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    2017

  1. M. Kang, M. Berg'es, and B. Akinci, "Towards Robust Energy Demand Response At Airports," Transportation Research Record: Journal of the Transportation Research Board, iss. 2400, 2017.
    bibtex Go to Publication
    @article{kang2017Towards, title={Towards Robust Energy Demand Response At Airports},
      author={Kang, Minkyung and Berg{'e}s, Mario and Akinci, Burcu},
      journal={Transportation Research Record: Journal of the Transportation Research Board},
      number={2400},
      pages={--},
      year={2017},
      publisher={Transportation Research Board of the National Academies} }
  2. 2016

  3. M. Kang, M. Berg'es, and B. Akinci, "Electric Load Prediction Baselines for Airport Buildings: A Case Study," in Construction Research Congress 2016, 2016, pp. 869-878.
    bibtex Go to Publication
    @inproceedings{kang2016electric, title={Electric Load Prediction Baselines for Airport Buildings: A Case Study},
      author={Kang, Minkyung and Berg{'e}s, Mario and Akinci, Burcu},
      booktitle={Construction Research Congress 2016},
      pages={869--878},
      year={2016} }
  4. H. Lange and M. Berg'es, "The Neural Energy Decoder: Energy Disaggregation by Combining Binary Subcomponents."
    bibtex Go to Publication
    @article{langeneural, title={The Neural Energy Decoder: Energy Disaggregation by Combining Binary Subcomponents},
      author={Lange, Henning and Berg{'e}s, Mario} }
  5. H. Lange and M. Berg'es, "Efficient Inference in Dual-Emission FHMM for Energy Disaggregation," in Workshops at the Thirtieth AAAI Conference on Artificial Intelligence, 2016.
    bibtex Go to Publication
    @inproceedings{lange2016efficient, title={Efficient Inference in Dual-Emission FHMM for Energy Disaggregation},
      author={Lange, Henning and Berg{'e}s, Mario},
      booktitle={Workshops at the Thirtieth AAAI Conference on Artificial Intelligence},
      year={2016} }
  6. 2015

  7. J. Gao, E. C. Kara, S. Giri, and M. Berges, "A feasibility study of automated plug-load identification from high-frequency measurements," in Signal and Information Processing (GlobalSIP), 2015 IEEE Global Conference on, 2015.
    bibtex Go to document Go to Publication
    @INPROCEEDINGS{high-freq, author={Gao, J. and Kara, E.C. and Giri, S. and Berges, M.},
      booktitle={Signal and Information Processing (GlobalSIP), 2015 IEEE Global Conference on},
      title={A feasibility study of automated plug-load identification from high-frequency measurements},
      year={2015},
     }
  8. J. Gao, J. Ploennigs, and M. Berg'es, "A Data-driven Meta-data Inference Framework for Building Automation Systems," in Proceedings of the 2nd ACM Conference on Embedded Systems for Energy-Efficient Buildings, New York, NY, USA, 2015.
    bibtex Go to document Go to Publication
    @inproceedings{Gao-automap, author = {Gao, Jingkun and Ploennigs, Joern and Berg{'e}s, Mario},
      title = {A Data-driven Meta-data Inference Framework for Building Automation Systems},
      booktitle = {Proceedings of the 2nd ACM Conference on Embedded Systems for Energy-Efficient Buildings},
      series = {BuildSys '15},
      year = {2015},
      isbn = {978-1-4503-3981-0},
      location = {Seoul, South Korea},
      url = {http://dx.doi.org/10.1145/2821650.2821670},
      doi = {10.1145/2821650.2821670},
      publisher = {ACM},
      address = {New York, NY, USA},
     }
  9. X. Lei, M. Kang, M. Berg'es, and B. Akinci, "Assessment of Industry Foundation Classes (IFC) in Supporting Building Energy Benchmarking," in CIB W78, 2015.
    bibtex Go to Publication
    @inproceedings{lei2015assessment, title={Assessment of Industry Foundation Classes (IFC) in Supporting Building Energy Benchmarking},
      author={Lei, Xuechen and Kang, Minkyung and Berg{'e}s, Mario and Akinci, Burcu},
      booktitle={CIB W78},
      year={2015} }
  10. L. Pereira and N. Nunes, "Semi-Automatic Labeling for Non-Intrusive Load Monitoring Datasets," in IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT textquoteright15) [poster abstract], Madrid, Spain, 2015.
    bibtex Go to Publication
    @conference {2760, title = {Semi-Automatic Labeling for Non-Intrusive Load Monitoring Datasets},
      booktitle = {IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT {textquoteright}15) [poster abstract]},
      year = {2015},
      month = {04/2015},
      publisher = {IEEE Explore},
      organization = {IEEE Explore},
      address = {Madrid, Spain},
      abstract = {<p class="p1">In this paper we present and evaluate a semi- automatic labeling prototype to enable the creation of fully labeled energy disaggregation datasets from sub-metered data. Our results advocate in favor of our approach and show that it is possible to extract individual appliance transitions with considerable precision, as long as the individual appliance information is present in the sub-metered data, and its resolution is high enough.</p> },
      author = {Pereira, Lucas and Nuno Nunes} }
  11. 2014

  12. E. C. Kara, M. D. Tabone, J. S. Macdondald, D. S. Callaway, and S. Kiliccote, "Quantifying Flexibility of Thermostatically Controlled Loads for Demand Response:A Data-driven Approach," in Proceedings of the 1st International Conference on Embedded Sensing Systems for Energy-Efficiency in Buildings, Memhpis, TN, USA, 2014 (Accepted).
