CORDIS - Resultados de investigaciones de la UE
CORDIS

Unifying Control and Verification of Cyber-Physical Systems

Resultado final

First version of the data management plan

UnCoVerCPS is fully committed to the Open Research Data pilot. Besides ensuring accessibility of the results, this task will also evaluate the reproducibility of results of publications. The task leader will also make sure that after each presentation in consortium meetings, the partners have to be able to describe how the results can be reproduced. The assessment of the provided tools and data is assessed according to discoverability, accessibility, assessability, usability beyond intended purpose, and interoperability according to Annex 2 of the Guidelines on Data Management in Horizon 2020.

Final version of the data management plan

This is an extension of the first version of the data management plan. A detailed description of the data management plan can be found in deliverable 6.2.

Report on pre-computation of reachable sets and advances in reachability analysis

This report presents the results of tasks 3.1 and 3.2. First, it described advances in the reachability analysis of nonlinear systems. Seond, it details how to generate and select partial reference trajectories and how to pre-compute reachable sets for them using the latest advances in reachability analysis.

Report on conformance testing in the development process

The report describes how conformance testing has been realized according to Task 1.3. We describe the various analysis and modelling techniques and tools for conformance testing, identify the issues that need to be solved to achieve their applicability in industry and propose solutions to these issues. We also evaluate these solutions by applying them to the proposed realisations of cyber-physical systems as described in WP5.

Assessment of languages and tools for the automatic formalisation of system requirements

As outlined in task 1.4. this deliverable comprises the selection of a requirements modeling language that will allow us to reason about formal properties of a cyber-physical system, the creation of user interfaces to input the requirements, and a process which describes how a safety requirement about the whole system can be represented in UnCoVerCPS. Multiple tools for representing requirements will be studied and results reported, e.g. AutoFocus 9, SCADE, and Simulink.

Report on application models

The report presents the obtained mathematical models for wind turbines, smart grids, and automated driving. The report includes preliminary simulation results of those models.

Report on interleaving online control and reachability computation for certified behaviour of cyber-physical systems

This deliverable documents the results obtained in task 2.4 on combining online control and online reachability computations for efficient decision-making in uncertain environments. The report will describe the developed techniques for embedding reachable set computation and constraint generation into model-predictive controllers for CPS. Furthermore, it will elaborate on the results of interleaving and complementing local safety computations and local trajectory optimization for real-time efficiency. The extensions to stochastic settings and the exemplary application to at least one of the case studies considered in WP5 will be covered.

First report on dissemination and exploitation

This is the first summary of the dissimination and exploitation efforts in UnCoVerCPS.

Second report on dissemination and exploitation

This is the second summary of the dissimination and exploitation efforts in UnCoVerCPS.

Report on conformance testing of application models

The report describes the results of conformance testing of previous WPs, i.e. to what extend the proposed models match the actual behavior of the selected use cases. The report also contains the validation of results from the offline and on-the-fly verification in complex tasks like the control of a wind turbine, robust and fault-tolerant control of smart grids, verified automated driving, and planning in human-robot collaborative manufacturing. Simulation and experiment results are presented as means of verification.

Assessment of the certifiability for the relevant safety standards

This document describes the safety impacts due to the introduction of code generation and verification of hydrid controllers. Safety is adressed by standards such as ISO 26262, IEC 61508, EN 50128 or DO-178C, and their objectives/requirements are analyzed with respect to the UnCoVerCPS approach at application level.

Theoretical foundation for combining zonotopes and support functions

This report explores the theoretical foundation for combining zonotopes and support functions in reachability analysis, as outlined in task 4.3.

Report on application simulation data and experimental results

This report will detail the application set-up and the simulation results showing how our approach meets the criteria for safety in the specific applications: wind turbines, automated vehicles, smart girds, and manufacturing in the food industry. The report will also detail the experimental results obtained and detail how well these align with the expected results obtained from the simulations.

Report on compositional verification, and incremental verification in interaction with online controller adaptation

This report presents the results of tasks 3.3 and 3.4. We first present how verification results can be obtained in a compositional way as described in task 3.3. The computational aspect is a further key technology to scale the methods up towards industrial applications. A special focus of the computational aspects will be on power systems as described in WP 5 since they are usually to large to verify monolithically. Second, it investigates how incremental verification and controller synthesis can be carried out and interwoven online to obtain control strategies that fulfil the given specifications.

Report on distributed model predictive control for cyber-physical systems and efficient computation

This deliverable will document the results achieved in tasks 2.2 and 2.3. These tasks concern Model Predictive Control (MPC) of a cyber-physical system composed of interacting, possibly hybrid, subsystems that may operate in an uncertain environment. The goal is to derive distributed control schemes where each subsystem repetitively solves online a local control problem, while accounting for the other subsystems through time-varying and uncertain constraints. Stability and performance results will be investigated for the subsystems and the overall networked system. When the adopted description of the uncertainty is probabilistic, then, the control problem to be solved online naturally reduces to a constrained stochastic optimization problem, which will be addressed using jointly randomized and robust optimization techniques. Computational aspects related to the online implementation of the proposed distributed MPC solutions will be addressed by combining approximation methods ( e.g., model abstraction, constraint convexification, multiple time scale resolution) in an efficient scheme preserving stability while meeting real-time constraints posed by the online implementation.

