 58th IEEE Conference on Decision and Control (CDC), Nice, FRANCE, Dec 11-13, 2019. p. 2350 – 2355. DOI : 10.1109/CDC40024.2019.9029760.Reviews
Distributed state estimation for discrete-time linear time invariant systems: A survey
Annual Reviews In Control. 2019. Vol. 48, p. 36 – 56. DOI : 10.1016/j.arcontrol.2019.08.003.Theses
Model-based predictive control methods for distributed energy resources in smart grids.
Lausanne, EPFL, 2019.Low-Complexity Optimization-Based Control: Design, Methods and Applications
Lausanne, EPFL, 2019.Kernel methods and Model predictive approaches for Learning and Control
Lausanne, EPFL, 2019.Working Papers
A Generalized Representer Theorem for Hilbert Space – Valued Functions
2019
Manifold Learning and Optimal Control for Obstacle Avoidance in Autonomous Driving
2019
Reports
Learning Non-Parametric Models with Guarantees: A Smooth Lipschitz Interpolation Approach
2019
Posters
PolyMPC: An Efficient Tool for Embedded Model Predictive Control for Fast Mechatronic Systems
Airborne Wind Energy Conference 2019: (AWEC 2019), Glasgow, Scotland, UK, October 15-16, 2019.Patents
System and method for operating a combination of heterogeneous energy resources for fast grid services
WO2019158575.
2019.2018
Journal Articles
Experimental Implementation of Frequency Regulation Service Using Commercial Buildings
IEEE Transactions on Smart Grid. 2018. Vol. 9, num. 3, p. 1657 – 1666. DOI : 10.1109/TSG.2016.2597002.Challenges in process optimization for new feedstocks and energy sources
COMPUTERS AND CHEMICAL ENGINEERING. 2018. Vol. 113, p. 209 – 221. DOI : 10.1016/j.compchemeng.2018.03.013.Computationally efficient NMPC for batch and semi-batch processes using parsimonious input parameterization
JOURNAL OF PROCESS CONTROL. 2018. Vol. 66, p. 12 – 22. DOI : 10.1016/j.jprocont.2018.02.012.Neglected nano-effects of nanoparticles in the interpretation of their toxicity
ANALYST. 2018. Vol. 143, num. 4, p. 837 – 842. DOI : 10.1039/c7an01707c.Economic Nonlinear Model Predictive Control: Stability, Optimality and Performance
Foundations and Trends in Systems and Control. 2018. Vol. 5, num. 1, p. 1 – 98. DOI : 10.1561/2600000014.Hierarchical control of building HVAC system for ancillary services provision
Energy and Buildings. 2018. Vol. 169, p. 216 – 227. DOI : 10.1016/j.enbuild.2018.03.004.Economic Advantages of Office Buildings Providing Ancillary Services with Intraday Participation
IEEE Transactions on Smart Grid. 2018. Vol. 9, num. 4, p. 3443 – 3452. DOI : 10.1109/TSG.2016.2632239.On decoupling rate processes in chemical reaction systems – Methods and applications
Computers and Chemical Engineering. 2018. Vol. 114, p. 296 – 305. DOI : 10.1016/j.compchemeng.2017.09.021.Fast Estimation of Plant Steady State for Imperfectly Known Dynamic Systems, with Application to Real-Time Optimization
INDUSTRIAL AND ENGINEERING CHEMISTRY RESEARCH. 2018. Vol. 57, num. 10, p. 3699 – 3716. DOI : 10.1021/acs.iecr.7b04631.Active directional modifier adaptation for real-time optimization
COMPUTERS AND CHEMICAL ENGINEERING. 2018. Vol. 115, p. 246 – 261. DOI : 10.1016/j.compchemeng.2018.02.016.Next Steps in Supporting More Students in MOOL for Control Education
IFAC PAPERSONLINE. 2018. Vol. 51, num. 4, p. 184 – 189. DOI : 10.1016/j.ifacol.2018.06.063.NMPC using Pontryagin’s Minimum Principle-Application to a two-phase semi-batch hydroformylation reactor under uncertainty
