Mario Bergés

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Lucio SoibelmanUniversity of Southern CaliforniaVerified email at usc.edu
Burcu AkinciProfessor of Civil and Environmental Engineering, Carnegie Mellon UniversityVerified email at cmu.edu
Jingkun GaoApple Inc.Verified email at cmu.edu
Hae Young NohAssociate Professor of Civil and Environmental Engineering, Stanford UniversityVerified email at stanford.edu
H. Scott MatthewsPrincipal Scientist, KeyLogic Systems / National Energy Technology LaboratoryVerified email at alumni.cmu.edu
Emre Can KaraVEIRVerified email at veir.com
James H. Garrett, Jr.Provost and Thomas Lord Professor of Civil Engineering, , Carnegie Mellon UniversityVerified email at andrew.cmu.edu
Suman GiriCarnegie Mellon UniversityVerified email at andrew.cmu.edu
Bingqing ChenBosch Center for Artificial IntelligenceVerified email at andrew.cmu.edu
Jose M. F. MouraPhilip L. and Marsha Dowd University Professor, Carnegie Mellon UniversityVerified email at ece.cmu.edu
Joern PloennigsUniversity of RostockVerified email at uni-rostock.de
Joel B. HarleyAssociate Professor & Kent and Linda Fuchs Faculty Fellow, University of FloridaVerified email at ufl.edu
Jingxiao LiuPostdoc @ MIT, Ph.D. @ Stanford CEEVerified email at stanford.edu
Yuvraj AgarwalAssociate Professor of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Kamin WhitehousePrinciple Scientist, AmazonVerified email at amazon.com
Mikkel Baun KjærgaardProfessor in Software Engineering, University of Southern DenmarkVerified email at mmmi.sdu.dk
Bharathan BalajiSenior Applied Scientist, AmazonVerified email at amazon.com
Dezhi HongAmazonVerified email at amazon.com
Gabe FierroColorado School of Mines / National Renewable Energy LaboratoryVerified email at mines.edu
David CULLERUniversity of California, BerkeleyVerified email at berkeley.edu

Mario Bergés

Professor, Civil and Environmental Engineering Department, Carnegie Mellon University

Verified email at cmu.edu - Homepage

Building Energy Management Smart Infrastructure


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BLUED: A fully labeled public dataset for event-based non-intrusive load monitoring research K Anderson, A Ocneanu, D Benitez, D Carlson, A Rowe, M Berges 2nd Workshop on Data Mining Applications in Sustainability (SustKDD), 2012	557*	2012
Brick: Towards a unified metadata schema for buildings B Balaji, A Bhattacharya, G Fierro, J Gao, J Gluck, D Hong, A Johansen, ... Proceedings of the 3rd ACM International Conference on Systems for Energy …, 2016	418	2016
PLAID: a public dataset of high-resoultion electrical appliance measurements for load identification research: demo abstract J Gao, S Giri, EC Kara, M Bergés proceedings of the 1st ACM Conference on Embedded Systems for Energy …, 2014	290	2014
Brick: Metadata schema for portable smart building applications B Balaji, A Bhattacharya, G Fierro, J Gao, J Gluck, D Hong, A Johansen, ... Applied energy 226, 1273-1292, 2018	276	2018
Event detection for non intrusive load monitoring KD Anderson, ME Berges, A Ocneanu, D Benitez, JMF Moura IECON 2012-38th Annual Conference on IEEE Industrial Electronics Society …, 2012	259	2012
Enhancing electricity audits in residential buildings with nonintrusive load monitoring ME Berges, E Goldman, HS Matthews, L Soibelman Journal of industrial ecology 14 (5), 844-858, 2010	248	2010
Sensor Andrew: Large-scale campus-wide sensing and actuation A Rowe, ME Berges, G Bhatia, E Goldman, R Rajkumar, JH Garrett, ... IBM Journal of Research and Development 55 (1.2), 6: 1-6: 14, 2011	190	2011
User-centered nonintrusive electricity load monitoring for residential buildings M Berges, E Goldman, HS Matthews, L Soibelman, K Anderson Journal of computing in civil engineering 25 (6), 471-480, 2011	184	2011
Learning systems for electric consumption of buildings M Berges, E Goldman, HS Matthews, L Soibelman ASCE International Workshop on Computing in Civil Engineering, 2009	171	2009
Estimating the benefits of electric vehicle smart charging at non-residential locations: A data-driven approach EC Kara, JS Macdonald, D Black, M Bérges, G Hug, S Kiliccote Applied Energy 155, 515-525, 2015	168	2015
Gnu-RL: A Precocial Reinforcement Learning Solution for Building HVAC Control Using a Differentiable MPC Policy B Chen, Z Cai, M Bergés Proceedings of the 6th ACM International Conference on Systems for Energy …, 2019	162	2019
Unsupervised disaggregation of appliances using aggregated consumption data H Gonçalves, A Ocneanu, M Bergés, R Fan The 1st KDD Workshop on Data Mining Applications in Sustainability (SustKDD), 2011	160	2011
A comparison of non-intrusive load monitoring methods for commercial and residential buildings N Batra, O Parson, M Berges, A Singh, A Rogers arXiv preprint arXiv:1408.6595, 2014	149	2014
A feasibility study of automated plug-load identification from high-frequency measurements J Gao, EC Kara, S Giri, M Berges 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2015	144	2015
Robust ultrasonic damage detection under complex environmental conditions using singular value decomposition C Liu, JB Harley, M Bergés, DW Greve, IJ Oppenheim Ultrasonics 58, 75-86, 2015	134	2015
Diagnosis algorithms for indirect structural health monitoring of a bridge model via dimensionality reduction J Liu, S Chen, M Bergés, J Bielak, JH Garrett, J Kovačević, HY Noh Mechanical Systems and Signal Processing 136, 106454, 2020	114	2020
Contactless sensing of appliance state transitions through variations in electromagnetic fields A Rowe, M Berges, R Rajkumar Proceedings of the 2nd ACM workshop on embedded sensing systems for energy …, 2010	112	2010
Methods and apparatuses for monitoring energy consumption and related operations MEB Gonzalez, EJ Goldman, L Soibelman, BW Andrews, DSB Meijia, ... US Patent 9,104,189, 2015	91	2015
A voltage and current measurement dataset for plug load appliance identification in households R Medico, L De Baets, J Gao, S Giri, E Kara, T Dhaene, C Develder, ... Scientific data 7 (1), 49, 2020	88	2020
Sensing and field data capture for construction and facility operations S Taneja, B Akinci, JH Garrett, L Soibelman, E Ergen, A Pradhan, P Tang, ... Journal of construction engineering and management 137 (10), 870-881, 2011	88	2011

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