Myrto LimniosTeaching & PhD Courses Empirical processes MATH-522 We learn how to control the nonasymptotic and random behavior of collections of estimators, when indexed by classes of functions/sets. Examples range from prototypical estimators used by statisticians, to nonparametric models used in machine learning. Regression methods MATH-408 General graduate course on regression methods
Ian SmithPhD, Cambridge University, 1982 Interests 1 Active shape control for structures for deployment and where serviceability criteria governs 2 Biomimetic structures (learning, self-diagnosis, self-repair) 3 Infrastructure management support through structural identification 4 Advanced computer-aided engineering applications of stochastic optimization and search, multi-criteria analysis, system uncertainties (measurement and modelling), multi-modal approaches (combining statistics with behavior models) More details : see https://www.epfl.ch/labs/imac/research/iansmith/ Friedrich EisenbrandFriedrich Eisenbrand's main research interests lie in the field of discrete optimization, in particular in algorithms and complexity, integer programming, geometry of numbers, and applied optimization. He is best known for his work on efficient algorithms for integer programming in fixed dimension and the theory of cutting planes, which are an important tool to solve large scale industrial optimization problems in practice.
Before joining EPFL in March 2008, Friedrich Eisenbrand was a full professor of mathematics at the University of Paderborn. Friedrich received the Heinz Maier-Leibnitz award of the German Research Foundation (DFG) in 2004 and the Otto Hahn medal of the Max Planck Society in 2001.
Nicolas Henri Bernard FlammarionNicolas Flammarion is a tenure-track assistant professor in computer science at EPFL. Prior to that, he was a postdoctoral fellow at UC Berkeley, hosted by Michael I. Jordan. He received his PhD in 2017 from Ecole Normale Superieure in Paris, where he was advised by Alexandre d’Aspremont and Francis Bach. In 2018 he received the prize of the Fondation Mathematique Jacques Hadamard for the best PhD thesis in the field of optimization. His research focuses primarily on learning problems at the interface of machine learning, statistics and optimization.
Volkan CevherVolkan Cevher received the B.Sc. (valedictorian) in electrical engineering from Bilkent University in Ankara, Turkey, in 1999 and the Ph.D. in electrical and computer engineering from the Georgia Institute of Technology in Atlanta, GA in 2005. He was a Research Scientist with the University of Maryland, College Park from 2006-2007 and also with Rice University in Houston, TX, from 2008-2009. Currently, he is an Associate Professor at the Swiss Federal Institute of Technology Lausanne and a Faculty Fellow in the Electrical and Computer Engineering Department at Rice University. His research interests include machine learning, signal processing theory, optimization theory and methods, and information theory. Dr. Cevher is an ELLIS fellow and was the recipient of the Google Faculty Research award in 2018, the IEEE Signal Processing Society Best Paper Award in 2016, a Best Paper Award at CAMSAP in 2015, a Best Paper Award at SPARS in 2009, and an ERC CG in 2016 as well as an ERC StG in 2011.
Sylvain CalinonExpertise
robot learning, human-robot collaboration, optimal control, model-based optimization
I am a Senior Research Scientist at the Idiap Research Institute and a Lecturer at EPFL, with research interests covering robot learning, optimal control, geometrical approaches, and human-robot collaboration. My work focuses on human-centered robotics applications in which the robots can acquire new skills from only few demonstrations and interactions. It requires the development of models that can exploit the st
Stéphane JoostExpertise
Geographic Information Science and spatial statisticsMolecular ecology, Landscape genomics, Seascape genomicsSpatial epidemiology, Health geographics
Publications Publications- List of publications
Teaching & PhD PhD Students Marco André Vieira Ruas, Manon Laetitia Pribille, Martine Valérie Besse Past EPFL PhD Students Estelle Rochat, Solange Catherine Gaillard, Oliver Michele Selmoni, Anaïs Ladoy, Annie Sandrine Guillaume Past EPFL PhD Students as codirector Sylvie Stucki, Kevin Leempoel, Martí
Lenka ZdeborováLenka Zdeborová is a Professor of Physics and of Computer Science in École Polytechnique Fédérale de Lausanne where she leads the Statistical Physics of Computation Laboratory. She received a PhD in physics from University Paris-Sud and from Charles University in Prague in 2008. She spent two years in the Los Alamos National Laboratory as the Director's Postdoctoral Fellow. Between 2010 and 2020 she was a researcher at CNRS working in the Institute of Theoretical Physics in CEA Saclay, France. In 2014, she was awarded the CNRS bronze medal, in 2016 Philippe Meyer prize in theoretical physics and an ERC Starting Grant, in 2018 the Irène Joliot-Curie prize, in 2021 the Gibbs lectureship of AMS. She is an editorial board member for Journal of Physics A, Physical Review E, Physical Review X, SIMODS, Machine Learning: Science and Technology, and Information and Inference. Lenka's expertise is in applications of concepts from statistical physics, such as advanced mean field methods, replica method and related message-passing algorithms, to problems in machine learning, signal processing, inference and optimization. She enjoys erasing the boundaries between theoretical physics, mathematics and computer science.