    bibtex Go to Publication
    @inproceedings{kara_quantifying_2014, address = {Memhpis, {TN},
      {USA}},
      series = {{BuildSys} '14},
      title = {Quantifying Flexibility of Thermostatically Controlled Loads for Demand Response:A Data-driven Approach},
      booktitle = {Proceedings of the 1st International Conference on Embedded Sensing Systems for {Energy-Efficiency} in Buildings},
      publisher = {{ACM}},
      author = {Kara, Emre C. and Tabone, Michaelangelo D. and Macdondald, Jason S. and Callaway, Duncan S. and Kiliccote, Sila},
      year = {2014 (Accepted)},
      },
     }
  13. C. Palmer, P. Lazik, M. Buevich, J. Gao, M. Berges, A. Rowe, R. L. Pereira, and C. Martin, "Mortar.Io: A Concrete Building Automation System: Demo Abstract," in Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, New York, NY, USA, 2014, pp. 204-205.
    bibtex Go to document Go to Publication
    @inproceedings{Palmer:2014:MCB:2674061.2675035, author = {Palmer, Christopher and Lazik, Patrick and Buevich, Maxim and Gao, Jingkun and Berges, Mario and Rowe, Anthony and Pereira, Ricardo Lopes and Martin, Christopher},
      title = {Mortar.Io: A Concrete Building Automation System: Demo Abstract},
      booktitle = {Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings},
      series = {BuildSys '14},
      year = {2014},
      isbn = {978-1-4503-3144-9},
      location = {Memphis, Tennessee},
      pages = {204--205},
      numpages = {2},
      url = {http://doi.acm.org/10.1145/2674061.2675035},
      doi = {10.1145/2674061.2675035},
      acmid = {2675035},
      publisher = {ACM},
      address = {New York, NY, USA},
      } }
  14. J. Gao, S. Giri, E. C. Kara, and M. Berg'es, "PLAID: A Public Dataset of High-resolution Electrical Appliance Measurements for Load Identification Research: Demo Abstract," in Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings, New York, NY, USA, 2014, pp. 198-199.
    bibtex Go to document Go to Publication
    @inproceedings{Gao:2014:PPD:2674061.2675032, author = {Gao, Jingkun and Giri, Suman and Kara, Emre Can and Berg{'e}s, Mario},
      title = {PLAID: A Public Dataset of High-resolution Electrical Appliance Measurements for Load Identification Research: Demo Abstract},
      booktitle = {Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings},
      series = {BuildSys '14},
      year = {2014},
      isbn = {978-1-4503-3144-9},
      location = {Memphis, Tennessee},
      pages = {198--199},
      numpages = {2},
      url = {http://doi.acm.org/10.1145/2674061.2675032},
      doi = {10.1145/2674061.2675032},
      acmid = {2675032},
      publisher = {ACM},
      address = {New York, NY, USA},
     }
  15. E. C. Kara, J. S. Macdonald, D. Black, M. E. Berges, G. Hug, and S. Kiliccote, "Estimating the Benefits of Smart Charging an Aggregation of Electric Vehicles in Commercial Buildings: A Data-Driven Approach (In Preperation)," Applied energy, 2014.
    bibtex Go to Publication
    @article{kara2014estimating, title={Estimating the Benefits of Smart Charging an Aggregation of Electric Vehicles in Commercial Buildings: A Data-Driven Approach {(In Preperation)}},
      author={Kara, Emre C. and Macdonald, Jason S. and Black, Douglas. and Berges, Mario E. and Hug, Gabriela and Kiliccote, Sila},
      journal={Applied energy},
      year={2014},
      publisher={Elsevier} }
  16. E. C. Kara, M. Berges, and G. Hug, "Impact of Disturbances on Modeling of Thermostatically Controlled Loads for Demand Response," Smart Grid Special Issue: Cyber Physical Systems and Security for Smart Grid, IEEE Transactions on, 2014 (In Print).
    bibtex Go to Publication
    @ARTICLE{karaImpact2014, author={Kara, E. C. and Berges, M. and Hug, G.},
      journal={Smart Grid Special Issue: Cyber Physical Systems and Security for Smart Grid, IEEE Transactions on},
      title={Impact of Disturbances on Modeling of Thermostatically Controlled Loads for Demand Response },
      year={2014 (In Print)},
      month={September},
     }
  17. S. Giri and M. Bergés, "An energy estimation framework for event-based methods in Non-Intrusive Load Monitoring," Energy Conversion and Management, vol. 90, pp. 488-498, 2015.
    bibtex Go to document Go to Publication
    @article{Giri2015488, title = {An energy estimation framework for event-based methods in Non-Intrusive Load Monitoring} , journal = {Energy Conversion and Management },
      volume = {90},
      number = {0},
      pages = {488 - 498},
      year = {2015},
      issn = {0196-8904},
      doi = {http://dx.doi.org/10.1016/j.enconman.2014.11.047},
      url = {http://www.sciencedirect.com/science/article/pii/S0196890414010164},
      author = {Giri, Suman and Bergés, Mario} }
  18. E. C. Kara, M. Berg'es, and G. Hug, "Modeling Thermostatically Controlled Loads to Engage Households in the Smart Grid: Lessons Learned from Residential Refrigeration Units," in Computing in Civil and Building Engineering (2014), , pp. 2032-2039.