Final report on dissemination and exploitation

This is the final summary of the dissimination and exploitation efforts in UnCoVerCPS.

Extension of the SCADE language for continuous modelling

This document describes the extensions to the SCADE Suite notation and/or Simplorer tool languages to support all together the description of discrete and continuous behaviors.

Report on behaviour prediction for cyber-physical systems

The report describes how the behavior prediction has been realized according to task 2.1. We describe the basic theory on how one can predict all possible behaviors of dynamic objects when the system dynamics and set-based uncertainties are given. The report will also show applications on the proposed realisations of cyber-physical systems as described in WP 5.

Report on modelling of networked cyber-physical system for verification and control

This document summarizes the main results on modeling, identification, and refinement techniques for networked cyber-physical systems, as obtained in the tasks 1.1 and 1.2. The report starts from a review of the state-of-the-art on such techniques before the project started, and describes the modeling framework for networked CPS as established in UnCoVerCPS. We detail which particular model properties are essential for the particular purposes of online control and verification, and we focus on coping with model uncertainties, real-time execution, and networked structures. The modeling procedures will be illustrated for the applications addressed in WP5.

Report on reachability analysis of nonlinear systems and compositional verification

We present new results on reachability analysis of nonlinear systems as described in task 3.1. Reachability analysis is a key technology for formal verification of cyber-physical systems. Reachability analysis of nonlinear systems is considered with a special focus on scalability and on reducing the overapproximation of the obtained results. The computational aspect is a further key technology to scale the methods up towards industrial applications.

Website

Our project website will be hosted by the Cyber-Physical Systems Virtual Organization (CPS-VO), see http://cps-vo.org/. The website will provide preprints of publications, benchmark examples, software tools developed within the project, a forum, and links to dissemination activities.

UnCoVerCPS tool chain

UnCoVerCPS proposes to assemble a tool chain composed of the following tools: • SCADE and Simplorer developed at Esterel Technologies. They are used to develop the model and the plant description and are used for certified code generation; • SpaceEx developed at Université Joseph Fourier Grenoble 1 and CORA developed at Technische Universität München. The interaction with SpaceEx and CORA tools increases the verification capabilities by identifying the reachable states of cyber-physical systems. Both tools will be the basis for new tools that can verify systems on-the-fly: SpaceExonl and CORAonl ; • DMPC-HS newly developed at Universität Kassel and ScenarioMPC newly developed at Politecnico di Milano. These tools are use for the development of model predictive controllers. DMPC-HS is applied to non-stochastic systems, while ScenarioMPC is applied to stochastic systems; • the newly developed tools ConfTest (Bosch) for conformance testing and formalSpec (GE) to formalise specifications. The deliverable comprises the following elements from WP4 (incl. tasks and participants): - Translation scheme from SCADE/Simplorer to hybrid automata, including a hybrid automata code generator prototype (T4.2, ET,UJF) - C++ library for zonotopes to be included in SpaceEx (T4.3, TUM,UJF) - Exchange formats and the associated APIs between the tools SCADE, Simplorer, SpaceEx, CORA, formalSpec, and ConfTest (T4.4, ET,UJF,TUM,GE) - C code generator prototype for SCADE with extensions (T4.6, ET) The interaction between the tools SCADE, Simplorer, SpaceEx, CORA, formalSpec, and ConfTest is to be demonstrated and tested on a set of applications as described in task 4.5 (UKS, PoliMi, UJF, TUM).

Publicaciones

An introduction to CORA 2015

Autores: Matthias Althoff
Publicado en: ARCH14-15. 1st and 2nd International Workshop on Applied veRification for Continuous and Hybrid Systems, EPiC Series in Computing, Edición vol. 34, 2015, Página(s) 120-151
Editor: EasyChair

Benchmark problem: an air brake model for trains

Autores: Luca Parolini, Simone Schuler and Adolfo Anta
Publicado en: ARCH14-15. 1st and 2nd International Workshop on Applied veRification for Continuous and Hybrid Systems, EPiC Series in Computing, Edición vol. 34, 2015, Página(s) 43-48
Editor: EasyChair

Industrial Examples of Formal Specifications for Test Case Generation

Autores: Hendrik Roehm, Rainer, Gmehlich, Thomas Heinz, Jens Oehlerking and Matthias Woehrle
Publicado en: ARCH14-15. 1st and 2nd International Workshop on Applied veRification for Continuous and Hybrid Systems, EPiC Series in Computing, Edición vol.34, 2015, Página(s) 80-88
Editor: EasyChair