Pascal FrossardTeaching & PhD PhD Students Yiming Qin, Alba Carballo Castro, Elisa Messori, Ke Wang, Sevda Ögüt, Tuna Alikasifoglu, William Cappelletti, Manuel Madeira, Mahdi Amiri, Ortal Yona Senouf, Vasiliki Rizou, Cem Bilaloglu, Abdellah Rahmani, Amel Abdelraheem, Jérémy Jean Philippe Baffou, Adam Hazimeh, Vincent Jung, Yike Zhao Past EPFL PhD Students Dan Jurca, Jean-Paul Wagner, Ivana Radulovic, Ivana Tosic, Effrosyni Kokiopoulou, Zafer Arican, Vijayaraghavan Thirumalai, Tamara Tosic, Eirina Bourtsoulatze, Elif Vur
Mario PaoloneMario Paolone received the M.Sc. (with honors) and the Ph.D. degree in electrical engineering from the University of Bologna, Italy, in 1998 and 2002, respectively. In 2005, he was appointed assistant professor in power systems at the University of Bologna where he was with the Power Systems laboratory until 2011. In 2010, he received the Associate Professor eligibility from the Politecnico di Milano, Italy. Since 2011 he joined the Swiss Federal Institute of Technology, Lausanne, Switzerland, where he is now Full Professor, Chair of the Distributed Electrical Systems laboratory and Head of the Swiss Competence Center for Energy Research (SCCER) FURIES (Future Swiss Electrical infrastructure). He was co-chairperson of the technical programme committees of the 9th edition of the International Conference of Power Systems Transients (IPST 2009) and of the 2016 Power Systems Computation Conference (PSCC 2016). He was chair of the technical programme committee of the 2018 Power Systems Computation Conference (PSCC 2018). In 2013, he was the recipient of the IEEE EMC Society Technical Achievement Award. He was co-author of several papers that received the following awards: best IEEE Transactions on EMC paper award for the year 2017, in 2014 best paper award at the 13th International Conference on Probabilistic Methods Applied to Power Systems, Durham, UK, in 2013 Basil Papadias best paper award at the 2013 IEEE PowerTech, Grenoble, France, in 2008 best paper award at the International Universities Power Engineering Conference (UPEC). He was the founder Editor-in-Chief of the Elsevier journal Sustainable Energy, Grids and Networks and was Associate Editor of the IEEE Transactions on Industrial Informatics. His research interests are in power systems with particular reference to real-time monitoring and operation, power system protections, power systems dynamics and power system transients. Mario Paolone is author or coauthor of over 300 scientific papers published in reviewed journals and international conferences.
Kamiar AminianKamiar Aminian received the M.S. degree in electrical engineering in 1982, the Ph.D degree in biomedical engineering in 1989 and the Postgraduate degree on technical computing in 1993 from Ecole Polytechnique Fédérale de Lausanne (EPFL). He was assistant professor (1994-1996) with Sharif University of Technology (Tehran). He joint EPFL in 1996 where he is currently Professor of medical instrumentation and the director of the Laboratory of Movement Analysis and Measurement in the Institute of Bioengineering of EPFL. His research interests include methodologies for human movement monitoring and analysis in real world conditions mainly based on wearable technologies and inertial sensors with emphasis on gait, physical activity and sport. His research aims to perform outcome evaluation in orthopaedics, to improve motor function and intervention programs in aging and patients with movement disorders and pain, and to identify metrics of performance in sport science.
Kamiar Aminian is a member of the International Society of Posture and Gait Research, the Institute of Electrical and Electronics Engineers, the European Society of Movement Analysis in Adults and Children, the Prevention of fall Network Europe, the Intentional Society of Biomechanics and the President of the 3D analysis of the human movement group. He is author or co-author of more than 450 scientific papers published in reviewed journals and presented at international conferences and holds 10 patents related to medical devices.