    bibtex Go to document Go to Publication
    @inproceedings{kara2014modeling, title={Modeling Thermostatically Controlled Loads to Engage Households in the Smart Grid: Lessons Learned from Residential Refrigeration Units},
      author={Kara, Emre C. and Berg{'e}s, M and Hug, G},
      booktitle={Computing in Civil and Building Engineering (2014)},
      pages={2032--2039},
      organization={ASCE} } }
  19. M. Eybpoosh, M. Berg'es, and H. Y. Noh, "Investigation on the effects of environmental and operational conditions (EOC) on diffuse-field ultrasonic guided-waves in pipes," ICCCBE Conference, pp. 1-10, 2014.
    bibtex Go to document Go to Publication
    @article{eybpoosh2014towards, title={Investigation on the effects of environmental and operational conditions (EOC) on diffuse-field ultrasonic guided-waves in pipes},
      author={Eybpoosh, Matineh and Berg{'e}s, Mario and Noh, Hae Young},
      journal={ICCCBE Conference},
      pages={1--10},
      year={2014} }
  20. I. Jung, M. Berges, and J. H. Garrett, "Anomaly Detection on Piezometer Data Collected from Embankment Dams Using Physical Model-Based Simulation." , pp. 1771-1778.
    bibtex Go to document Go to Publication
    @inbook{doi:10.1061/9780784413616.220, author = {Jung, In-Soo and Berges, Mario and Garrett, James H.},
      title = {Anomaly Detection on Piezometer Data Collected from Embankment Dams Using Physical Model-Based Simulation},
      booktitle = {Computing in Civil and Building Engineering (2014)},
      chapter = {220},
      journal={ICCCBE Conference},
      pages = {1771-1778},
      doi = {10.1061/9780784413616.220},
      URL = {http://ascelibrary.org/doi/abs/10.1061/9780784413616.220},
      eprint = {http://ascelibrary.org/doi/pdf/10.1061/9780784413616.220} } }
  21. L. Pereira, N. Nunes, and M. Berg'es, "SURF and SURF-PI: A File Format and API for Non-Intrusive Load Monitoring Public Datasets," in International Conference on Future Energy Systems (e-Energy textquoteright14) [short paper], Cambridge, UK, 2014.
    bibtex Go to Publication
    @conference {2315, title = {SURF and SURF-PI: A File Format and API for Non-Intrusive Load Monitoring Public Datasets},
      booktitle = {International Conference on Future Energy Systems (e-Energy {textquoteright}14) [short paper]},
      series = {e-Energy {textquoteright}14: Proceedings of the 5th International Conference on Future Energy Systems},
      year = {2014},
      month = {06/2014},
      publisher = {ACM},
      organization = {ACM},
      address = {Cambridge, UK},
      abstract = {<p>In this paper we propose a common file format and API for public Non-Intrusive Load Monitoring (NILM) datasets such that researchers can easily evaluate their approaches across the different datasets and benchmark their results against prior work. The proposed file format enables storing the power demand of the whole house along with individual appliance consumption, and other relevant metadata in a single compact file, whereas the API supports the creation and manipulation of individual files and datasets in the proposed format.</p> },
      keywords = {API, Datasets, Energy Disaggregation, File Format},
      doi = {10.1145/2602044.2602078},
      author = {Pereira, Lucas and Nuno Nunes and Berg{'e}s, M.} }
  22. M. Eybpoosh, M. Berg'es, and H. Y. Noh, "Toward characterizing the effects of environmental and operational conditions on diffuse-field ultrasonic guided-waves in pipes," SPIE Conference, pp. 1-11, 2014.
    bibtex Go to document Go to Publication
    @article{eybpoosh2014towards, title={Toward characterizing the effects of environmental and operational conditions on diffuse-field ultrasonic guided-waves in pipes},
      author={Eybpoosh, Matineh and Berg{'e}s, Mario and Noh, Hae Young},
      journal={SPIE Conference},
      pages={1--11},
      year={2014} }
  23. 2013

  24. E. C. Kara, Z. Kolter, M. Berges, B. Krogh, G. Hug, and T. Yuksel, "A Moving Horizon State Estimator in the Control of Thermostatically Controlled Loads for Demand Response," IEEE SmartGridComm'13, 2013.
    bibtex Go to document Go to Publication
    @article{kara, author={Kara, E. C. and Kolter, Z. and Berges, M. and Krogh, B. and Hug, G. and Yuksel, T.},
      journal={IEEE SmartGridComm'13},
      title={A Moving Horizon State Estimator in the Control of Thermostatically Controlled Loads for Demand Response},
      year={2013},
      month={Nov. },
      volume={},
      number={},
      pages={},
      keywords={},
      doi={},
      url={} ISSN={},
     }
  25. D. Carlson, S. H. Matthews, and M. Berges, "One Size Does Not Fit All: Averaged Data on Household Electricity is Inadequate for Residential Energy Policy and Decisions," Energy and Buildings, vol. 64, pp. 132-144, 2013.
