Publications

Elvin Vindel, Mario Bergés, Burcu Akinci, Olga Kavvada (2021). Demand Flexibility Potential Model for Multi-Zone Commercial Buildings using Internal HVAC System States. Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Byeongseong Choi, Mario Bergés, Elie Bou-zeid, Matteo Pozzi (2021). Short-term probabilistic forecasting of meso-scale near-surface urban temperature fields. Environmental Modelling & Software.

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Bingqing Chen, Jonathan Francis, James Herman, Jean Oh, Eric Nyberg, Sylvia L Herbert (2021). Safety-aware Policy Optimisation for Autonomous Racing. arXiv preprint arXiv:2110.07699.

James Herman, Jonathan Francis, Siddha Ganju, Bingqing Chen, Anirudh Koul, Abhinav Gupta, Alexey Skabelkin, Ivan Zhukov, Max Kumskoy, Eric Nyberg (2021). Learn-to-Race: A Multimodal Control Environment for Autonomous Racing. Proceedings of the IEEE/CVF International Conference on Computer Vision.

Bingqing Chen, Priya Donti, Kyri Baker, J Zico Kolter, Mario Bergés (2021). Enforcing Policy Feasibility Constraints through Differentiable Projection for Energy Optimization. Proceedings of the Twelfth ACM International Conference on Future Energy Systems.

Elvin Vindel, Mario Bergés, Burcu Akinci (2021). A Modeling Approach to Characterize the Demand Flexibility of the Air Distribution System in Commercial Buildings. 6th International High Performance Buildings Conference.

Francisco Fonseca, Michael Craig, Paulina Jaramillo, Mario Bergés, Edson Severnini, Aviva Loew, Haibo Zhai, Yifan Cheng, Bart Nijssen, Nathalie Voisin, John Yearsley (2021). Effects of Climate Change on Capacity Expansion Decisions of an Electricity Generation Fleet in the Southeast U.S.. Environmental Science & Technology.

Zhe Wang, Bingqing Chen, Han Li, Tianzhen Hong (2021). AlphaBuilding ResCommunity: A multi-agent virtual testbed for community-level load coordination. Advances in Applied Energy.

Bingqing Chen, Jonathan Francis, Marco Pritoni, Soummya Kar, Mario Bergés (2020). COHORT: Coordination of Heterogeneous Thermostatically Controlled Loads for Demand Flexibility. Proceedings of the 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Bingqing Chen, Ming Jin, Zhe Wang, Tianzhen Hong, Mario Bergés (2020). Towards Off-policy Evaluation as a Prerequisite for Real-world Reinforcement Learning in Building Control. The 1st International Workshop on Reinforcement Learning for Energy Management in Buildings Cities (ACM RLEM'20).

Bingqing Chen, Weiran Yao, Jonathan Francis, Mario Bergés (2020). Learning a Distributed Control Scheme for Demand Flexibility in Thermostatically Controlled Loads. 2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (IEEE SmartGridComm'20).

Bingqing Chen, Zicheng Cai, merges (2020). Gnu-RL: A Practical and Scalable Reinforcement Learning Solution for Building HVAC Control. Frontiers in Built Environment.

Ver Beek Noah, Elvin Vindel, Matthew Kuperus Heun, Paul E. Brockway (2020). Quantifying the Environmental Impacts of Cookstove Transitions: A Societal Exergy Analysis Based Model of Energy Consumption and Forest Stocks in Honduras. Energies.

Bingqing Chen, Jingxiao Liu, Henning Lange, Mario Bergés (2020). Dyna-Bolt: Domain Adaptive Binary Factorization Of Current Waveforms For Energy Disaggregation. ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Roberto Medico, Leen De Baets, Jingkun Gao, Suman Giri, Emre Kara, Tom Dhaene, Chris Develder, Mario Bergés, Dirk Deschrijver (2020). A voltage and current measurement dataset for plug load appliance identification in households. Scientific Data.

Henning Lange, Bingqing Chen, Mario Berges, Soummya Kar (2020). Learning to Solve AC Optimal Power Flow by Differentiating through Holomorphic Embeddings. arXiv preprint arXiv:2012.09622.

Jingxiao Liu, Bingqing Chen, Siheng Chen, merges, Jacobo Bielak, HaeYoung Noh (2020). Damage-sensitive and domain-invariant feature extraction for vehicle-vibration-based bridge health monitoring. ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Jingxiao Liu, Siheng Chen, Mario Bergés, Jacobo Bielak, James Garrett, Jelena Kovačević, Hae Young Noh (2019). Diagnosis algorithms for indirect structural health monitoring of a bridge model via dimensionality reduction. Mechanical Systems and Signal Processing.