COMPUTERS AND CHEMICAL ENGINEERING. 2018. Vol. 108, p. 47 – 56. DOI : 10.1016/j.compchemeng.2017.08.010.Toward Fast Dynamic Optimization: An Indirect Algorithm That Uses Parsimonious Input Parameterization
INDUSTRIAL AND ENGINEERING CHEMISTRY RESEARCH. 2018. Vol. 57, num. 30, p. 10038 – 10048. DOI : 10.1021/acs.iecr.8b02109.A distributed feasible-side convergent modifier-adaptation scheme for interconnected systems, with application to gas-compressor stations
COMPUTERS AND CHEMICAL ENGINEERING. 2018. Vol. 115, p. 474 – 486. DOI : 10.1016/j.compchemeng.2018.05.006.Multi-time scale coordination of complementary resources for the provision of ancillary services
Applied Energy. 2018. Vol. 229, p. 1164 – 1180. DOI : 10.1016/j.apenergy.2018.08.045.Conference Papers
A coordinator-driven communication reduction scheme for distributed optimization using the projected gradient method
2018. European Control Conference 2018 (ECC 2018), Limassol, Cyprus, June 12-15, 2018. p. 1773 – 1778. DOI : 10.23919/ECC.2018.8550278.An ADMM-Based Coordination and Control Strategy for PV and Storage to Dispatch Stochastic Prosumers: Theory and Experimental Validation
2018. 20th Power Systems Computation Conference, Dublin, Ireland, 11-15 June, 2018. p. 1 – 7. DOI : 10.23919/PSCC.2018.8450879.A design method for distributed luenberger observers
2018. IEEE 56th Annual Conference on Decision and Control (CDC), Melbourne, VIC, Australia, December, 12-15, 2017. p. 3374 – 3379. DOI : 10.1109/CDC.2017.8264153.Optimal Load Sharing for Serial Compressors via Modifier Adaptation
2018. European Control Conference (ECC), Limassol, CYPRUS, Jun 12-15, 2018. p. 2306 – 2311. DOI : 10.23919/ECC.2018.8550102.Input-Constrained Path Following for Autonomous Marine Vehicles with a Global Region of Attraction
2018. 11th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles (CAMS), Opatija, CROATIA, Sep 10-12, 2018. p. 348 – 353. DOI : 10.1016/j.ifacol.2018.09.499.Active Directional Modifier Adaptation with Trust Region – Application to Energy-Harvesting Kites
2018. European Control Conference (ECC), Limassol, CYPRUS, Jun 12-15, 2018. p. 2312 – 2317. DOI : 10.23919/ECC.2018.8550509.Robust Controller Design For Linear Systems With Nonlinear Distortions: A Data-Driven Approach
2018. European Control Conference, Limassol, Cyprus, June 12-15, 2018. p. 1 – 6. DOI : 10.23919/ECC.2018.8550381.Collecting Experience Data from Remotely Hosted Learning Applications
2018. 14th International Conference on Remote Engineering and Virtual Instrumentation (REV), New York, NY, Mar 15-17, 2017. p. 170 – 181. DOI : 10.1007/978-3-319-64352-6_17.A Data-Driven Fixed-Structure Control Design Method with Application to a 2-DOF Gyroscope
2018. 2nd IEEE Conference on Control Technology and Applications, Copenhagen, Denmark, August 21-24, 2018. p. 915 – 920. DOI : 10.1109/CCTA.2018.8511429.Real-Time Optimization of Uncertain Process Systems via Modifier Adaptation and Gaussian Processes
2018. European Control Conference (ECC), Limassol, CYPRUS, Jun 12-15, 2018. p. 466 – 471. DOI : 10.23919/ECC.2018.8550397.Learning Proximal Operators with Gaussian Processes
2018. 56th Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, Oct 02-05, 2018. p. 935 – 942. DOI : 10.1109/ALLERTON.2018.8635898.Use of model predictive control for short-term operating reserve using commercial buildings in the United Kingdom context
2018. 57th IEEE Conference on Decision and Control (CDC), Miami Beach, FL, Dec 17-19, 2018. p. 7308 – 7313. DOI : 10.1109/CDC.2018.8619529.Theses
A Data-Driven Frequency-Domain Approach for Robust Controller Design via Convex Optimization