    bibtex Go to document Go to Publication
    @article{carlson_one_2013, title = {One Size Does Not Fit All: Averaged Data on Household Electricity is Inadequate for Residential Energy Policy and Decisions},
      journal = {Energy and Buildings},
      author = {Carlson, Derrick and Matthews, H. Scott and Berges, Mario},
      year = {2013},
      month = {September},
      volume = {64},
      pages = {132--144},
      doi = {10.1016/j.enbuild.2013.04.005} }
  26. S. Giri, P. Lai, and M. Berges, "Novel Techniques For ON and OFF states detection of appliances for Power Estimation in Non-Intrusive Load Monitoring," in ISARC 2013 The 30th International Symposium on Automation and Robotics in Construction and Mining, Montreal Canada.
    bibtex Go to document Go to Publication
    @inproceedings{giri_transients_2013, address = {Montreal Canada},
      title = {Novel Techniques For ON and OFF states detection of appliances for Power Estimation in Non-Intrusive Load Monitoring},
      booktitle = {{ISARC 2013} The 30th International Symposium on Automation and Robotics in Construction and Mining},
      author = {Giri, Suman and Lai, Po-Hsiang and Berges, Mario},
     }
  27. S. Giri, M. Bergés, and A. Rowe, "Towards automated appliance recognition using an EMF sensor in NILM platforms," Advanced Engineering Informatics, 2013.
    bibtex Go to document Go to Publication
    @article{Giri2013, title = {Towards automated appliance recognition using an {EMF} sensor in {NILM} platforms },
      journal = {Advanced Engineering Informatics },
      year = {2013},
      issn = {1474-0346},
      doi = {10.1016/j.aei.2013.03.004},
      url = {http://www.sciencedirect.com/science/article/pii/S1474034613000268},
      author = {Suman Giri and Mario Bergés and Anthony Rowe},
      } }
  28. S. Giri and M. Berges, "Towards automatic classification of appliances: Tackling cross talk in EMF sensors using blind source separation techniques," in Proceedings of the 2013 International EG-ICE Workshop on Intelligent Computing, Vienna, Austria.
    bibtex Go to document Go to Publication
    @inproceedings{giri_study_2013, address = {Vienna, Austria},
      title = {Towards automatic classification of appliances: Tackling cross talk in EMF sensors using blind source separation techniques, booktitle = {Proceedings of the 2013 International {EG-ICE} Workshop on Intelligent Computing},
      author = {Giri, Suman and Berges, Mario},
     }
  29. I. Jung, M. Berges, J. H. Garrett, and C. Kelly, "Interpreting the Dynamics of Embankment Dams through a Time-Series Analysis of Multiple Piezometer Data Using a Non-Parametric Spectral Estimation Method," in Proceedings of the 2013 ASCE International Workshop on Computing in Civil Engineering, Los Angeles, California USA, 2013.
    bibtex Go to document Go to Publication
    @inproceedings{jung_interpreting_2013, address = {Los Angeles, California {USA}},
      title = {Interpreting the Dynamics of Embankment Dams through a Time-Series Analysis of Multiple Piezometer Data Using a Non-Parametric Spectral Estimation Method},
      booktitle = {Proceedings of the 2013 {ASCE} International Workshop on Computing in Civil Engineering},
      publisher = {{ASCE}},
      author = {Jung, In-Soo and Berges, Mario and Garrett, James H. and Kelly, Christopher},
      month = jun, year = {2013} },
     }
  30. E. C. Kara and M. Berges, "Demand Response in Buildings: Engaging Thermostatically Controlled Loads in the Power Grid," in Proceedings of the 2013 ASCE International Workshop on Computing in Civil Engineering, Los Angeles, California USA, 2013.
    bibtex Go to document Go to Publication
    @inproceedings{kara_demand_2013, address = {Los Angeles, California {USA}},
      title = {Demand Response in Buildings: Engaging Thermostatically Controlled Loads in the Power Grid},
      booktitle = {Proceedings of the 2013 {ASCE} International Workshop on Computing in Civil Engineering},
      publisher = {{ASCE}},
      author = {Kara, Emre Can and Berges, Mario},
      month = jun, year = {2013} }
  31. L. Ong, J. VanBriesen, and J. Garrett Jr., "Spatiotemporal Dimensions of Network Density-Based Clustering for Water Pipe Maintenance." , pp. 17-24.
    bibtex Go to document Go to Publication
    @inbook{doi:10.1061/9780784413029.003, author = {Ong, L. and VanBriesen, J. and Garrett, Jr., J.},
      title = {Spatiotemporal Dimensions of Network Density-Based Clustering for Water Pipe Maintenance},
      booktitle = {Computing in Civil Engineering (2013)},
      chapter = {3},
      pages = {17-24},
      doi = {10.1061/9780784413029.003},
      URL = {http://ascelibrary.org/doi/abs/10.1061/9780784413029.003},
      eprint = {http://ascelibrary.org/doi/pdf/10.1061/9780784413029.003} }
  32. N. Rajagopal, S. Giri, A. Rowe, and M. Berges, "A Magnetic Field-based Appliance Metering System," in ACM/IEEE Third International Conference on Cyber-Physical Systems, Philadelphia, PA.
    bibtex Go to document Go to Publication
    @inproceedings{rajagopal_magnetic_2013, address = {Philadelphia, PA},
      title = {A Magnetic Field-based Appliance Metering System},
      booktitle = {{ACM/IEEE} Third International Conference on Cyber-Physical Systems},
      author = {Rajagopal, Niranjini and Giri, Suman and Rowe, Anthony and Berges, Mario},
     }
  33. X. Liu, B. Akinci, M. Berges, and J. H. Garrett, "Domain-Specific Querying Formalisms for Retrieving Information of HVAC Systems," Journal of Computing in Civil Engineering, 2013.