Reachability of Hybrid Systems in Space-Time

Autores: Goran Frehse
Publicado en: EMSOFT '15: Proceedings of the 12th International Conference on Embedded Software, 2015, Página(s) 41-50, ISBN 978-1-4673-8079-9
Editor: IEEE Press

A switched control scheme to handle quantisation in the design of high-precision computing system components

Autores: Federico Terraneo, Alberto Leva, Maria Prandini
Publicado en: Proceedings of the ACM/IEEE Sixth International Conference on Cyber-Physical Systems - ICCPS '15, 2015, Página(s) 250-251, ISBN 9781-450334556
Editor: ACM
DOI: 10.1145/2735960.2735991

Technology transfer process for autonomous mobility as cyberphysical systems – the H2020 UnCoVerCPS project

Autores: Javier Sanchez Cubillo and Jesus Marcos Olaya
Publicado en: Symposium on Advanced Space Technologies in Robotics and Automation (ASTRA). ESA/Estec Symposium on Advanced Space Technologies in Robotics and Automation (ASTRA), 13th, May 11-13, Noordwijk, Netherlands, 2015
Editor: inproceedings ASTRA

A model predictive control approach to aircraft motion control

Autores: Luca Deori, Simone Garatti, Maria Prandini
Publicado en: 2015 American Control Conference (ACC), 2015, Página(s) 2299-2304, ISBN 978-1-4799-8684-2
Editor: IEEE
DOI: 10.1109/ACC.2015.7171075

An iterative scheme for the approximate linear programming solution to the optimal control of a Markov Decision Process

Autores: Alessandro Falsone, Maria Prandini
Publicado en: 2015 European Control Conference (ECC), 2015, Página(s) 1200-1205, ISBN 978-3-9524-2693-7
Editor: IEEE
DOI: 10.1109/ECC.2015.7330703

Poli-RRT*: Optimal RRT-based planning for constrained and feedback linearisable vehicle dynamics

Autores: Matteo Ragaglia, Maria Prandini, Luca Bascetta
Publicado en: 2015 European Control Conference (ECC), 2015, Página(s) 2521-2526, ISBN 978-3-9524-2693-7
Editor: IEEE
DOI: 10.1109/ECC.2015.7330917

A data-driven approach to stochastic constrained control of piecewise affine systems

Autores: Riccardo Maria Vignali, Daniele Ioli, Maria Prandini
Publicado en: 2018 Annual American Control Conference (ACC), 2018, Página(s) 1424-1429, ISBN 978-1-5386-5428-6
Editor: IEEE
DOI: 10.23919/acc.2018.8430792

Hybrid control of manipulators in human-robot coexistence scenarios

Autores: Andrea Casalino, Paolo Rocco, Maria Prandini
Publicado en: 2018 Annual American Control Conference (ACC), 2018, Página(s) 1172-1177, ISBN 978-1-5386-5428-6
Editor: IEEE
DOI: 10.23919/acc.2018.8431763

Optimally shaping the stationary distribution of a constrained discrete time stochastic linear system via disturbance compensation

Autores: Alessandro Falsone, Luca Deori, Daniele Ioli, Simone Garatti, Maria Prandini
Publicado en: 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017, Página(s) 629-634, ISBN 978-1-5090-2873-3
Editor: IEEE
DOI: 10.1109/CDC.2017.8263731

A Smart Grid Energy Management Problem for Data-driven Design with Probabilistic Reachability Guarantees

Autores: Daniele Ioli, Alessandro Falsone, Marianne Hartung, Axel Busboom, Maria Prandini
Publicado en: EPiC Series in Computing volume 48, 2017, Página(s) 2--17
Editor: EasyChair
DOI: 10.29007/5qvt

Linear programs for resource sharing among heterogeneous agents: The effect of random agent arrivals

Autores: Alessandro Falsone, Kostas Margellos, Simone Garatti, Maria Prandini
Publicado en: 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017, Página(s) 3853-3858, ISBN 978-1-5090-2873-3
Editor: IEEE
DOI: 10.1109/CDC.2017.8264226

A data-based approach to power capacity optimization

Autores: Giorgio Manganini, Alessandro Falsone, Jan Siroky, Maria Prandini
Publicado en: 2017 IEEE 56th Annual Conference on Decision and Control (CDC), 2017, Página(s) 1663-1668, ISBN 978-1-5090-2873-3
Editor: IEEE
DOI: 10.1109/CDC.2017.8263889

On decentralized convex optimization in a multi-agent setting with separable constraints and its application to optimal charging of electric vehicles

Autores: Luca Deori, Kostas Margellos, Maria Prandini
Publicado en: 2016 IEEE 55th Conference on Decision and Control (CDC), 2016, Página(s) 6044-6049, ISBN 978-1-5090-1837-6
Editor: IEEE
DOI: 10.1109/CDC.2016.7799197

Constrained optimal control of stochastic switched affine systems using randomization