Lausanne, EPFL, 2018.Frequency-Domain Control Design in Power Systems
Lausanne, EPFL, 2018.Distributed Optimization and Control using Operator Splitting Methods
EPFL, 2018.Coordinated Optimization and Control for Smart Grids
Lausanne, EPFL, 2018.Distributed State Estimation and Cooperative Path-Following Under Communication Constraints
Lausanne, EPFL, 2018.Book Chapters
Standardization Layers for Remote Laboratories as Services and Open Educational Resources
Lecture Notes in Networks and Systems; Springer, 2018. p. 874 – 884.Reports
Provision of Ancillary Services utilizing a Network of Fast-Charging Stations for Electrical Buses
2018
2017
Journal Articles
Y Stability and performance verification of optimization-based controllers
Automatica. 2017. Vol. 78, p. 34 – 45. DOI : 10.1016/j.automatica.2016.12.008.Complexity Certification of the Fast Alternating Minimization Algorithm for Linear MPC
Ieee Transactions On Automatic Control. 2017. Vol. 62, num. 2, p. 888 – 893. DOI : 10.1109/Tac.2016.2561407.Experimental Demonstration of Buildings Providing Frequency Regulation Services in the Swiss Market
Energy and Buildings. 2017. Vol. 144, p. 229 – 240. DOI : 10.1016/j.enbuild.2017.02.050.An Alternating Trust Region Algorithm for Distributed Linearly Constrained Nonlinear Programs, Application to the Optimal Power Flow Problem
Journal of Optimization Theory and Applications. 2017. Vol. 173, num. 3, p. 844 – 877. DOI : 10.1007/s10957-015-0853-2.Convergence rates of moment-sum-of-squares hierarchies for optimal control problems
Systems & Control Letters. 2017. Vol. 100, p. 1 – 5. DOI : 10.1016/j.sysconle.2016.11.010.Robust Tracking Commitment
IEEE Transactions on Automatic Control. 2017. Vol. 62, num. 9, p. 4451 – 4466. DOI : 10.1109/TAC.2017.2663766.Solving the Infinite-horizon Constrained LQR Problem using Accelerated Dual Proximal Methods
IEEE Transactions on Automatic Control. 2017. Vol. 62, num. 4, p. 1752 – 1767. DOI : 10.1109/Tac.2016.2594381.On turnpike and dissipativity properties of continuous-time optimal control problems
Automatica. 2017. Vol. 81, p. 297 – 304. DOI : 10.1016/j.automatica.2017.03.012.Quantization Design for Distributed Optimization
Ieee Transactions On Automatic Control. 2017. Vol. 62, num. 5, p. 2107 – 2120. DOI : 10.1109/Tac.2016.2600597.Conference Papers
Access to Massive Open Online Labs through a MOOC
2017. L@S ’17, Cambridge, Massachusetts, USA, April 20-21, 2017. p. 331 – 334. DOI : 10.1145/3051457.3054017.Constrained bundle methods with inexact minimization applied to the energy regulation provision problem
2017. IFAC 2017 World congress20th IFAC World Congress, Toulouse, FranceToulouse, France, July 9-14. 2017July 2017. p. 12471 – 12476. DOI : 10.1016/j.ifacol.2017.08.1923.Technical Report: Control of Nonlinear Systems with Explicit-MPC-like Controllers
2017. The 56th IEEE Conference on Decision and Control, Melbourne, Australia, December 12-15, 2017. DOI : 10.1109/CDC.2017.8264394.Data-driven Demand Response Modeling and Control of Buildings with Gaussian Processes
2017. 2017 American Control Conference, Seattle, Washington, USA, May 24-26, 2017. p. 2919 – 2924. DOI : 10.23919/ACC.2017.7963394.Model Predictive Path-Following Control for Airborne Wind Energy Systems
2017. 20th IFAC World Congress, Toulouse, France, July 2017. p. 13270 – 13275. DOI : 10.1016/j.ifacol.2017.08.1964.Constrained multi-rate state estimator incorporating delayed measurements