    bibtex Go to document Go to Publication
    @article{liu_domain-specific_2013, title = {Domain-Specific Querying Formalisms for Retrieving Information of {HVAC} Systems},
      issn = {0887-3801},
      url = {http://dx.doi.org/10.1061/(ASCE)CP.1943-5487.0000294},
      doi = {10.1061/(ASCE)CP.1943-5487.0000294},
      journal = {Journal of Computing in Civil Engineering},
      author = {Liu, Xuesong and Akinci, Burcu and Berges, Mario and Garrett, James H.},
      month = {Feb},
      year = {2013} }
  34. 2012

  35. X. Liu, B. Akinci, M. Berges, and J. H. Garrett, "An Integrated Performance Analysis Framework for HVAC Systems Using Heterogeneous Data Models and Building Automation Systems," in Proceedings of the 4th ACM Workshop on Embedded Systems for Energy-Efficiency in Building, Toronto, Canada, 2012.
    bibtex Go to Publication
    @inproceedings{liu_integrated_2012, series = {{BuildSys} '12},
      title = {An Integrated Performance Analysis Framework for {HVAC} Systems Using Heterogeneous Data Models and Building Automation Systems},
      address = {Toronto, Canada},
      booktitle = {Proceedings of the 4th {ACM} Workshop on Embedded Systems for Energy-Efficiency in Building},
      publisher = {{ACM}},
      author = {Liu, Xuesong and Akinci, Burcu and Berges, Mario and Garrett, James H.},
      year = {2012},
     }
  36. E. C. Kara, M. Berges, B. H. Krogh, and S. Kar, "Using Smart Devices for System-level Management and Control in the Smart Grid: A Reinforcement Learning Framework," in Proceedings of the 3rd International Conference on Smart Grid Communications (SmartGridComm), Tainan City, Taiwan, 2012.
    bibtex Go to document Go to Publication
    @inproceedings{kara_using_2012, address = {Tainan City, Taiwan},
      title = {Using Smart Devices for System-level Management and Control in the Smart Grid: A Reinforcement Learning Framework},
      booktitle = {Proceedings of the 3rd International Conference on Smart Grid Communications {(SmartGridComm)}},
      publisher = {{IEEE}},
      author = {Kara, Emre Can and Berges, Mario and Krogh,, Bruce H. and Kar, Soummya},
      month = nov, year = {2012} } }
  37. K. Anderson, M. Berges, A. Ocneanu, D. Benitez, and J. M. F. Moura, "Event Detection for Non Intrusive Load Monitoring," in Proceedings of the 38th Annual Conference on IEEE Industrial Electronics Society (IECON), Montreal, Canada.
    bibtex Go to document Go to Publication
    @inproceedings{anderson_event_2012, address = {Montreal, Canada},
      title = {Event Detection for Non Intrusive Load Monitoring},
      booktitle = {Proceedings of the 38th Annual Conference on {IEEE} Industrial Electronics Society {(IECON)}},
      publisher = {{IEEE}},
      author = {Anderson, Kyle and Berges, Mario and Ocneanu, Adrian and Benitez, Diego and Moura, José M. F.},
     }
  38. K. Anderson, A. Ocneanu, D. Benitez, D. Carlson, A. Rowe, and M. Berges, "BLUED: A Fully Labeled Public Dataset for Event-Based Non-Intrusive Load Monitoring Research," in Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD), Beijing, China.
    bibtex Go to document Go to Publication
    @inproceedings{anderson_blued:_2012, address = {Beijing, China},
      title = {{BLUED:} A Fully Labeled Public Dataset for {Event-Based} {Non-Intrusive} Load Monitoring Research},
      booktitle = {Proceedings of the 2nd {KDD} Workshop on Data Mining Applications in Sustainability {(SustKDD)}},
      author = {Anderson, Kyle and Ocneanu, Adrian and Benitez, Diego and Carlson, Derrick and Rowe, Anthony and Berges, Mario},
     }
  39. S. Giri and M. Berges, "A study on the feasibility of automated data labeling and training using an EMF sensor in NILM platforms. Best Paper award," in Proceedings of the 2012 International EG-ICE Workshop on Intelligent Computing., Herrsching, Germany.
    bibtex Go to document Go to Publication
    @inproceedings{giri_study_2012, address = {Herrsching, Germany},
      title = {A study on the feasibility of automated data labeling and training using an {EMF} sensor in {NILM} platforms. {Best Paper award}},
      booktitle = {Proceedings of the 2012 International {EG-ICE} Workshop on Intelligent Computing.},
      author = {Giri, Suman and Berges, Mario},
     }
  40. X. Liu, B. Akinci, J. H. Garrett, and M. Berges, "Requirements for A Formal Approach to Represent Information Exchange Requirements of a Self-managing Framework for HVAC Systems," in Proceedings of the 2012 International Conference on Computing in Civil and Building Engineering, Moscow, Russia.