Autores: Kostas Margellos, Alessandro Falsone, Simone Garatti, Maria Prandini
Publicado en: 2016 European Control Conference (ECC), 2016, Página(s) 2559-2554, ISBN 978-1-5090-2591-6
Editor: IEEE
DOI: 10.1109/ECC.2016.7810675

Distributed allocation of a shared energy storage system in a microgrid

Autores: P. Dimitrov, L. Piroddi, M. Prandini
Publicado en: 2016 American Control Conference (ACC), 2016, Página(s) 3551-3556, ISBN 978-1-4673-8682-1
Editor: IEEE
DOI: 10.1109/ACC.2016.7525464

Energy management of a building cooling system with thermal storage: a randomized solution with feedforward disturbance compensation

Autores: Daniele Ioli, Alessandro Falsone, Maria Prandini
Publicado en: 2016 American Control Conference (ACC), 2016, Página(s) 2346-2351, ISBN 978-1-4673-8682-1
Editor: IEEE
DOI: 10.1109/ACC.2016.7525268

A method for detecting relevant inputs while satisfying a reachability specification for piecewise affine systems

Autores: Riccardo Vignali, Maria Prandini
Publicado en: 2016 IEEE Conference on Control Applications (CCA), 2016, Página(s) 538-543, ISBN 978-1-5090-0755-4
Editor: IEEE
DOI: 10.1109/CCA.2016.7587885

A chance-constrained approach to the quantized control of a heat ventilation and air conditioning system with prioritized constraints

Autores: Brocchini, Caterina; Falsone, Alessandro; Manganini, Giorgio; Holub, Ondrej; Prandini, Maria
Publicado en: Edición 22, 2016, ISBN 978-1-5323-1358-5
Editor: 22nd Symposium on Mathematical theory of Networks and Systems 2016

Proximal minimization based distributed convex optimization

Autores: Kostas Margellos, Alessandro Falsone, Simone Garatti, Maria Prandini
Publicado en: 2016 American Control Conference (ACC), 2016, Página(s) 2466-2471, ISBN 978-1-4673-8682-1
Editor: IEEE
DOI: 10.1109/ACC.2016.7525287

Model reduction of discrete time hybrid systems: A structural approach based on observability

Autores: Riccardo Vignali, Maria Prandini
Publicado en: 2016 International Workshop on Symbolic and Numerical Methods for Reachability Analysis (SNR), 2016, Página(s) 1-6, ISBN 978-1-5090-3079-8
Editor: IEEE
DOI: 10.1109/SNR.2016.7479381

Distributed constrained convex optimization and consensus via dual decomposition and proximal minimization

Autores: Alessandro Falsone, Kostas Margellos, Simone Garatti, Maria Prandini
Publicado en: 2016 IEEE 55th Conference on Decision and Control (CDC), 2016, Página(s) 1889-1894, ISBN 978-1-5090-1837-6
Editor: IEEE
DOI: 10.1109/CDC.2016.7798540

A stochastic strategy integrating wind compensation for trajectory tracking in aircraft motion control

Autores: Luca Deori, Simone Garatti, Maria Prandini
Publicado en: 2016 IEEE 55th Conference on Decision and Control (CDC), 2016, Página(s) 256-261, ISBN 978-1-5090-1837-6
Editor: IEEE
DOI: 10.1109/CDC.2016.7798279

A stochastic optimal control solution to the energy management of a microgrid with storage and renewables

Autores: Andrea Belloni, Luigi Piroddi, Maria Prandini
Publicado en: 2016 American Control Conference (ACC), 2016, Página(s) 2340-2345, ISBN 978-1-4673-8682-1
Editor: IEEE
DOI: 10.1109/ACC.2016.7525267

A compositional framework for energy management of a smart grid: A scalable stochastic hybrid model for cooling of a district network

Autores: Daniele Ioli, Alessandro Falsone, Simone Schuler, Maria Prandini
Publicado en: 2016 12th IEEE International Conference on Control and Automation (ICCA), 2016, Página(s) 389-394, ISBN 978-1-5090-1738-6
Editor: IEEE
DOI: 10.1109/ICCA.2016.7505308

Benchmark problem: an air brake model for trains

Autores: Luca Parolini, Simone Schuler, Adolfo Anta
Publicado en: EPiC Series in Computing volume 34, 2015, Página(s) 43-36
Editor: EasyChair
DOI: 10.29007/1bln

Decentralized control of distributed discrete event systems with linear dependency structure

Autores: Christian Hillmann, Olaf Stursberg
Publicado en: 2015 IEEE International Conference on Automation Science and Engineering (CASE), 2015, Página(s) 551-557, ISBN 978-1-4673-8183-3
Editor: IEEE
DOI: 10.1109/CoASE.2015.7294137

A majority voting classifier with probabilistic guarantees

Autores: Giorgio Manganini, Alessandro Falsone, Maria Prandini
Publicado en: 2015 IEEE Conference on Control Applications (CCA), 2015, Página(s) 1084-1089, ISBN 978-1-4799-7787-1
Editor: IEEE
DOI: 10.1109/CCA.2015.7320757