2017. 21st International Conference on Process Control (PC), Strbske Pleso, Slovakia, June 06-09, 2017. p. 358 – 363. DOI : 10.1109/PC.2017.7976240.Experimental Implementation of Frequency Regulation Services Using Commercial Buildings
2017. IEEE Manchester PowerTech, Manchester, England, June 18-22, 2017. DOI : 10.1109/PTC.2017.7980924.On Coordinated Primal-Dual Interior-Point Methods for Multi-Agent Optimization
2017. 56th IEEE Conference on Decision and Control, Melbourne, Australia, December 12-15, 2017. DOI : 10.1109/CDC.2017.8264177.Dispatching active distribution networks through electrochemical storage systems and demand side management
2017. 1st IEEE Conference on Control Technology and Applications, Big Island, Hawaii, USA, August 27-30, 2017. DOI : 10.1109/CCTA.2017.8062629.Enabling the Automatic Generation of User Interfaces for Remote Laboratories
2017. 14th International Conference on Remote Engineering and Virtual Instrumentation (REV), New York, New York, USA, March 15-17, 2017. p. 778 – 793. DOI : 10.1007/978-3-319-64352-6_73.Real-Time Distributed Algorithms for Nonconvex Optimal Power Flow
2017. 2017 American Control Conference, Seattle, WA, USA, May 24â26, 2017. DOI : 10.23919/ACC.2017.7963469.Technical Report: Voltage Source Converter MPC with Optimized Pulse Patterns and minimization of Integrated Squared Tracking Error
2017. American Control Conference (ACC), 2017, Seattle, WA, USA, 24-26 May 2017. DOI : 10.23919/ACC.2017.7963579.Interior Point Decomposition for Multi-Agent Optimization
2017. 20th IFAC World Congress, Toulouse, France, 9-14 July, 2017. p. 233 – 238. DOI : 10.1016/j.ifacol.2017.08.039.Theses
Predictive Control of Buildings for Demand Response and Ancillary Services Provision
Lausanne, EPFL, 2017.Predictive Control methods for Building Control and Demand Response
Lausanne, EPFL, 2017.Book Chapters
Enabling the Automatic Generation of User Interfaces for Remote Laboratories
Lecture Notes in Networks and Systems; Springer, 2017. p. 778 – 793.Working Papers
Aircraft Model Simulation and Validation
2017
Reports
Hierarchical Control of Building HVAC System for Ancillary Services Provision
2017
Path Following using adaptive and stochastic MPC schemes and machine learning tools
2017
On Generalized Primal-Dual Interior-Point Methods with Non-uniform Complementarity Perturbations for Quadratic Programming
2017
2016
Journal Articles
Distributed synthesis and stability of cooperative distributed model predictive control for linear systems
Automatica. 2016. Vol. 69, p. 117 – 125. DOI : 10.1016/j.automatica.2016.02.009.Controller design and value function approximation for nonlinear dynamical systems
Automatica. 2016. Vol. 67, p. 54 – 67. DOI : 10.1016/j.automatica.2016.01.022.Special section on Nonlinear Model Predictive Control
Annual Reviews In Control. 2016. Vol. 41, p. 183 – 183. DOI : 10.1016/j.arcontrol.2016.04.007.On convergence and performance certification of a continuous-time economic model predictive control scheme with time-varying performance index
Automatica. 2016. Vol. 68, p. 305 – 313. DOI : 10.1016/j.automatica.2016.01.020.A Parametric Nonconvex Decomposition Algorithm for Real-Time and Distributed NMPC
Ieee Transactions On Automatic Control. 2016. Vol. 61, num. 2, p. 287 – 302. DOI : 10.1109/Tac.2015.2426231.MPC for Tracking Periodic References
IEEE Transactions On Automatic Control. 2016. Vol. 61, num. 4, p. 1123 – 1128. DOI : 10.1109/Tac.2015.2461811.Long horizon input parameterisations to enlarge the region of attraction of MPC