Full CV
ORCID
Vittorio ErbaTeaching & PhD Courses Statistical physics of computation PHYS-512 The students understand tools from the statistical physics of disordered systems, and apply them to study computational and statistical problems in graph theory, discrete optimisation, inference and machine learning.
Matteo VilucchioEducation M.Sc. Theoretical Physics | 2020 Р2022 ENS Paris B.Sc. Physics | 2017 Р2020 Universit̩ de Pise
Geovani RizkExpertise
Distributed Machine Learning, Robustness, Safety, Optimization, Multi-Agent, Bandits in Graphs
I am a postdoctoral researcher at école Polytechnique Fédérale de Lausanne since 2022, where I work with Rachid Guerraoui on robustness of distributed machine learning algorithms. From 2018 to 2022, I completed my Ph.D. in computer science at Université Paris Dauphine-PSL on multi-agent bandits in graphs under the supervision of Yann Chevaleyre, Rida Laraki, Igor Colin, and Albert Thomas.Pre-prints Over
Fabrizio SossanExpertise
Mathematical Modelling, Forecasting and Optimization for Power System Applications
Current work
He is currently working on (i) forecasting of the electrical load in application to real-time control of micro-grids and (ii) planning and development of the power system infrastructure under an increased penetration of distributed generation.
Fabrizio is an Italian citizen and was born in Genova on 9th April 1985. He got his B.Sc. and M.Sc. in Computer Engineering from the University of Genova in 2007
Auke IjspeertAuke Ijspeert is a full professor at the EPFL, and head of the Biorobotics Laboratory (BioRob). He has a B.Sc./M.Sc. in physics from the EPFL (1995), and a PhD in artificial intelligence from the University of Edinburgh (1999). He carried out postdocs at IDSIA and EPFL, and at the University of Southern California (USC). He then became a research assistant professor at USC, and an external collaborator at ATR (Advanced Telecommunications Research institute) in Japan. In 2002, he came back to the EPFL as an SNF assistant professor. He was promoted to associate professor in October 2009 and to full professor in April 2016. His primary affiliation is with the Institute of Bioengineering, and secondary affiliation with the Institute of Mechanical Engineering. His research interests are at the intersection between robotics, computational neuroscience, nonlinear dynamical systems, and machine learning. He is interested in using numerical simulations and robots to get a better understanding of sensorimotor coordination in animals, and in using inspiration from biology to design novel types of robots and adaptive controllers. (see for instance Ijspeert et al Science 2007, Ijspeert Science 2014, and Nyakatura et al Nature 2019). He is also investigating how to assist people with limited mobility using exoskeletons and assistive furniture. He is regularly invited to give talks on these topics (e.g. TED talk given at TED Global Geneva, Dec 8 2015). With his colleagues, he has received paper awards at ICRA2002, CLAWAR2005, IEEE Humanoids 2007, IEEE ROMAN 2014, CLAWAR 2015, SAB2018, and CLAWAR 2019. He is an IEEE Fellow, member of the Board of Reviewing Editors of Science magazine, and associate editor for the IEEE Transactions on Medical Robotics and Bionics and for the International Journal of Humanoid Robotics. He has acted as an associate editor for the IEEE Transactions on Robotics (2009-2013) and for Soft Robotics (2018-2021). He was a guest editor for the Proceedings of IEEE, IEEE Transactions on Biomedical Engineering, Autonomous Robots, IEEE Robotics and Automation Magazine, and Biological Cybernetics. He has been the organizer of 7 international conferences (BioADIT2004, SAB2004, AMAM2005, BioADIT2006, LATSIS2006, SSRR2016, AMAM2019), and a program committee member of over 50 conferences.
Paolo GermanoFORMATION
Mars 1990 : Engagement au Laboratoire d'électromécanique et de machines électriques (LEME), devenu entre temps le laboratoire d'actionneurs intégrés (LAI), comme assistant puis comme fonctionnaire scientifique.
Janvier 1990 : Diplôme d'ingénieur EPF en microtechnique.
Juillet 1985 : Maturité de type scientifique.