Computing maximizer trajectories of affine dynamics for reachability

Autores: Goran Frehse
Publicado en: Decision and Control (CDC), 2015 IEEE 54th Annual Conference on, 2015, Página(s) 7454-7461, ISBN 978-1-4799-7884-7
Editor: IEEE
DOI: 10.1109/CDC.2015.7403397

A classification–based approach to the optimal control of affine switched systems

Autores: Giorgio Manganini, Luigi Piroddi and Maria Prandini
Publicado en: Decision and Control (CDC), 2015 IEEE 54th Annual Conference on, 2015, Página(s) 2963 - 2968, ISBN 978-1-4799-7884-7
Editor: IEEE
DOI: 10.1109/CDC.2015.7402667

Stochastic control with input and state constraints: A relaxation technique to ensure feasibility

Autores: Luca Deori, Simone Garatti and Maria Prandini
Publicado en: Decision and Control (CDC), 2015 IEEE 54th Annual Conference on, 2015, Página(s) 3786 - 3791, ISBN 978-1-4799-7884-7
Editor: IEEE
DOI: 10.1109/CDC.2015.7402807

An iterative scheme to hierarchically structured optimal energy management of a microgrid

Autores: Daniele Ioli, Alessandro Falsone and Maria Prandini
Publicado en: Decision and Control (CDC), 2015 IEEE 54th Annual Conference on, 2015, Página(s) 5227 - 5232, ISBN 978-1-4799-7884-7
Editor: IEEE
DOI: 10.1109/CDC.2015.7403037

Contingency planning for automated vehicles

Autores: Joao Salvado, Luis M.M. Custodio, Daniel Hess
Publicado en: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2016, Página(s) 2853-2858, ISBN 978-1-5090-3762-9
Editor: IEEE
DOI: 10.1109/IROS.2016.7759442

Convex Interpolation Control with Formal Guarantees for Disturbed and Constrained Nonlinear Systems

Autores: Bastian Schürmann, Matthias Althoff
Publicado en: Proceedings of the 20th International Conference on Hybrid Systems: Computation and Control - HSCC '17, 2017, Página(s) 121-130, ISBN 9781-450345903
Editor: ACM Press
DOI: 10.1145/3049797.3049800

Fault injection method for safety and controllability evaluation of automated driving

Autores: Garazi Juez Uriagereka, Ray Lattarulo, Joshue Perez Rastelli, Estibaliz Amparan Calonge, Alejandra Ruiz Lopez, Huascar Espinoza Ortiz
Publicado en: 2017 IEEE Intelligent Vehicles Symposium (IV), 2017, Página(s) 1867-1872, ISBN 978-1-5090-4804-5
Editor: IEEE
DOI: 10.1109/IVS.2017.7995977

A two-layer decentralized approach to the optimal energy management of a building district with a shared thermal storage

Autores: Ioli Daniele and Deori Luca and Falsone Alessandro and Prandini Maria
Publicado en: 20th World Congress of the International Federation of Automatic Control, 2017
Editor: IFAC

On the connection between Nash equilibria and social optima in electric vehicle charging control games

Autores: Luca Deori and Kostas Margellos and Maria Prandini
Publicado en: 20th World Congress of the International Federation of Automatic Control, 2017
Editor: IFAC

Provably Safe Motion of Mobile Robots in Human Environments

Autores: Stefan B. Liu and Matthias Althoff and Christian Heinzemann and Hendrik Roehm and Jens Oehlerking and Ingo Luetkebohle
Publicado en: 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2017), 2017
Editor: IEEE

Safe Cooperation of Automated Vehicles

Autores: Heß, Daniel and Löper, Christian and Hesse, Tobias
Publicado en: AAET – Automatisiertes und vernetztes Fahren, Beiträge zum gleichnamigen 18. Braunschweiger Symposium vom 8. und 9. Februar 2017, 2017, ISBN 978-3-937655-41-3
Editor: ITS automotive nord e.V. (Hrsg.)

A Multi-Criteria Decision-Making Scheme for Multi-Aircraft Conflict Resolution

Autores: Yang, Yang; Prandini, Maria; Cao, Xianbin; Du, Wenbo
Publicado en: 20th World Congress of the International Federation of Automatic Control, 2017
Editor: IFAC

ARCH-COMP17 Category Report: Continuous Systems with Nonlinear Dynamics

Autores: X. Chen and M. Althoff and F. Immler
Publicado en: Proc. of the 4th International Workshop on Applied Verification for Continuous and Hybrid Systems, 2017
Editor: Easychair

A Smart Grid Energy Management Problem for Data-driven Design with Probabilistic Reachability Guarantees

Autores: Daniele Ioli and Alessandro Falsone and Marianne Hartung and Axel Busboom and Maria Prandini
Publicado en: ARCH17. 4th International Workshop on Applied Verification of Continuous and Hybrid Systems, 2017
Editor: EasyChair