Bingqing Chen, Zicheng Cai, Mario Bergés (2019). Gnu-RL: A precocial reinforcement learning solution for building HVAC control using a Differentiable MPC policy. Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Elvin Vindel, Mario Bergés, Burcu Akinci (2019). Energy sharing through shared storage in net zero energy communities. Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Elvin Vindel, Mario Bergés, Burcu Akinci (2019). Energy sharing through shared storage in net zero energy communities. Journal of Physics: Conference Series.

Mario Bergés, C. Samaras (2019). A Path Forward for Smart Cities and IoT Devices. IEEE Internet of Things Magazine.

Henning Lange, Mario Bergés, J. Zico Kolter (2019). Neural Variational Identification and Filtering for Stochastic Non-Linear Dynamical Systems With Application To Non-Intrusive Load Monitoring. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Francisco R. Fonseca, Paulina Jaramillo, Mario Bergés, Edson Severnini (2019). Seasonal effects of climate change on intra-day electricity demand patterns. Climatic Change.

Jonathan Francis, Matias Quintana, Nadine von Frankenberg, Sirajum Munir, Mario Bergés (2019). OccuTherm: Occupant Thermal Comfort Inference Using Body Shape Information. Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Shijia Pan, Mario Berges, Juleen Rodakowski, Pei Zhang, Hae Young Noh (2019). Fine-Grained Recognition of Activities of Daily Living Through Structural Vibration and Electrical Sensing. Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Christoph Klemenjak, Andreas Reinhardt, Lucas Pereira, Stephen Makonin, Mario Bergés, Wilfried Elmenreich (2019). Electricity Consumption Data Sets: Pitfalls and Opportunities. Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation.

Jingxiao Liu, Siheng Chen, George Lederman, David B. Kramer, Hae Young Noh, Jacobo Bielak, James H. Garrett, Jelena Kovačević, Mario Bergés (2019). Dynamic responses, GPS positions and environmental conditions of two light rail vehicles in Pittsburgh. Scientific Data.

Jingxiao Liu, Yujie Wei, Mario Bergés, Jacobo Bielak, James H. Garrett Jr., HaeYoung Noh (2019). Detecting anomalies in longitudinal elevation of track geometry using train dynamic responses via a variational autoencoder. Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2019.

Fabricio Flores, Sirajum Munir, Matias Quintana, Anand Krishnan Prakash, Mario Bergés (2019). Dataset: Occupancy Detection, Tracking, and Estimation Using a Vertically Mounted Depth Sensor. Proceedings of the 2Nd Workshop on Data Acquisition To Analysis.

Sirajum Munir, Jonathan Francis, Matias Quintana, Nadine von Frankenberg, Mario Bergés (2019). Dataset: Inferring Thermal Comfort Using Body Shape Information Utilizing Depth Sensors. Proceedings of the 2Nd Workshop on Data Acquisition To Analysis.

Carl Malings, Mateo Pozzi, Kelly Klima, Mario Bergés, Elie Bou-Zeid, Prathap Ramamurthy (2018). Surface Heat Assessment for Developed Environments: Optimizing Urban Temperature Monitoring. Building and Environment.

Jingkun Gao, Mario Bergés (2018). A large-scale evaluation of automated metadata inference approaches on sensors from air handling units. Advanced Engineering Informatics.

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Jingxiao Liu, Mario Bergés, Jacobo Bielak, James H. Garrett, Jelena Kovacevic, Hae Young Noh (2018). A Damage Localization and Quantification Algorithm for Indirect Structural Health Monitoring of Bridges Using Multi-Task Learning. 45th Annual Review of Progress in Quantitative Nondestructive Evaluation.

Leen De Baets, Tom Dhaene, Dirk Deschrijver, Chris Develder, Mario Bergés (2018). VI-based Appliance Classification Using Aggregated Power Consumption Data. Smart Computing (SMARTCOMP), 2018 IEEE International Conference on.

Henning Lange, Mario Bergés (2018). Variational BOLT: Approximate Learning in Factorial Hidden Markov Models With Application to Energy Disaggregation. AAAI'18: Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence.

Henning Lange, Mario Bergés (2018). FactorNet: Learning to Factorize Intractable and Multi-Modal Posterior Distributions for Energy Disaggregation. Proceedings of the 4th International Workshop on Non-Intrusive Load Monitoring.