Optimal Control Applications & Methods. 2016. Vol. 37, num. 1, p. 139 – 153. DOI : 10.1002/oca.2158.Operator Splitting Methods in Control
Foundations and Trends in Systems and Control. 2016. Vol. 3, num. 3, p. 249 – 362. DOI : 10.1561/2600000008.Conference Papers
Stochastic MPC for Controlling the Average Constraint Violation for Periodic Linear System with Additive Disturbance
2016. American Control Conference, Boston, MA, USA, July 6-8, 2016. DOI : 10.1109/ACC.2016.7526515.Sensor Fault Tolerance in Output Feedback Nonlinear Model Predictive Control
2016. 3rd Conference on Control and Fault-Tolerant Systems (SysTol), Barcelona, SPAIN, SEP 07-09, 2016. p. 711 – 716. DOI : 10.1109/SYSTOL.2016.7739832.A Nonlinear Adaptive Controller for Airborne Wind Energy Systems
2016. American Control Conference (ACC), Boston, MA, USA, July 6-8, 2016. p. 4101 – 4106. DOI : 10.1109/ACC.2016.7525566.A parametric augmented Lagrangian algorithm for real-time economic NMPC
2016. European Control Conference (ECC), Aalborg, DENMARK, JUN 29-JUL 01, 2016. p. 123 – 128. DOI : 10.1109/ECC.2016.7810274.Design of a Distributed Quantized Luenberger Filter for Bounded Noise
2016. American Control Conference (ACC), Boston, MA, JUL 06-08, 2016. p. 6393 – 6398. DOI : 10.1109/ACC.2016.7526675.OpenBuildNet Framework for Distributed Co-Simulation of Smart Energy Systems
2016. 14th International Conference on Control, Automation, Robotics and Vision, Phuket, Thailand, November 13-15, 2016. DOI : 10.1109/ICARCV.2016.7838701.Constrained LQR Using Online Decomposition Techniques
2016. 55th IEEE Conference on Decision and Control, Las Vegas, Nevada, USA, December 12-14, 2016. DOI : 10.1109/CDC.2016.7798612.The Mach-Zehnder Interferometer: A smart remote experiment based on a software template
2016. 13th International Conference on Remote Engineering and Virtual Instrumentation (REV), Madrid, Spain, February 24-26, 2016. p. 287 – 292. DOI : 10.1109/REV.2016.7444485.Accelerated ADMM based on Accelerated Douglas-Rachford Splitting
2016. European Control Conference (ECC), Aalborg, Denmark, June 29 – July 1, 2016. p. 1952 – 1957. DOI : 10.1109/ECC.2016.7810577.Theses
Continuous-time Model Predictive Control for Economic Optimization : Theory, Design, and Applications to Motion Control of Underactuated Vehicles
Lausanne, EPFL, 2016.Decomposition Strategies for Nonconvex Problems, a Parametric Approach
Lausanne, EPFL, 2016.Splitting Methods for Distributed Optimization and Control
Lausanne, EPFL, 2016.Moment-sum-of-squares hierarchies for set approximation and optimal control
Lausanne, EPFL, 2016.Reports
Proofs of Lemmas of the Paper Design of a Distributed Quantized Luenberger Filter for Bounded Noise
2016
Complement to the Paper Stochastic MPC for Controlling the Average Constraint Violation of Periodic Linear Systems with Additive Disturbances
2016
2015
Journal Articles
A two-stage stochastic programming approach to employee scheduling in retail outlets with uncertain demand
Omega-International Journal Of Management Science. 2015. Vol. 53, p. 97 – 103. DOI : 10.1016/j.omega.2015.01.003.Multirate sliding mode disturbance compensation for model predictive control
International Journal Of Robust And Nonlinear Control. 2015. Vol. 25, num. 16, p. 2984 – 3003. DOI : 10.1002/rnc.3244.An Extensible Architecture for the Integration of Remote and Virtual Laboratories in Public Learning Tools
IEEE Revista Iberoamericana de Tecnologias del Aprendizaje. 2015. Vol. 10, num. 4, p. 223 – 233. DOI : 10.1109/RITA.2015.2486338.Constrained Spectrum Control