Fast optimizing control for non-convex state constraints using homotopy properties

Autores: Damian Kontny, Olaf Stursberg
Publicado en: 2016 IEEE 55th Conference on Decision and Control (CDC), 2016, Página(s) 4894-4900, ISBN 978-1-5090-1837-6
Editor: IEEE
DOI: 10.1109/CDC.2016.7799017

Flat-RRT*: A sampling-based optimal trajectory planner for differentially flat vehicles with constrained dynamics

Autores: BASCETTA, LUCA; PRANDINI, MARIA
Publicado en: 20th World Congress of the International Federation of Automatic Control, 2017
Editor: IFAC

ARCH-COMP17 Category Report: Continuous and Hybrid Systems with Linear Continuous Dynamics

Autores: M. Althoff and S. Bak and D. Cattaruzza and X. Chen and G. Frehse and R. Ray and S. Schupp
Publicado en: Proc. of the 4th International Workshop on Applied Verification for Continuous and Hybrid Systems, 2017
Editor: Easychair

Optimal Control of Sets of Solutions to Formally Guarantee Constraints of Disturbed Linear Systems

Autores: Schürmann, Bastian and Althoff, Matthias
Publicado en: Proc. of the American Control Conference, 2017
Editor: ACC

Overtaking maneuver for automated driving using virtual environments

Autores: Lattarulo, R. and Marcano, M. and Perez, J.
Publicado en: Lecture Notes in Computer Science, 2017
Editor: Springer

Guaranteeing Constraints of Disturbed Nonlinear Systems Using Set-Based Optimal Control in Generator Space

Autores: Schürmann, Bastian and Althoff, Matthias
Publicado en: Proc. of the 20th IFAC World Congress, 2017
Editor: IFAC

Counterexample-guided refinement of template polyhedra

Autores: Sergiy Bogomolov, Goran Frehse, Mirco Giacobbe, Thomas A. Henzinger
Publicado en: 23rd Int. Conf. on Tools and Algorithms for the Construction and Analysis of Systems (TACAS), 2017, Página(s) 589-606
Editor: Springer Berlin Heidelberg
DOI: 10.1007/978-3-662-54577-5_34

Ensuring Drivability of Planned Motions Using Formal Methods

Autores: Schürmann, Bastian and Heß, Daniel and Eilbrecht, Jan and Stursberg, Olaf and Köster, Frank and Althoff, Matthias
Publicado en: Proc. of the Intelligent Transportation Systems Conference, 2017
Editor: IEEE

Study of the Lane Change Maneuver: Automated Driving use Case

Autores: Lattarulo, R. and Perez, J.
Publicado en: 16th International Conference on Computer Aided Systems Theory (EuroCAST), 2017
Editor: EuroCAST

A complete modular framework for developing and testing automated driving controllers

Autores: Lattarulo, R. and Perez, J. and Dendaluce, M.
Publicado en: 20th World Congress The International Federation of Automatic Control, 2017
Editor: IFAC

Formal LPV Control for Transient Stability of Power Systems

Autores: A. El-Guindy and K. Schaab and B. Schürmann and D. Han and O. Stursberg and M. Althoff
Publicado en: Proc. of the IEEE PES General Meeting, 2017
Editor: IEEE

Online motion synthesis with minimal intervention control and formal safety guarantees

Autores: Martijn J.A. Zeestraten, Aaron Pereira, Matthias Althoff, Sylvain Calinon
Publicado en: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2016, Página(s) 002116-002121, ISBN 978-1-5090-1897-0
Editor: IEEE
DOI: 10.1109/SMC.2016.7844552

Ultimate robust performance control of rigid robot manipulators using interval arithmetic

Autores: Andrea Giusti, Matthias Althoff
Publicado en: 2016 American Control Conference (ACC), 2016, Página(s) 2995-3001, ISBN 978-1-4673-8682-1
Editor: IEEE
DOI: 10.1109/ACC.2016.7525375

Overapproximative arm occupancy prediction for human-robot co-existence built from archetypal movements

Autores: Aaron Pereira, Matthias Althoff
Publicado en: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2016, Página(s) 1394-1401, ISBN 978-1-5090-3762-9
Editor: IEEE
DOI: 10.1109/IROS.2016.7759228

Robust Control of Continuum Robots using Interval Arithmetic

Autores: F. Hisch and A. Giusti and M. Althoff
Publicado en: Proc. of the 20th IFAC World Congress, 2017
Editor: IFAC

Optimal energy management of a building cooling system with thermal storage: A convex formulation

Autores: Daniele Ioli, Alessandro Falsone, Maria Prandini
Publicado en: IFAC-PapersOnLine, Edición 48/8, 2015, Página(s) 1150-1155, ISSN 2405-8963
Editor: Elsevier wordmark
DOI: 10.1016/j.ifacol.2015.09.123