Zhanhong Jiang, Jonathan Francis, Anit Kumar Sahu, Sirajum Munir, Charles Shelton, Anthony Rowe, Mario Bergés (2018). Data-driven Thermal Model Inference with ARMAX, in Smart Environments, based on Normalized Mutual Information. American Control Conference (ACC), 2018.

Mario Bergés, Henning Lange, Jingkun Gao (2018). Data-Driven Operation of Building Systems: Present Challenges and Future Prospects. Intelligent Computing in Engineering and Architecture.

Bharathan Balaji, Arka Bhattacharya, Gabriel Fierro, Jingkun Gao, Joshua Gluck, Dezhi Hong, Aslak Johansen, Jason Koh, Joern Ploennigs, Yuvraj Agarwal, Mario Bergés, David Culler, Rajesh Gupta, Mikkel Baun Kjærgaard, Mani Srivastava, Kamin Whitehouse (2018). Brick: Metadata Schema for Portable Smart Building Applications. Applied Energy.

Leen De Baets, Jingkun Gao, Chris Develder, Tom Dhaene, Mario Bergés, Dirk Deschrijver (2017). Handling imbalance in an extended PLAID. SustainIT 2017, the 5th IFIP Conference on Sustainable Internet and ICT for Sustainability.

David W Greve, Jaime Parra, Mario Bergés, Joel B Harley, Warren R Junker, Irving J Oppenheim, Zitian Zhang (2017). Piezoceramic Wafer Transducers Bonded to a Thick Plate Display Ringing [Abstract]. 44th Annual Review of Progress in Quantitative Nondestructive Evaluation.

Suman Giri, Mario Bergés (2017). An error correction framework for sequences resulting from known state-transition models in Non-Intrusive Load Monitoring. Advanced Engineering Informatics.

Carl Malings, Matteo Pozzi, Kelly Klima, Mario Bergés, Elie Bou-Zeid, Prathap Ramamurthy (2017). Surface heat assessment for developed environments: Probabilistic urban temperature modeling. Computers, Environment and Urban Systems.

Sirajum Munir, Ripudaman Singh Arora, Craig Hesling, Juncheng Li, Jonathan Francis, Charles Shelton, Christopher Martin, Anthony Rowe, Mario Bergés (2017). Real-Time Fine Grained Occupancy Estimation using Depth Sensors on ARM Embedded Platforms. Real-Time and Embedded Technology and Applications Symposium (RTAS), 2017 IEEE.

Yasamin H. Tari, Burcu Akinci, Mario Bergés, Matteo Pozzi (2017). Predicting Leaks in Natural Gas Distribution Networks Using Generalized Linear Models. ASCE International Workshop on Computing in Civil Engineering 2017.

Kin Sum Liu, Elvin Vindel Pinto, Sirajum Munir, Jonathan Francis, Charles Shelton, Mario Bergés, Shan Lin (2017). Poster: COD: A Dataset of Commercial Building Occupancy Traces. Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments.

Minkyung Kang, Mario Bergés, Burcu Akinci (2017). Forecasting Airport Building Electricity Demand Based on Flight Schedule Information for Demand Response Applications. Transportation Research Board 96th Annual Meeting Compendium of Papers.

Sirajum Munir, Le Tran, Jonathan Francis, Charles Shelton, Ripudaman Singh Arora, Craig Hesling, Matias Quintana, Anand Krishnan Prakash, Anthony Rowe, Mario Berges (2017). Demo: FORK: Fine grained Occupancy estimatoR using Kinect on ARM Embedded Platforms. Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments.

Matias Quintana, Henning Lange, Mario Bergés (2017). Demo: Design and Implementation of a Low-cost Arduino-based High-Frequency AC Waveform Meter Board for the Raspberry Pi. Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments.

David W. Greve, Jaime Parra, Mario Bergés, Joel B. Harley, Warren R. Junker, Irving J. Oppenheim, Zitian Zhang (2017). An effect at the source creates ringing in a thick plate. Ultrasonics Symposium (IUS), 2017 IEEE International.

Minkyung Kang, Mario Bergés, Burcu Akinci (2016). Electric load prediction baseline for airport buildings: A case study. Proceedings of the 2016 Construction Research Congress.

Henning Lange, Mario Bergés (2016). The Nerual Energy Decoder: Energy Disaggregation by Combining Binary Subcomponents. 3rd International Workshop on Non-Intrusive Load Monitoring.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2016). Sparse representation of ultrasonic guided-waves for robust damage detection in pipelines under varying environmental and operational conditions. Structural Control and Health Monitoring.