    bibtex Go to Publication
    @inproceedings{liu_requirements_2012, address = {Moscow, Russia},
      title = {Requirements for A Formal Approach to Represent Information Exchange Requirements of a Self-managing Framework for {HVAC} Systems},
      booktitle = {Proceedings of the 2012 International Conference on Computing in Civil and Building Engineering},
      author = {Liu, Xuesong and Akinci, Burcu and Garrett, James H. and Berges, Mario},
     }
  41. L. Pereira, F. Quintal, N. J. Nunes, and M. Berges, "The Design of a Hardware-software Platform for Long-term Energy Eco-feedback Research," in Proceedings of the 4th ACM SIGCHI Symposium on Engineering Interactive Computing Systems (EICS), Copenhagen, Denmark.
    bibtex Go to document Go to Publication
    @inproceedings{pereira_design_2012, address = {Copenhagen, Denmark},
      title = {The Design of a Hardware-software Platform for Long-term Energy Eco-feedback Research},
      booktitle = {Proceedings of the 4th {ACM} {SIGCHI} Symposium on Engineering Interactive Computing Systems {(EICS)}},
      publisher = {{ACM}},
      author = {Pereira, Lucas and Quintal, Filipe and Nunes, Nuno J. and Berges, Mario},
     }
  42. M. Eybpoosh, B. Akinci, and M. Berges, "A Taxonomy for Depicting Geometric Deviations of Facilities Extracted from Comparisons between Laser-Scanned Point Clouds and 3D Models," in ASCE International Workshop on Computing in Civil Engineering, Clearwater Beach, FL, USA.
    bibtex Go to Publication
    @inproceedings{eybpoosh_a taxonomy_2012, address = {Clearwater Beach, FL, USA},
      title = {A Taxonomy for Depicting Geometric Deviations of Facilities Extracted from Comparisons between Laser-Scanned Point Clouds and 3D Models},
      booktitle = {ASCE International Workshop on Computing in Civil Engineering},
      author = {Eybpoosh, Matineh and Akinci, Burcu and Berges, Mario},
     }
  43. X. Liu, B. Akinci, M. Berges, and J. H. Garrett Jr, "Exploration and Comparison of Approaches for Integrating Heterogeneous Information Sources to Support Performance Analysis of HVAC Systems," in ASCE International Workshop on Computing in Civil Engineering, Clearwater Beach, FL.
    bibtex Go to Publication
    @inproceedings{liu_exploration_2012, address = {Clearwater Beach, {FL}},
      title = {Exploration and Comparison of Approaches for Integrating Heterogeneous Information Sources to Support Performance Analysis of {HVAC} Systems},
      booktitle = {{ASCE} International Workshop on Computing in Civil Engineering},
      publisher = {{ASCE}},
      author = {Liu, Xuesong and Akinci, Burcu and Berges, Mario and Garrett Jr, James H.},
     }
  44. I. Jung, J. Garrett Jr., L. Soibelman, and K. Lipkin, "Application of Classification Models and Spatial Clustering Analysis to a Sewage Collection System of a Mid-Sized City." , pp. 537-544.
    bibtex Go to document Go to Publication
    @inbook{doi:10.1061/9780784412343.0068, author = {Jung, I. and Garrett, Jr., J. and Soibelman, L. and Lipkin, K.},
      title = {Application of Classification Models and Spatial Clustering Analysis to a Sewage Collection System of a Mid-Sized City},
      booktitle = {Computing in Civil Engineering (2012)},
      chapter = {68},
      pages = {537-544},
      doi = {10.1061/9780784412343.0068},
      URL = {http://ascelibrary.org/doi/abs/10.1061/9780784412343.0068},
      eprint = {http://ascelibrary.org/doi/pdf/10.1061/9780784412343.0068} } }
  45. M. Eybpoosh, B. Akinci, and M. Berges, "Effects of Pre-scanning and Scanning Approaches on the Quality of Processed Laser Scanned Data: Lessons Learned," in Construction Research Congress-CRC 2012, West Lafayette, IN, USA., 2012.
    bibtex Go to Publication
    @inproceedings{eybpoosh_effects_2012, address = {West Lafayette, IN, USA.},
      title = {Effects of Pre-scanning and Scanning Approaches on the Quality of Processed Laser Scanned Data: Lessons Learned},
      booktitle = {Construction Research Congress-CRC 2012},
      author = {Eybpoosh, Matineh and Akinci, Burcu and Berges, Mario},
      month = may, year = {2012},
     }
  46. 2011

  47. M. Berges and A. Rowe, "Poster Abstract: Appliance Classification and Energy Management Using Multi-Modal Sensing," in Proceedings of the 3rd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building, Seattle, WA, 2011.
    bibtex Go to document Go to Publication
    @inproceedings{berges_poster_2011, address = {Seattle, {WA}},
      series = {{BuildSys} '11},
      title = {Poster Abstract: Appliance Classification and Energy Management Using {Multi-Modal} Sensing},
      location = {Seattle, {WA}},
      booktitle = {Proceedings of the 3rd {ACM} Workshop on Embedded Sensing Systems for {Energy-Efficiency} in Building},
      publisher = {{ACM}},
      author = {Berges, Mario and Rowe, Anthony},
      year = {2011},
     }
  48. M. Berg'es, E. C. Kara, E. Goldman, and A. Rowe, "Towards Automated Detection and State Tracking of Artificial Light Sources From Sequential Pictures Inside Buildings," EG1CE Workshop, pp. 1-10, 2011.
