Roberto CastelloRoberto Castello is a senior scientist and group leader at the EPFL Laboratory of Solar Energy and Building Physics. Physicist by training, he has extensive experience in collecting, classifying and interpreting large datasets using advanced data mining techniques and statistical methods. He received his MSc (2007) in Particle Physics and PhD (2010) in Physics and Astrophysics from the University of Torino. He worked as a postdoctoral researcher at the Belgian National Research Fund (2011-2014) and at the CERN Experimental Physics Department (2015-2017) as a research fellow and data scientist. He is primary author of more than 20 peer-reviewed publications and he presented at major international conferences in the high energy physics domain.
In 2018 he joined the Solar Energy and Building Physics Laboratory (LESO-PB) to work on data mining and Machine Learning techniques for the built environment and renewable energy. His main research interests are: spatio-temporal modeling of renewable energy potential, energy consumption forecasting techniques, anomaly detection, and computer vision techniques for automated classification in the built environment.
He leads the group of Urban Data Mining, Intelligence and Simulation at LESO-PB and he is a member of the NRP75 Big Data project (HyEnergy) of the Swiss National Science Foundation. He is a member of the Swiss Competence Centre for Energy Research (SCCER) and deputy leader of the working group on Leveraging Ubiquitous Energy Data. He has served as a scientific committee member, workshop organizer and speaker at international conferences (ICAE 2020, Applied Machine Learning Days 2019 and 2020, CISBAT 2019 and 2021 and SDS2020).
Since 2017 he is member of the Geneva 2030 Ecosystem network, promoting the United Nations agenda towards the realization of the Sustainable Development Goals (SDGs).
Frédéric CourbinAprès ses études de physique fondamentale à l'Université de Paris-XI (Orsay, France), Frédéric Courbin effectue sa thèse de doctorat entre l'Institut d'Astrophysique de l'Université de Liège (Belgique), l'Observatoire de Paris (France) et l'Observatoire Européen Austral (ESO, Allemagne). En 1999, il quitte l'Europe pour trois ans, afin de poursuivre ses recherches sous le ciel pur du Chili, où l'ESO vient de terminer la construction de son VLT (Very Large Telescope), dans le désert de l'Atacama. En 2004, après un séjour de 2 ans à l'Université de Liège comme chercheur "Marie Curie", Frédéric Courbin rejoint le Laboratoire d'Astrophysique de l'EPFL où il est actuellement professeur. Ses sujets de recherche principaux se situent en cosmologie et en astrophysique extragalactique, ainsi qu'en traitement du signal. En 2018, il obtient un financement Européen (ERC Advanced grant) lié à son travail en cosmologie avec les lentilles gravitationnelles. A l'EPFL il est membre de la commission de l'école doctorale en physique (EDPY) et à été le tuteur de plus de 30 étudiants en thèse à ce jour. Depuis 2018, il est membre du Conseil de Faculté des Sciences de Bases et de l'assemblée d'école depuis 2020.
Pierre VandergheynstPierre Vandergheynst received the M.S. degree in physics and the Ph.D. degree in mathematical physics from the Université catholique de Louvain, Louvain-la-Neuve, Belgium, in 1995 and 1998, respectively. From 1998 to 2001, he was a Postdoctoral Researcher with the Signal Processing Laboratory, Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland. He was Assistant Professor at EPFL (2002-2007), where he is now a Full Professor of Electrical Engineering and, by courtesy, of Computer and Communication Sciences. As of 2015, Prof. Vandergheynst serves as EPFL’s Vice-Provost for Education. His research focuses on harmonic analysis, sparse approximations and mathematical data processing in general with applications covering signal, image and high dimensional data processing, computer vision, machine learning, data science and graph-based data processing. He was co-Editor-in-Chief of Signal Processing (2002-2006), Associate Editor of the IEEE Transactions on Signal Processing (2007-2011), the flagship journal of the signal processing community and currently serves as Associate Editor of Computer Vision and Image Understanding and SIAM Imaging Sciences. He has been on the Technical Committee of various conferences, serves on the steering committee of the SPARS workshop and was co-General Chairman of the EUSIPCO 2008 conference. Pierre Vandergheynst is the author or co-author of more than 70 journal papers, one monograph and several book chapters. He has received two IEEE best paper awards. Professor Vandergheynst is a laureate of the Apple 2007 ARTS award and of the 2009-2010 De Boelpaepe prize of the Royal Academy of Sciences of Belgium.
Georges MeylanAprès une thèse en astrophysique, en 1985, à l'Observatoire astronomique de l'Université de Genève, Georges Meylan séjourne en tant que postdoc à l'Université de Californie à Berkeley, USA, et au siège de l'Observatoire Européen Austral (ESO) à Munich, Allemagne. Il occupe ensuite des positions d'astronome senior à l'ESO à Munich et au Space Telescope Science Institute (STScI) à Baltimore, USA. Depuis août 2004, il occupe la chaire d'astrophysique de l'EPFL.
Sa recherche porte sur la cosmologie observationnelle, incluant le phénomène de lentilles gravitationnelles, les quasars et leurs galaxies hôtes, la formation et l'évolution des galaxies tout au long de l'évolution de l'Univers, la dynamique stellaire et l'étude des populations stellaires proches et lointaines.