Henning Lange, Mario Bergés (2016). Efficient Inference in Dual-emission FHMM for Energy Disaggregation. Workshops at the Thirtieth AAAI Conference on Artificial Intelligence.

Peng Gong, Joel B. Harley, Mario Bergés, Warren R. Junker, David W. Greve, Irving J. Oppenheim (2016). Ultrasonic guided wave detection of scatterers on large clad steel plates. Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2016.

Bharathan Balaji, Arka Bhattacharya, Gabriel Fierro, Jingkun Gao, Joshua Gluck, Dezhi Hong, Aslak Johansen, Jason Koh, Joern Ploennigs, Yuvraj Agarwal, Mario Bergés, David Culler, Rajesh Gupta, Mikkel Baun Kjærgaard, Mani Srivastava, Kamin Whitehouse (2016). Portable Queries Using the Brick Schema for Building Applications: Demo Abstract. Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments.

Carl Malings, Matteo Pozzi, Kelly Klima, Elie Bou-Zeid, Prathap Ramamurthy, Mario Bergés (2016). Optimal Sensor Placement for Urban Heat Risk Response. 13th International Conference on Probabilistic Safety Assessment and Management (PSAM 13). Seoul, Republic of Korea.

Bharathan Balaji, Arka Bhattacharya, Gabriel Fierro, Jingkun Gao, Joshua Gluck, Dezhi Hong, Aslak Johansen, Jason Koh, Joern Ploennigs, Yuvraj Agarwal, Mario Bergés, David Culler, Rajesh Gupta, Mikkel Baun Kjærgaard, Mani Srivastava, Kamin Whitehouse (2016). Brick: Towards a unified metadata schema for buildings. Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments.

Henning Lange, Mario Bergés (2016). BOLT: Energy Disaggregation by Online Binary Matrix Factorization of Current Waveforms. Proceedings of the 3rd ACM International Conference on Systems for Energy-Efficient Built Environments.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2016). An energy-based sparse representation of ultrasonic guided-waves for online damage detection of pipelines under varying environmental and operational conditions. Mechanical Systems and Signal Processing.

Suman Giri, Mario Bergés (2015). Virtual metering of electrical appliances through analysis of data from contactless sensing. 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP).

Kyle Anderson, Mario Bergés, José M. F. Moura (2015). Non-Intrusive Load Monitoring: A Power Consumption Based Relaxation. 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP).

Jingkun Gao, Emre Can Kara, Suman Giri, Mario Bergés (2015). A feasibility study of automated plug-load identification from high-frequency measurements. 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP).

In-Soo Jung, Mario Bergés, James H. Garrett Jr., Barnabas Poczos (2015). Exploration and evaluation of AR, MPCA and KL anomaly detection techniques to embankment dam piezometer data. Advanced Engineering Informatics.

Xuechen Lei, Minkyung Kang, Mario Bergés, Burcu Akinci (2015). Assessment of Industry Foundation Classes (IFC) in Supporting Building Energy Benchmarking. Proceedings of the 32nd CIB W78 Conference 2015.

Chang Liu, Joel B. Harley, Mario Bergés, David W. Greve, Irving J. Oppenheim (2015). Robust ultrasonic damage detection under complex environmental conditions using singular value decomposition. Ultrasonics.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2015). Temperature variation effects on sparse representation of guided-waves for damage diagnosis in pipelines. Structural Health Monitoring and Inspection of Advanced Materials, Aerospace, and Civil Infrastructure 2015.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2015). Nonlinear feature extraction methods for removing temperature effects in multi-mode guided-waves in pipes. Structural Health Monitoring and Inspection of Advanced Materials, Aerospace, and Civil Infrastructure 2015.

Emre Can Kara, Mario Bergés, Gabriela Hug (2015). Impact of Disturbances on Modeling of Thermostatically Controlled Loads for Demand Response. IEEE Transactions on Smart Grid.

Emre C. Kara, Jason S. Macdonald, Douglas Black, Mario Bergés, Gabriela Hug, Sila Kiliccote (2015). Estimating the benefits of electric vehicle smart charging at non-residential locations: A data-driven approach . *Applied Energy *.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2015). Effects of damage location and size on sparse representation of guided-waves for damage diagnosis of pipelines under varying temperature. Structural Health Monitoring and Inspection of Advanced Materials, Aerospace, and Civil Infrastructure 2015.