    bibtex Go to document Go to Publication
    @article{berges2011towards, title={Towards Automated Detection and State Tracking of Artificial Light Sources From Sequential Pictures Inside Buildings},
      author={Berg{'e}s, Mario and Kara, Emre Can and Goldman, Ethan and Rowe, Anthony},
      journal={EG1CE Workshop},
      pages={1--10},
      year={2011} } }
  49. M. Berges, E. C. Kara, E. Goldman, and A. Rowe, "Towards Automated Detection and State Tracking of Artificial Light Sources From Sequential Pictures Inside Buildings," in International Workshop on Intelligent Computing in Engineering, Enschede, The Netherlands, 2011.
    bibtex Go to document Go to Publication
    @inproceedings{berges_towards_2011, address = {Enschede, The Netherlands},
      title = {Towards Automated Detection and State Tracking of Artificial Light Sources From Sequential Pictures Inside Buildings},
      booktitle = {International Workshop on Intelligent Computing in Engineering},
      author = {Berges, Mario and Kara, Emre Can and Goldman, Ethan and Rowe, Anthony},
      month = jul, year = {2011},
     }
  50. Y. Jin, E. Tebekaemi, M. Berges, and L. Soibelman, "A time-frequency approach for event detection in non-intrusive load monitoring," in Proceedings of the Signal Processing, Sensor Fusion, and Target Recognition XX, Orlando, Florida, USA, 2011, p. 80501u-80501u.
    bibtex Go to document Go to Publication
    @inproceedings{jin_time-frequency_2011, address = {Orlando, Florida, {USA}},
      title = {A time-frequency approach for event detection in non-intrusive load monitoring},
      booktitle={Proceedings of the Signal Processing, Sensor Fusion, and Target Recognition XX},
      doi = {10.1117/12.884385},
      author = {Jin, Yuanwei and Tebekaemi, Eniye and Berges, Mario and Soibelman, Lucio},
      year = {2011},
      pages = {80501U--80501U-13},
     }
  51. S. M. Shahandashti, S. N. Razavi, L. Soibelman, M. Berges, C. H. Caldas, I. Brilakis, J. Teizer, P. Vela, C. Haas, J. H. Garrett, B. Akinci, and Z. Zhu, "CEC: Data Fusion Approaches and Applications for Construction Engineering," Journal of Construction Engineering and Management, 2010.
    bibtex Go to document Go to Publication
    @article{shahandashti_data_2010, title = {{CEC:} Data Fusion Approaches and Applications for Construction Engineering},
      abstract = {Data fusion can be defined as the process of combining data or information for estimating the state of an entity. Data fusion is a multi-disciplinary field that has several benefits, such as enhancing the confidence, improving reliability and reducing ambiguity of measurements for estimating the state of entities in engineering systems. It can also enhance completeness of fused data that can be required for estimating the state of engineering systems. Data fusion has been applied to different fields, such as robotics, automation, and intelligent systems. This paper reviews some examples of recent applications of data fusion in civil engineering and presents some of the potential benefits of using data fusion in civil engineering.},
      journal = {Journal of Construction Engineering and Management},
      author = {Shahandashti, S. M. and Razavi, Saiedeh N. and Soibelman, Lucio and Berges, Mario and Caldas, Carlos H. and Brilakis, Ioannis and Teizer, Jochen and Vela, Patricio and Haas, Carl and Garrett, James H. and Akinci, Burcu and Zhu, Zhenhua},
      year = {2010},
     }
  52. M. Berges, E. Goldman, L. Soibelman, S. H. Matthews, and K. Anderson, "User-centered Non-Intrusive Electricity Load Monitoring for Residential Buildings," Journal of Computing in Civil Engineering, vol. 25, iss. 1, 2011.
    bibtex Go to document Go to Publication
    @article{berges_user-centered_2011, title = {User-centered {Non-Intrusive} Electricity Load Monitoring for Residential Buildings},
      volume = {25},
      number = {1},
      journal = {Journal of Computing in Civil Engineering},
      author = {Berges, Mario and Goldman, Ethan and Soibelman, Lucio and Matthews, H. Scott and Anderson, Kyle},
      year = {2011},
     }
  53. A. Rowe, M. Berges, G. Bhatia, E. Goldman, R. Rajkumar, J. H. Garrett, J. M. F. Moura, and L. Soibelman, "Sensor Andrew: Large-scale campus-wide sensing and actuation," IBM Journal of Research and Development, vol. 55, iss. 1.2, p. 6:1-6:14, 2011.
    bibtex Go to document Go to Publication
    @article{rowe_sensor_2011, title = {Sensor Andrew: Large-scale campus-wide sensing and actuation},
      volume = {55},
      issn = {0018-8646},
      doi = {10.1147/JRD.2010.2089662},
      number = {1.2},
      journal = {{IBM} Journal of Research and Development},
      author = {Rowe, Anthony and Berges, Mario and Bhatia, Gaurav and Goldman, Ethan and Rajkumar, Raj and Garrett, James H. and Moura, José M. F. and Soibelman, Lucio},
      month = jan, year = {2011},
      pages = {6:1 -- 6:14},
     }
  54. S. Taneja, B. Akinci, J. H. Garrett, L. Soibelman, M. Berges, G. Atasoy, X. Liu, S. M. Shahandashti, E. B. Anil, E. Ergen, A. Pradhan, and P. Tang, "CEC: Sensing and Field Data Capture for Construction and Facility Operations," Journal of Construction Engineering and Management, vol. 1, iss. 1, p. 232, 2010.