Regularized Jacobi Iteration for Decentralized Convex Quadratic Optimization With Separable Constraints

Autores: Luca Deori, Kostas Margellos, Maria Prandini
Publicado en: IEEE Transactions on Control Systems Technology, 2018, Página(s) 1-9, ISSN 1063-6536
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcst.2018.2827990

A randomized approach to switched nonlinear systems identification

Autores: Federico Bianchi, Maria Prandini, Luigi Piroddi
Publicado en: IFAC-PapersOnLine, Edición 51/15, 2018, Página(s) 281-286, ISSN 2405-8963
Editor: Elsevier Ltd.
DOI: 10.1016/j.ifacol.2018.09.148

Distributed Constrained Optimization and Consensus in Uncertain Networks via Proximal Minimization

Autores: Kostas Margellos, Alessandro Falsone, Simone Garatti, Maria Prandini
Publicado en: IEEE Transactions on Automatic Control, Edición 63/5, 2018, Página(s) 1372-1387, ISSN 0018-9286
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TAC.2017.2747505

Price of anarchy in electric vehicle charging control games: When Nash equilibria achieve social welfare

Autores: Luca Deori, Kostas Margellos, Maria Prandini
Publicado en: Automatica, Edición 96, 2018, Página(s) 150-158, ISSN 0005-1098
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.automatica.2018.06.043

Minimum Resource Commitment for Reachability Specifications in a Discrete Time Linear Setting

Autores: Riccardo Vignali, Maria Prandini
Publicado en: IEEE Transactions on Automatic Control, Edición 62/6, 2017, Página(s) 3021-3028, ISSN 0018-9286
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TAC.2016.2606082

A Multi-Criteria Decision-Making Scheme for Multi-Aircraft Conflict Resolution * *This paper is supported by the National Natural Science Foundation of China (grant Nos. 61425014, 61521091, 61671031), National Key Research and Development Program of China (grant No. 2016YFB1200100), the European Commission (project UnCoV-erCPS, grant No. 643921)

Autores: Yang Yang, Maria Prandini, Xianbin Cao, Wenbo Du
Publicado en: IFAC-PapersOnLine, Edición 50/1, 2017, Página(s) 14674-14679, ISSN 2405-8963
Editor: Elsevier Ltd.
DOI: 10.1016/j.ifacol.2017.08.2496

On the connection between Nash equilibria and social optima in electric vehicle charging control games

Autores: Luca Deori, Kostas Margellos, Maria Prandini
Publicado en: IFAC-PapersOnLine, Edición 50/1, 2017, Página(s) 14320-14325, ISSN 2405-8963
Editor: Elsevier Ltd.
DOI: 10.1016/j.ifacol.2017.08.1871

A compositional modeling framework for the optimal energy management of a district network

Autores: Daniele Ioli, Alessandro Falsone, Alessandro Vittorio Papadopoulos, Maria Prandini
Publicado en: Journal of Process Control, 2017, ISSN 0959-1524
Editor: Butterworth Scientific Ltd.
DOI: 10.1016/j.jprocont.2017.10.005

A randomised approach for NARX model identification based on a multivariate Bernoulli distribution

Autores: F. Bianchi, A. Falsone, M. Prandini, L. Piroddi
Publicado en: International Journal of Systems Science, Edición 48/6, 2016, Página(s) 1203-1216, ISSN 0020-7721
Editor: Taylor & Francis
DOI: 10.1080/00207721.2016.1244309

Flat-RRT*: A sampling-based optimal trajectory planner for differentially flat vehicles with constrained dynamics 1 1Research was supported by the European Commission, H2020, under the project UnCoVerCPS, grant number 643921.

Autores: Luca Bascetta, Iñigo Mendizabal Arrieta, Maria Prandini
Publicado en: IFAC-PapersOnLine, Edición 50/1, 2017, Página(s) 6965-6970, ISSN 2405-8963
Editor: Elsevier Ltd.
DOI: 10.1016/j.ifacol.2017.08.1337

Trading performance for state constraint feasibility in stochastic constrained control: A randomized approach

Autores: Luca Deori, Simone Garatti, Maria Prandini
Publicado en: Journal of the Franklin Institute, Edición 354/1, 2017, Página(s) 501-529, ISSN 0016-0032
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.jfranklin.2016.10.019

A two-layer decentralized approach to the optimal energy management of a building district with a shared thermal storage * *This research was supported by the European Commission under the project UnCoVerCPS, grant number 643921

Autores: Daniele Ioli, Luca Deori, Alessandro Falsone, Maria Prandini
Publicado en: IFAC-PapersOnLine, Edición 50/1, 2017, Página(s) 8844-8849, ISSN 2405-8963
Editor: Elsevier Ltd.
DOI: 10.1016/j.ifacol.2017.08.1540

FLOPSYNC-QACS: Quantization-aware clock synchronization for wireless sensor networks