Suman Giri, Mario Bergés (2015). An energy estimation framework for event-based methods in Non-Intrusive Load Monitoring. Energy Conversion and Management.

Jingkun Gao, Joern Ploennigs, Mario Bergés (2015). A Data-driven Meta-data Inference Framework for Building Automation Systems. BuildSys 2015.

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Farrokh Jazizadeh, Burcin Becerik-Gerber, Mario Bergés, Lucio Soibelman (2014). Unsupervised Clustering of Residential Electricity Consumption Measurements for Facilitated User-Centric Non-Intrusive Load Monitoring. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Emre Can Kara, Mario Bergés, Gabriela Hug (2014). Modeling Thermostatically Controlled Loads to Engage Households in the Smart Grid: Lessons Learned from Residential Refrigeration Units. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Alejando Gomez Rivera, Sergio Guindon, Timothy Pianka, Neil Patel, Varun Kasireddy, Enze Li, Jungcheng Li, Semiha Ergan, Mario Bergés (2014). Lessons Learned from Monitoring Electricity Consumption in a Research Lab Through a Capstone Project Course. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2014). Investigation on the effects of environmental and operational conditions (EOC) on diffuse-field ultrasonic guided-waves in pipes. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Miguel Mora, Akinci„ Burcu, Mario Bergés (2014). Information Exchange Requirements to Support Commissioning of HVAC and Building Envelope Components During an Energy Retrofit Project - A Comparative Case Study. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Alejando Gomez, Mario Bergés, Burcu Akinci (2014). Exploratory Study Towards Streamlining the Identification of Sensor Locations Within a Facility. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

In-Soo Jung, Mario Bergés, James H. Garrett Jr. (2014). Anomaly Detection on Piezometer Data Collected from Embankment Dams Using Physical Model-Based Simulation. Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering (ICCCBE).

Kyle Anderson, José MF Moura, Mario Bergés (2014). Unsupervised approximate power trace decomposition algorithm. Proceedings of the 2nd International Workshop on Non-Intrusive Load Monitoring.

Matineh Eybpoosh, Mario Bergés, Hae Young Noh (2014). Toward characterizing the effects of environmental and operational conditions on diffuse-field ultrasonic guided-waves in pipes. Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2014.

Lucas Pereira, Nuno Nunes, Mario Bergés (2014). SURF and SURF-PI: a file format and API for non-intrusive load monitoring public datasets. Proceedings of the 5th international conference on Future energy systems.

Jingkun Gao, Suman Giri, Emre Can Kara, Mario Bergés (2014). PLAID: a public dataset of high-resoultion electrical appliance measurements for load identification research: demo abstract. Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings.

Christopher Palmer, Patrick Lazik, Maxim Buevich, Jingkun Gao, Mario Bergés, Anthony Rowe, Ricardo Lopes Pereira, Christopher Martin (2014). Mortar.io: a concrete building automation system: demo abstract. Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings.

Merthan Koc, Burcu Akinci, Mario Bergés (2014). Comparison of linear correlation and a statistical dependency measure for inferring spatial relation of temperature sensors in buildings. Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings.

Farrokh Jazizadeh, Burcin Becerik-Gerber, Mario Bergés, Lucio Soibelman (2014). An unsupervised hierarchical clustering based heuristic algorithm for facilitated training of electricity consumption disaggregation systems. Advanced Engineering Informatics.

Chang Liu, Joel B Harley, Mario Bergés, David W Greve, Warren R Junker, Irving J Oppenheim (2014). A robust baseline removal method for guided wave damage localization. SPIE Smart Structures and Materials+ Nondestructive Evaluation and Health Monitoring.

Scott Le Vine, Bingqing Chen, John Polak (2014). Does the income elasticity of road traffic depend on the source of income?. Transportation Research Part A: Policy and Practice.

Suman Giri, Mario Bergés, Anthony Rowe (2013). Towards automated appliance recognition using an EMF sensor in NILM platforms. Advanced Engineering Informatics.

Derrick Carlson, H. Scott Matthews, Mario Bergés (2013). One Size Does Not Fit All: Averaged Data on Household Electricity is Inadequate for Residential Energy Policy and Decisions. Energy and Buildings.

Chang Liu, Joel B. Harley, David Greve, Mario Bergés, Irving Oppenheim (2013). Identifying Pipe Degradation In a Highly Dynamic Environment Using Singular Value Decomposition. Proceedings of the Ninth International Workshop on Structural Health Monitoring.