    bibtex Go to document Go to Publication
    @article{taneja_sensing_2010, title = {{CEC:} Sensing and Field Data Capture for Construction and Facility Operations},
      volume = {1},
      abstract = {Collection of accurate, complete and reliable field data is not only essential for active management of construction projects involving various tasks, such as material tracking, progress monitoring and quality assurance, but also for facility/infrastructure management during the service lives of facilities/infrastructure systems. Limitations of current manual data collection approaches in terms of speed, completeness and accuracy render these approaches ineffective for decision support in highly dynamic environments, such as construction and facility operations. Hence, there is a need to leverage the advancements in automated field data capture technologies to support decisions during construction and facility operations. These technologies can be used not only for acquiring data about the various operations being carried out at construction and facility sites, but also for gathering information about the context surrounding these operations and monitoring the workflow of activities during these operations. With this, it is possible for project and facility managers to better understand the effect of environmental conditions on construction and facility operations, as well as to identify inefficient processes in these operations. This paper presents an overview of the various applications of automated field data capture technologies in construction and facility fieldwork. These technologies include image capture technologies such as laser scanners and video cameras, automated identification technologies such as barcodes and Radio Frequency Identification {(RFID)} tags, tracking technologies such as {GPS} and Wireless {LAN},
      and process monitoring technologies such as on-board instruments {(OBI).} The authors observe that though there exist applications for capturing construction and facility fieldwork data, these technologies have been underutilized for capturing the context at the fieldwork sites as well as for monitoring the workflow of construction and facility operations.},
      number = {1},
      journal = {Journal of Construction Engineering and Management},
      author = {Taneja, S. and Akinci, B. and Garrett, J. H and Soibelman, L. and Berges, Mario and Atasoy, G. and Liu, X. and Shahandashti, S. M. and Anil, E. B. and Ergen, E. and Pradhan, A. and Tang, P.},
      year = {2010},
      pages = {232},
     }
  55. 2010

  56. A. Rowe, M. Berges, and R. Rajkumar, "Contactless sensing of appliance state transitions through variations in electromagnetic fields," in Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building, New York, NY, USA, 2010, p. 19.
    bibtex Go to document Go to Publication
    @inproceedings{rowe_contactless_2010, address = {New York, {NY},
      {USA}},
      series = {{BuildSys} '10},
      title = {Contactless sensing of appliance state transitions through variations in electromagnetic fields},
      isbn = {978-1-4503-0458-0},
      location = {Zurich, Switzerland},
      doi = {10.1145/1878431.1878437},
      booktitle = {Proceedings of the 2nd {ACM} Workshop on Embedded Sensing Systems for {Energy-Efficiency} in Building},
      publisher = {{ACM}},
      author = {Rowe, Anthony and Berges, Mario and Rajkumar, Raj},
      year = {2010},
      note = {{ACM} {ID:} 1878437},
      keywords = {experimentation, load tree analysis, measurement, {Non-Intrusive} Load Monitoring, performance, physical sciences and engineering},
      pages = {19–24},
     }
  57. M. Berges, E. Goldman, S. H. Matthews, and L. Soibelman, "Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring," Journal of Industrial Ecology, vol. 14, iss. 5, pp. 844-858, 2010.
    bibtex Go to document Go to Publication
    @article{berges_enhancing_2010, title = {Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring},
      volume = {14},
      issn = {10881980},
      doi = {10.1111/j.1530-9290.2010.00280.x},
      number = {5},
      journal = {Journal of Industrial Ecology},
      author = {Berges, Mario and Goldman, Ethan and Matthews, H. Scott and Soibelman, Lucio},
      month = oct, year = {2010},
      pages = {844--858},
     }
  58. M. Berges, L. Soibelman, and S. H. Matthews, "Leveraging Data From Environmental Sensors to Enhance Electrical Load Disaggregation Algorithms," in Proceedings of the 13th International Conference on Computing in Civil and Building Engineering, Nottingham, UK, 2010.
    bibtex Go to document Go to Publication
    @inproceedings{berges_leveraging_2010, address = {Nottingham, {UK}},
      title = {Leveraging Data From Environmental Sensors to Enhance Electrical Load Disaggregation Algorithms},
      booktitle = {Proceedings of the 13th International Conference on Computing in Civil and Building Engineering},
      author = {Berges, Mario and Soibelman, Lucio and Matthews, H. Scott},
      month = jun, year = {2010},
     }
  59. M. Berges, L. Soibelman, S. H. Matthews, and E. Goldman, "Evaluating the Electric Consumption of Residential Buildings: Current Practices and Future Prospects," in Proceedings of the 2010 Construction Research Congress, Banff, Alberta, Canada, 2010, pp. 8-8.
    bibtex Go to document Go to Publication
    @inproceedings{berges_evaluating_2010, address = {Banff, Alberta, Canada},
      title = {Evaluating the Electric Consumption of Residential Buildings: Current Practices and Future Prospects},
      shorttitle = {Evaluating the Electric Consumption of Residential Buildings},
      doi = {10.1061/41109(373)8},
      booktitle = {Proceedings of the 2010 Construction Research Congress},
      author = {Berges, Mario and Soibelman, Lucio and Matthews, H. Scott and Goldman, Ethan},
      year = {2010},
      pages = {8--8},
     }