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- EXPERIENCES ET DOMAINES DE COMPETENCES
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Modélisation et simulation de l'alimentation des moteurs de l'avion Solar Impulse sur la base des résultats de la modélisation par éléments finis (FEM) de la structure magnétique Développement du banc de mesure (mécanique et software) du moteur Solar Impulse (dès mars 2004);
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Dans le cadre d'un Projet CTI en collaboration avec l'entreprise Medtronic (Projet ColoStim), développement d'un appareil de traitement de la constipation consistant en des électrodes implantées le long du colon et alimentées par induction, à haute fréquence, à l'aide d'une bobine primaire placée autour du thorax du patient (janvier 2006 - mars 2007);
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Développement du modèle équivalent d'une montre à glace tactile et analyse de l'effet des décharges électrostatiques sur cette montre. Projet CTI en collaboration avec l'entreprise ETA-Swatch Group (avril 2003 à octobre 2004);
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Développement d'un système de transfert d'énergie pour navettes automotrices de machines d'assemblage. Projet CTI en collaboration avec l'entreprise Montech AG (octobre 2001 à octobre 2002);
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Développement d'une installation de transfert d'énergie pour des wagonnets de transport de rouleaux pour l'industrie du papier avec l'entreprise Valmet AG (Groupe Metso Paper) (2001);
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Développement d'un banc de mesure pour actionneurs linéaires dans le cadre d'un mandat avec l'entreprise Sonceboz SA (mars 1998 - juillet 2000);
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Développement d'une installation de transfert d'énergie pour un convoyeur d'outils dans le cadre d'un mandat avec l'entreprise MCM SpA (Italie) (juillet 1998 avril 1999 et déc. 1999 avril 2000);
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Développement d'un banc de test pour vibreur électromécanique dans le cadre d'un mandat avec l'entreprise ASULAB SA à Marin (octobre décembre 1999);
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Développement et responsabilité d'une installation de démonstration d'un Système de transport automatique à transmission d'énergie par induction - Projet Serpentine 2 PSEL (déc. 1996 juin 1999);
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Développement d'un banc de mesure et d'analyse pour moteurs à courant continu dans le cadre d'un projet d'impulsion RAVEL (sept. 1995 - mars 1997);
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Développement d'un convertisseur de fréquence à résonance de 2,4 kW pour l'alimentation d'un transformateur sans fer dans le cadre du transfert d'énergie sans contacts Projet Serpentine PSEL (février 94 déc. 1995);
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Développement d'un banc de mesure pour moteurs pas à pas dans le cadre d'un mandat avec l'entreprise Sonceboz SA (mars 1992 nov. 1995);
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Développement d'un convertisseur direct de fréquence AC/AC de basse puissance dans le cadre du projet du cur artificiel Suisse (mars 1990 - mars 1992);
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Suivi d'une vingtaine de projets de semestre et de master EPFL;
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Divers projets de moindre envergure (alimentations, démonstrateurs, acquisitions de données, micro-informatique, circuits imprimés).
PUBLICATIONS
DOMAINE DU TRANSFERT D'ENERGIE PAR INDUCTION
M. Jufer, L. Cardoletti, B. Arnet, P. Germano, Ch. Koechli, N. Macabray, M. Perrottet, "Dispositif de transmission d'énergie électrique à un véhicule, sans contact, par induction - Projet PSEL N° 16 - Magnéto-glisseur", Rapport de synthèse 1995, EPFL-DE-LEME, Lausanne - Suisse, 18 octobre 1995;
M. Jufer, L. Cardoletti, P. Germano, B. Arnet, M. Perrottet, N. Macabrey, "Induction Contactless Energy Transmission System for an Electric Vehicle", ICEM96, International Conference on Electrical Machines, Vigo, Sept. 10-12, 1996, Vol II, pp. 343-347;
P. Germano, M. Jufer, "Contactless power transmission: Frequency tuning by a maximum power tracking method", EPE '97, 7th European Conference on power electronics and applications, Trondheim, Sept. 8-10, 1997, Vol IV, pp. 693-697;
M. Jufer, L. Cardoletti, P. Germano, B. Arnet, M. Perrottet, Swiss Federal Institute of Techno-logy, DE-LEME, 1015 Lausanne, Switzer-land, "Inductively powered automatic vehicles - Ser-pen-tine", EVS-15 '98, 15th International Electric Vehicle Symposium and Exhibition, Brussel, Belgium, Sept. 29 - Oct. 3, 1998, pp. 403-404;
P. Germano, Nicolas Macabrey, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "Contactless Power Transmission: Linear Positioning of the Moving Element", EPE '99, 8th European Conference on Power Electronics and Applications, Lausanne, 7-9 September, 1999, Art Nb 685;
P. Germano, M. Jufer, L. Cardoletti, B. Arnet, Ch. Koechli, N. Macabray, M. Perrottet, "Système de transport automatique à transmission d'énergie par induction. - Projet PSEL N° 115", Rapport final 1999, EPFL-DE-LEME, Lausanne - Suisse, 31 août 1999;
P. Germano, I. Stefanini, W. Montella, L. Cardoletti, Y. Perriard, "Système de transfert d'énergie pour navette de machines d'assemblage Projet CTI n° 5780.1 KTS", Rapport final, EPF Lausanne-LAI, Suisse, mars 2004;
I. Stefanini, P. Germano, L. Cardoletti, W. Montella, Y. Perriard, "Inductive Charge System for Assembly Plant Shuttles", CD-ROM, EPE 2003, Toulouse, (France), 2-4 Septembre 2003;
P. Germano, I. Stefanini, Y. Perrirad, "Stimulation colique pour le traitement des troubles de la motilité Projet ColoStim Projet CTI n° 7362.2 LSPP-LS", Rapport final, EPF Lausanne-LAI, Suisse, mai 2007.