Emre Can Kara, Zico Kolter, Mario Bergés, Bruce Krogh, Gabriela Hug, T. Yuksel (2013). A Moving Horizon State Estimator in the Control of Thermostatically Controlled Loads for Demand Response. Proceedings of the IEEE 4th International Conference on Smart Grid Communications (SmartGridComm).

In-Soo Jung, Jennifer Frazier, Burcu Akinci, Mario Bergés, Semiha Ergan, James H. Garrett, Christopher Kelly (2013). Towards Dam Information Modeling: Best Practices Learned From the AEC/FM Domain. Proceedings of the 2013 International Commission on Large Dams (ICOLD).

Suman Giri, Po-Hsian Lai, Mario Bergés (2013). Novel Techniques For ON and OFF states detection of appliances for Power Estimation in Non-Intrusive Load Monitoring. Proceedings of the The 30th International Symposium on Automation and Robotics in Construction and Mining (ISARC).

Farrokh Jazizadeh, Burcin Becerik-Gerber, Lucio Soibelman, Mario Bergés (2013). Towards Passive Training for Non-Intrusive Load Monitoring. Proceedings of the 2013 International EG-ICE Workshop on Intelligent Computing.

Suman Giri, Mario Bergés (2013). Towards automatic classification of appliances: Tackling cross talk in EMF sensors using blind source separation techniques. Proceedings of the 2013 International EG-ICE Workshop on Intelligent Computing.

In-Soo Jung, Mario Bergés, James H. Garrett, Christopher Kelly (2013). Interpreting the Dynamics of Embankment Dams through a Time-Series Analysis of Multiple Piezometer Data Using a Non-Parametric Spectral Estimation Method. Proceedings of the 2013 ASCE International Workshop on Computing in Civil Engineering.

Emre Can Kara, Mario Bergés (2013). Demand Response in Buildings: Engaging Thermostatically Controlled Loads in the Power Grid. Proceedings of the 2013 ASCE International Workshop on Computing in Civil Engineering.

Chang Liu, Joel B. Harley, Yujie Ying, Martin H. Altschul, Mario Bergés, David Greve, José M. F. Moura, Irving Oppenheim, Lucio Soibelman (2013). Ultrasonic Monitoring of a Pressurized Pipe in Operation. Proceedings of the 2013 ASCE Structures Congress.

Niranjini Rajagopal, Anthony Rowe, Suman Giri, Mario Bergés (2013). Demo Abstract: A Magnetic Field-based Appliance Metering System. Proceedings of the 12th ACM/IEEE International Conference on Information Processing in Sensor Networks.

Niranjini Rajagopal, Suman Giri, Anthony Rowe, Mario Bergés (2013). A Magnetic Field-based Appliance Metering System. Proceedings fo the ACM/IEEE 4th International Conference on Cyber-Physical Systems.

Chang Liu, Joel B. Harley, Yujie Ying, Mario Bergés, James H. Garrett, David Greve, Irving Oppenheim (2013). Singular value decomposition for novelty detection in ultrasonic pipe monitoring. Proceedings of the 2013 SPIE Smart Structures/NDE Conference.

Xuesong Liu, Burcu Akinci, Mario Bergés, James H. Garrett (2013). Domain-Specific Querying Formalisms for Retrieving Information of HVAC Systems. Journal of Computing in Civil Engineering.

Xuesong Liu, Burcu Akinci, Mario Bergés, James H. Garrett Jr. (2013). Extending the information delivery manual approach to identify information requirements for performance analysis of HVAC systems. Advanced Engineering Informatics.

Leneve Ong, Mario Bergés, Hae Young Noh (2013). Exploring Sequential and Association Rule Mining for Pattern-based Energy Demand Characterization. Proceedings of the 5th ACM Workshop on Embedded Systems For Energy-Efficient Buildings.

Emre Can Kara, Mario Bergés, Krogh„ Bruce H., Soummya Kar (2012). Using Smart Devices for System-level Management and Control in the Smart Grid: A Reinforcement Learning Framework. Proceedings of the 3rd International Conference on Smart Grid Communications (SmartGridComm).

Kyle Anderson, Mario Bergés, Adrian Ocneanu, Diego Benitez, José M. F. Moura (2012). Event Detection for Non Intrusive Load Monitoring. Proceedings of the 38th Annual Conference on IEEE Industrial Electronics Society (IECON).