IEEE Transactions on Automatic Control. 2015. Vol. 60, num. 7, p. 1969 – 1974. DOI : 10.1109/TAC.2014.2364531.Enumeration-based approach to solving parametric linear complementarity problems
Automatica. 2015. Vol. 62, p. 243 – 248. DOI : 10.1016/j.automatica.2015.09.019.An Optimization-based Approach to Extract Faceted Crystal Shapes from Stereoscopic Images
Computers and Chemical Engineering. 2015. Vol. 75, p. 171 – 183. DOI : 10.1016/j.compchemeng.2015.01.016.Conference Papers
Quantization Design for Unconstrained Distributed Optimization
2015. The 2015 American Control Conference, Chicago, Illinois, USA, July 1â3, 2015. p. 1229 – 1234. DOI : 10.1109/ACC.2015.7170901.The Smart Device Specification for Remote Labs
2015. 6th International Conference on Remote Engineering and Virtual Instrumentation, IEEE REV2015, Bangkok, Thailand, February 25-28, 2015. p. 199 – 208. DOI : 10.1109/REV.2015.7087292.The Smart Wind Turbine
2015. Experiment@ International Conference (exp.at’15), 2015 3rd, Ponta Delgada, Portugal, June 2-4, 2015. DOI : 10.1109/EXPAT.2015.7463233.Improved path following for kites with input delay compensation
2015. 2015 54th IEEE Conference on Decision and Control (CDC), Osaka, 15-18 December 2015. p. 656 – 663. DOI : 10.1109/CDC.2015.7402304.Quantization design for distributed optimization with time-varying parameters
2015. 54rd Conference on Decision and Control, Osaka, Japan, December 15-18, 2015. p. 2037 – 2042. DOI : 10.1109/CDC.2015.7402506.A consensus algorithm for networks with process noise and quantization error
2015. 2015 53rd Annual Allerton Conference on Communication, Control and Computing (Allerton), Monticello, IL, 29 September – 2 October 2015. p. 488 – 495. DOI : 10.1109/ALLERTON.2015.7447044.Optimization of an Airborne Wind Energy System using Constrained Gaussian Processes with Transient Measurements
2015. Indian Control Conference, IIT Madras, Chennai, 5-7 January, 2015.Optimization Based Control for Target Estimation and Tracking via Highly Observable Trajectories An Application to Motion Control of Autonomous Robotic Vehicles
2015. 11th Portuguese Conference on Automatic Control. p. 495 – 504. DOI : 10.1007/978-3-319-10380-8_47.Providing ancillary service with commercial buildings: the Swiss perspective
2015. 9th IFAC International Symposium on AdvancedControl of Chemical Processes (ADCHEM), Whistler, British Columbia, Canada., June 7-10, 2015. p. 6 – 13. DOI : 10.1016/j.ifacol.2015.08.149.A virtual vehicle approach to distributed control for formation keeping of underactuated vehicles
2015. 1st Indian Control Conference (ICC 2015), IIT Madras, Chennai, India, January 5-7, 2015.Guaranteeing Input Tracking For Constrained Systems: Theory and Application to Demand Response
2015. 2015 American Control Conference, Chicago, Illinois, USA, July 1-3, 2015. DOI : 10.1109/ACC.2015.7170741.A Model Predictive Control scheme with Ultimate Bound for Economic Optimization
2015. 2015 American Control Conference, Chicago, Illinois, USA, July 1-3 in. p. 1653 – 1658. DOI : 10.1109/ACC.2015.7170970.OpenBuild : An Integrated Simulation Environment for Building Control
2015. 2015 IEEE Conference on Control Applications (CCA), Sydney, NSW, Australia, 21-23 Sept. 2015. DOI : 10.1109/CCA.2015.7320826.Working Papers
Gaussian Processes for System Identification, Control and Optimisation
2015
Reports
An Alternating Trust Region Algorithm for Distributed Linearly Constrained Nonlinear Programs Application to the AC Optimal Power Flow