DOMAINES DES BANCS DE MESURE - MESURES
P. Germano, "Système automatique de mesure", Rapport technique vol. I & II, EPF-Lausanne, 1995;
P. Germano, Ch. Kuert, "Banc de mesures automatisé pour entraînements électriques", Présentation et mode d'emploi, EPF-Lausanne, 1997;
P. Germano, Ch. Kuert, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "Automated test bench for electric drives: Modular layout of soft- and hardware", EPE '99, 8th European Conference on Power Electronics and Applications, Lausanne, 7-9 September, 1999, Art Nb 683;
Y. Perriard, P. Germano, I. Verettaz, "Banc de test pour vibreur électromécanique", Rapport technique, EPF-Lausanne, janvier 2000;
P. Germano, Ch. Kuert, M. Jufer, Swiss Federal Institute of Technology, DE-LEME, 1015 Lausanne, Switzerland, "DSP controlled automated Test Bench for linear Actuators Design and Choices", EPE 2001, 9th European Conference on Power Electronics and Applications, Graz, 27-29 August, 2001, Art Nb 709;
P. Germano, M. Crivii, D. Demarco, Y. Perriard, Swiss Federal Instutute of Technology, LAI, 1015 Lausanne, Switzerland & L. Paratte, R. Marquis, Service Unit RD, ETA SA (Swatch Group), 2540 Granges, Switzerland, "Analysis and Modeling of Electrostatic Discharge in a Tactile Glass Featured Watch", IAS 2004, 39th Annual Meeting, Seattle, WA, USA, October 3-7, 2004;
P. Germano, M. Crivii, D. Demarco, Y. Perriard, Swiss Federal Instutute of Technology, LAI, 1015 Lausanne, Switzerland & L. Paratte, R. Marquis, Service Unit RD, ETA SA (Swatch Group), 2540 Granges, Switzerland, "Analysis and Modeling of Electrostatic Discharge in a Tactile Glass Featured Watch", IEEE Transaction on Industry Applications, Volume 43, Issue 4, July-aug. 2007, Page(s): 1091-1098; Yves PerriardYves Perriard was born in Lausanne in 1965. He received the M. Sc. in Microengineering from the Swiss Federal Institute of Technology - Lausanne (EPFL) in 1989 and the Ph D. degree in 1992. Co-founder of Micro-Beam SA, he was CEO of this company involved in high precision electric drive. Senior lecturer from 1998 and professor since 2003, he is currently director of Laboratory of Integrated Actuators. His research interests are in the field of new actuator design and associated electronic devices. In 2009, he is appointed Vice-Director of the Microengineering Institute in Neuchâtel until 2011. In 2013 the Federal Council has named him the the CTI commission in Bern. In 2014 he is appointed guest professor at Zhejiang University in China. In 2017, the lab is granted by the Werner Siemens Foundation of an amount of 12 millions CHF in order to set up a new Center for Artificial Muscules. Since 2018, he is Expert with Innosuisse, the new Swiss Innovation Agency. http://scholar.google.com/citations?hl=fr&user=V2onuO8AAAAJ https://actu.epfl.ch/news/a-12-million-franc-donation-to-create-a-center-for/ Yoan René Cyrille CivetTeaching & PhD PhD Students Simon Holzer Past EPFL PhD Students as codirector Dan Shi, Jasha Poliakine, Jonathan Chavanne, Quentin Philippe Mario De Menech Courses Electrotechnics I MICRO-100 The course covers the basics of electrical circuits composed of linear components, in direct current (DC) operation. A series of transforming methods are studied. At the end of the semester, alternate current (AC) systems are treated (complex numbers). Many examples and demos illustrate the course.