Kyle Anderson, Adrian Ocneanu, Diego Benitez, Derrick Carlson, Anthony Rowe, Mario Bergés (2012). BLUED: A Fully Labeled Public Dataset for Event-Based Non-Intrusive Load Monitoring Research. Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD).

Chang Liu, Joel B. Harley, Nicholas O'Donoughue, Yujie Ying, Mario Bergés, Martin H. Altschul, James H. Garrett, David Greve, José M. F. Moura, Irving Oppenheim, Lucio Soibelman (2012). Ultrasonic Scatterer Detetion in a Pipe Under Operating Conditions Using Singular Value Decomposition. 39th Annual Review of Progress in Quantitative Nondestructive Evaluation.

Xuesong Liu, Burcu Akinci, James H. Garrett, Mario Bergés (2012). Requirements for A Formal Approach to Represent Information Exchange Requirements of a Self-managing Framework for HVAC Systems. Proceedings of the 2012 International Conference on Computing in Civil and Building Engineering.

Suman Giri, Mario Bergés (2012). A study on the feasibility of automated data labeling and training using an EMF sensor in NILM platforms. Proceedings of the 2012 International EG-ICE Workshop on Intelligent Computing.

Lucas Pereira, Filipe Quintal, Nuno J. Nunes, Mario Bergés (2012). The Design of a Hardware-software Platform for Long-term Energy Eco-feedback Research. Proceedings of the 4th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS).

Chang Liu, Joel Harley, Nicholas O'Donoughue, Yujie Ying, Martin H Altschul, Mario Bergés, James H Garrett, David W Greve, José MF Moura, Irving J Oppenheim, others (2012). Robust change detection in highly dynamic guided wave signals with singular value decomposition. Ultrasonics Symposium (IUS), 2012 IEEE International.

Derrick R. Carlson, Mario Bergés, H. Scott Matthews (2012). How Many Appliances does it take to…?. 1st International Workshop on Non-Intrusive Load Monitoring.

Xuesong Liu, Burcu Akinci, Mario Bergés, James H. Garrett Jr (2012). Exploration and Comparison of Approaches for Integrating Heterogeneous Information Sources to Support Performance Analysis of HVAC Systems. ASCE International Workshop on Computing in Civil Engineering.

Matineh Eybpoosh, Burcu Akinci, Mario Bergés (2012). Effects of Planning and Data Collection Approaches on the Quality of Processed Laser Scanned Data: Lessons Learned. Construction Research Congress.

Xuesong Liu, Burcu Akinci, Mario Bergés, James H. Garrett (2012). An Integrated Performance Analysis Framework for HVAC Systems Using Heterogeneous Data Models and Building Automation Systems. Proceedings of the 4th ACM Workshop on Embedded Systems for Energy-Efficiency in Building.

Matineh Eybpoosh, Burcu Akinci, Mario Bergés (2012). A Taxonomy for Depicting Geospatial Deviations of Facilities Extracted through Comparisons between Point Clouds and Building Information Models. ASCE International Workshop on Computing in Civil Engineering.

Akin Omer, T. Turkaslan-Bulbul, S. H. Lee, Burcu Akinci, James H. Garrett Jr., Daniel Huber, Mario Bergés, S. Bushby (2011). Embedded Commissioning of Building Systems.

Xuesong Liu, Burcu Akinci, James H. Garrett Jr, Mario Bergés (2011). Requirements and Development of a Computerized Approach for Analyzing Functional Relationships Among HVAC Components Using Building Information Models. CIB W078 - W102.

Hugo Goncalves, Adrian Ocneanu, Mario Bergés (2011). Unsupervised disaggregation of appliances using aggregated consumption data. The 1st KDD Workshop on Data Mining Applications in Sustainability (SustKDD).

Mario Bergés, Emre Can Kara, Ethan Goldman, Anthony Rowe (2011). Towards Automated Detection and State Tracking of Artificial Light Sources From Sequential Pictures Inside Buildings. International Workshop on Intelligent Computing in Engineering.

N.J. Nunes, L. Pereira, F. Quintal, Mario Bergés (2011). Deploying and evaluating the effectiveness of energy eco-feedback through a low-cost NILM solution. Proceedings of the 6th International Conference on Persuasive Technology.

Yuanwei Jin, Eniye Tebekaemi, Mario Bergés, Lucio Soibelman (2011). Robust adaptive event detection in non-intrusive load monitoring for energy aware smart facilities. Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Mario Bergés, Ethan Goldman, Lucio Soibelman, H. Scott Matthews, Kyle Anderson (2011). User-centered Non-Intrusive Electricity Load Monitoring for Residential Buildings. Journal of Computing in Civil Engineering.