Autores: Federico Terraneo, Alessandro Vittorio Papadopoulos, Alberto Leva, Maria Prandini
Publicado en: Journal of Systems Architecture, Edición 80, 2017, Página(s) 77-84, ISSN 1383-7621
Editor: Elsevier BV
DOI: 10.1016/j.sysarc.2017.09.006

Multi-aircraft Conflict Detection and Resolution Based on Probabilistic Reach Sets

Autores: Yang Yang, Jun Zhang, Kai-Quan Cai, Maria Prandini
Publicado en: IEEE Transactions on Control Systems Technology, Edición 25/1, 2017, Página(s) 309-316, ISSN 1063-6536
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TCST.2016.2542046

Dual decomposition for multi-agent distributed optimization with coupling constraints

Autores: Alessandro Falsone, Kostas Margellos, Simone Garatti, Maria Prandini
Publicado en: Automatica, Edición 84, 2017, Página(s) 149-158, ISSN 0005-1098
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.automatica.2017.07.003

Model reduction of switched affine systems

Autores: Alessandro Vittorio Papadopoulos, Maria Prandini
Publicado en: Automatica, Edición 70, 2016, Página(s) 57-65, ISSN 0005-1098
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.automatica.2016.03.019

Decentralized Robust Control of Power Grids Using LPV-Models of DAE-Systems

Autores: Konstantin Schaab, Olaf Stursberg
Publicado en: IFAC-PapersOnLine, Edición 48/26, 2015, Página(s) 218-223, ISSN 2405-8963
Editor: Elsevier
DOI: 10.1016/j.ifacol.2015.11.140

Robust Decentralized LPV Control for Transient Stability of Power Systems

Autores: Konstantin Schaab, Olaf Stursberg
Publicado en: IFAC-PapersOnLine, Edición 48/30, 2015, Página(s) 566-571, ISSN 2405-8963
Editor: Elsevier
DOI: 10.1016/j.ifacol.2015.12.440

Policy Search for the Optimal Control of Markov Decision Processes: A Novel Particle-Based Iterative Scheme

Autores: Giorgio Manganini, Matteo Pirotta, Marcello Restelli, Luigi Piroddi, Maria Prandini
Publicado en: IEEE Transactions on Cybernetics, Edición Edición: 99, 2015, Página(s) 1-13, ISSN 2168-2267
Editor: IEEE Advancing Technology for Humanity
DOI: 10.1109/TCYB.2015.2483780

A randomized algorithm for nonlinear model structure selection

Autores: Alessandro Falsone, Luigi Piroddi, Maria Prandini
Publicado en: Automatica, Edición 60, 2015, Página(s) 227-238, ISSN 0005-1098
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.automatica.2015.07.023

Dual decomposition for multi-agent distributed optimization with coupling constraints

Autores: Alessandro Falsone and Kostas Margellos and Simone Garatti and Maria Prandini
Publicado en: IEEE Transactions on Control of Network Systems, 2016, ISSN 0005-1098
Editor: Pergamon Press Ltd.

Finite time distributed averaging over gossip-constrained ring networks

Autores: Alessandro Falsone, Kostas Margellos, Simone Garatti, Maria Prandini
Publicado en: IEEE Transactions on Control of Network Systems, 2017, Página(s) 1-1, ISSN 2325-5870
Editor: IEEE CONTROL SYSTEMS SOCIETY
DOI: 10.1109/TCNS.2017.2653418

Energy Management of a Building Cooling System With Thermal Storage: An Approximate Dynamic Programming Solution

Autores: Riccardo Maria Vignali, Francesco Borghesan, Luigi Piroddi, Martin Strelec, Maria Prandini
Publicado en: IEEE Transactions on Automation Science and Engineering, Edición 14/2, 2017, Página(s) 619-633, ISSN 1545-5955
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TASE.2016.2635109

Robust control for voltage and transient stability of power grids relying on wind power

Autores: Konstantin Schaab, Jannik Hahn, Maksim Wolkov, Olaf Stursberg
Publicado en: Control Engineering Practice, Edición 60, 2017, Página(s) 7-17, ISSN 0967-0661
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.conengprac.2016.12.003

A Randomized Approach to Probabilistic Footprint Estimation of a Space Debris Uncontrolled Reentry

Autores: Alessandro Falsone, Maria Prandini
Publicado en: IEEE Transactions on Intelligent Transportation Systems, 2017, Página(s) 1-10, ISSN 1524-9050
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TITS.2017.2654511

Untersuchung von Algorithmen zur Identifikation der Parameter nichtlinearer Fahrdynamikmodelle

Autores: Sun, Wuqiang
Publicado en: 2015
Editor: Technische Universität Braunschweig

Contingency Planning for Automated Vehicles in Urban Traffic

Autores: Salvado, Joao
Publicado en: 2015
Editor: Tecnico Lisboa

Parallel Best-First Heuristic Search applied to Cooperative Planning for Automated Vehicles

Autores: Evgeny Agamirzov
Publicado en: 2016
Editor: Technische Universität München

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