2015
Quantization Design for Distributed Optimization
2015
Stability and Performance Verification of Optimization-based Controllers
2015
Robust Tracking Commitment with Application to Demand Response
2015
Talks
Predictive Control of an Airborne Wind Energy System using Gaussian Process Models
Airborne Wind Energy Conference 2015, Delft, Netherlands, June 15-16, 2015.2014
Journal Articles
Stochastic Model Predictive Control for Building Climate Control
IEEE Transactions On Control Systems Technology. 2014. Vol. 22, num. 3, p. 1198 – 1205. DOI : 10.1109/TCST.2013.2272178.Soft Constrained Model Predictive Control With Robust Stability Guarantees
Ieee Transactions On Automatic Control. 2014. Vol. 59, num. 5, p. 1190 – 1202. DOI : 10.1109/Tac.2014.2304371.On real-time robust model predictive control
Automatica. 2014. Vol. 50, num. 3, p. 683 – 694. DOI : 10.1016/j.automatica.2013.11.019.Learning decision rules for energy efficient building control
Journal Of Process Control. 2014. Vol. 24, num. 6, p. 763 – 772. DOI : 10.1016/j.jprocont.2014.01.006.Stochastic MPC framework for controlling the average constraint violation
IEEE Transactions on Automatic Control. 2014. Vol. 59, num. 7, p. 1706 – 1721. DOI : 10.1109/TAC.2014.2310066.Convex computation of the maximum controlled invariant set for polynomial control systems
Siam Journal on Control and Optimization. 2014. Vol. 52, num. 5, p. 2944 – 2969. DOI : 10.1137/130914565.Dominant speed factors of active set methods for fast MPC
Optimal Control Applications & Methods. 2014. Vol. 36, num. 5, p. 608 – 627. DOI : 10.1002/oca.2140.Conference Papers
Optimization based control for target estimation and tracking via highly observable trajectories
2014. 11th Portuguese Conference on Automatic Control â CONTROLO 2014, Porto, Portugal, July 21-23, 2014.Optimal design of observable multi-agent networks: A structural system approach
2014. 2014 European Control Conference (ECC), Strasbourg, France, June 25-27, 2014. p. 1536 – 1541. DOI : 10.1109/ECC.2014.6862577.Rich Open Educational Resources for Personal and Inquiry Learning. Agile Creation, Sharing and Reuse in Educational Social Media Platforms
2014. International Conference on Web & Open Access to Learning, Dubai, United Arab Emirates, November 25-27, 2014.Solving the infinite-horizon constrained LQR problem using splitting techniques
2014. 19th IFAC World Congress, Cape Town, South Africa, p. 2285 – 2290. DOI : 10.3182/20140824-6-ZA-1003.00650.Splitting methods in control
2014. 13th European Control Conference, Strasbourg, France, June 24-27 2014. p. 2478 – 2483. DOI : 10.1109/ECC.2014.6862635.An Economic Model Predictive Control scheme with terminal penalty for continuous-time systems
2014. 53nd IEEE Conference on Decision and Control (CDC), Los Angeles, CA, USA, December 15-17, 2014. p. 2728 – 2733. DOI : 10.1109/CDC.2014.7039807.Controller design and region of attraction estimation for nonlinear dynamical systems
2014. The 19th World Congress of the International Federation of Automatic Control (IFAC), Cape Town, South Africa, August 24-29, 2014. p. 2310 – 2316. DOI : 10.3182/20140824-6-ZA-1003.00117.Inexact Fast Alternating Minimization Algorithm for Distributed Model Predictive Control
2014. 53rd IEEE Conference on Decision and Control, Los Angeles, California, USA, December 15-17, 2014. p. 5915 – 5921. DOI : 10.1109/CDC.2014.7040315.Flexible triangular formation keeping of marine robotic vehicles using range measurements.