Anthony Rowe, Mario Bergés, Gaurav Bhatia, Ethan Goldman, Raj Rajkumar, James H. Garrett, José M. F. Moura, Lucio Soibelman (2011). Sensor Andrew: Large-scale campus-wide sensing and actuation. IBM Journal of Research and Development.

X. Liu, B. Akinci, J.H. Garrett Jr, Mario Bergés (2011). Requirements for an Integrated Framework of Self-Managing HVAC Systems. ASCE International Workshop on Computing in Civil Engineering.

Mario Bergés, Anthony Rowe (2011). Poster Abstract: Appliance Classification and Energy Management Using Multi-Modal Sensing. Proceedings of the 3rd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building.

Seyed Mohsen Shahandashti, Saiedeh N Razavi, Lucio Soibelman, Mario Bergés, Carlos H Caldas, Ioannis Brilakis, Jochen Teizer, Patricio A Vela, Carl Haas, James Garrett, others (2011). Data Fusion Approaches and Applications for Construction Engineering. Journal of Construction Engineering and Management.

Saurabh Taneja, Burcu Akinci, James H Garrett, Lucio Soibelman, Esin Ergen, Anu Pradhan, Pingbo Tang, Mario Bergés, Guzide Atasoy, Xuesong Liu, others (2011). CEC: Sensing and Field Data Capture for Construction and Facility Operations. Journal of Construction Engineering and Management.

Yuanwei Jin, Eniye Tebekaemi, Mario Bergés, Lucio Soibelman (2011). A time-frequency approach for event detection in non-intrusive load monitoring. Proceedings of the Signal Processing, Sensor Fusion, and Target Recognition XX.

Mario Bergés, Ethan Goldman, H. Scott Matthews, Lucio Soibelman (2010). Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring. Journal of Industrial Ecology.

Mario Bergés, Lucio Soibelman, H. Scott Matthews (2010). Building Commissioning as an Opportunity for Training Non-Intrusive Load Monitoring Algorithms. Proceedings of the 6th International Conference on Innovation in Architecture, Engineering and Construction (AEC).

Mario Bergés, Lucio Soibelman, H. Scott Matthews (2010). Leveraging Data From Environmental Sensors to Enhance Electrical Load Disaggregation Algorithms. Proceedings of the 13th International Conference on Computing in Civil and Building Engineering.

Filipe Quintal, Nuno J Nunes, Adrian Ocneanu, Mario Bergés (2010). SINAIS: home consumption package: a low-cost eco-feedback energy-monitoring research platform. Proceedings of the 8th ACM Conference on Designing Interactive Systems.

Mario Bergés, Lucio Soibelman, H. Scott Matthews, Ethan Goldman (2010). Evaluating the Electric Consumption of Residential Buildings: Current Practices and Future Prospects. Proceedings of the 2010 Construction Research Congress.

Anthony Rowe, Mario Bergés, Raj Rajkumar (2010). Contactless sensing of appliance state transitions through variations in electromagnetic fields. Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building.

Mario Bergés, H. Scott Matthews, Lucio Soibelman (2010). A system for disaggregating residential electricity consumption by appliance. Sustainable Systems and Technology (ISSST), 2010 IEEE International Symposium on.

Mario E Bergés Gonzalez (2010). A framework for enabling energy-aware facilities through minimally-intrusive approaches.

Anthony Rowe, Mario Bergés, Gaurav Bhatia, Ethan Goldman, R. Rajkumar, L. Soibelman (2009). Demo abstract: The Sensor Andrew infrastructure for large-scale campus-wide sensing and actuation. Information Processing in Sensor Networks, 2009. IPSN 2009. International Conference on.

Mario Bergés, Ethan Goldman, H. Scott Matthews, Lucio Soibelman (2009). Learning systems for electric consumption of buildings. ASCE International Workshop on Computing in Civil Engineering.

Mario Bergés, Ethan Goldman, H. Scott Matthews, Lucio Soibelman (2008). Training Load Monitoring Algorithms on Highly Sub-Metered Home Electricity Consumption Data. Tsinghua Science & Technology.

H. Scott Matthews, Lucio Soibelman, Mario Bergés, Ethan Goldman (2008). Automatically disaggregating the total electrical load in residential buildings: a profile of the required solution. International Workshop on Intelligent Computing in Engineering.