2014. 19th IFAC World Congress, Cape Town, South Africa, August 2014. p. 5145 – 5150. DOI : 10.3182/20140824-6-ZA-1003.02435.Fast Alternating Minimization Algorithm for Model Predictive Control
2014. 19th IFAC World Congress, Cape Town, South Africa, 8-24, 2014. p. 11980 – 11986. DOI : 10.3182/20140824-6-ZA-1003.01432.Turnpike and dissipativity properties in dynamic real-time optimization and economic MPC
2014. 53rd IEEE Conference on Decision and Control, Los Angeles, California, USA, December 15-17, 2014. p. 2734 – 2739. DOI : 10.1109/CDC.2014.7039808.Laboratory as a Service (LaaS): a Model for Developing and Implementing Remote Laboratories as Modular Components
2014. 11th International Conference on Remote Engineering and Virtual Instrumentation (REV). p. 11 – 20. DOI : 10.1109/REV.2014.6784238.Optimization of an Airborne Wind Energy System Using Constrained Gaussian Processes
2014. IEEE Multi-Conference on Systems and Control, Antibes/Nice, 8-10 October, 2014. p. 1394 – 1399. DOI : 10.1109/CCA.2014.6981519.Model Predictive Control for Market-Based Demand Response Participation
2014. 19th World Congress of the International Federation of Automatic Control, Cape Town, South Africa, 24-29 August 2014.A parametric multi-convex splitting technique with application to real-time NMPC
2014. 53rd IEEE Conference on Decision and Control, Los Angeles, California, USA, December 15-17, 2014. p. 5052 – 5057. DOI : 10.1109/CDC.2014.7040178.An Augmented Lagrangian Coordination-Decomposition Algorithm for Solving Distributed Non-Convex Programs
2014. 2014 American Control Conference, Portland, Oregon, USA, June 4-6, 2014. p. 4312 – 4317. DOI : 10.1109/ACC.2014.6858863.Certification of fixed computation time first-order optimization-based controllers for a class of nonlinear dynamical systems
2014. American Control Conference, Portland, Oregon, USA, June 4 – 6, 2014. p. 3602 – 3608. DOI : 10.1109/ACC.2014.6858719.Reports
A Parametric Non-Convex Decomposition Algorithm for Real-Time and Distributed NMPC
2014
Solving the infinite-horizon constrained LQR problem using splitting techniques
2014
Complexity Certification of the Fast Alternating Minimization Algorithm for Linear Model Predictive Control
2014
Optimal control for power generating kites
2014
2013
Conference Papers
Convex computation of the maximum controlled invariant set for discrete-time polynomial control systems
2013. IEEE Conference on Decision and Control, Florence, Italy, December 10-13, 2013. p. 7107 – 7112. DOI : 10.1109/CDC.2013.6761016.Trajectory-tracking and Path-following Controllers for Constrained Underactuated Vehicles using Model Predictive Control
2013. European Control Conference (ECC). p. 1371 – 1376. DOI : 10.23919/ECC.2013.6669717.Convex computation of the region of attraction of polynomial control systems
2013. European Control Conference (ECC), Zurich, Switzerland, July 17-19, 2013. p. 676 – 681. DOI : 10.23919/ECC.2013.6669153.A hierarchical time-splitting approach for solving finite-time optimal control problems
2013. 12th European Control Conference, Zurich, Switzerland, July, 2013. p. 3089 – 3094. DOI : 10.23919/ECC.2013.6669702.Reports
A symbolic approach to decentralized supervisory control of hybrid systems
2013