11:30AM | Reception |
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12:00PM | Lunch Session (Tung Au Lab)
- Welcome Remarks, Mario Berges (CMU) and Zico Kolter (MIT)
- Overview of Non-Intrusive Load Monitoring Research, Mario Berges (CMU)
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1:00PM | Event-Based Approaches - Speaker: Michael Zeifman (CSE)
- Title: "An approximate probabilistic approach for event-based disaggregation"
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1:30PM | Spotlight Talks on Event-Based Approaches |
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| 1:30PM Kyle Anderson (CMU) - "Event Detection Metrics for NILM Energy Disaggregation"
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| 1:40PM Stephan Tomek (iHomeLab) - "iHomeLab experience with NIALM for Smart Buildings"
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| 1:50PM Sean Lai (Samsung) - "Database establishment for machine learning in NILM"
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2:00PM | Coffee Break
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2:30PM | Approaches Based on High-Frequency Electrical Noise
Speaker: Sidhant Gupta (UW)
Title: "ElectriSense: Using Electromagnetic Interference for Electrical Event Detection and Classification"
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3:00PM | Spotlight Talks on High-Frequency Approaches |
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| 3:00PM Kevin Ashton (Belkin) - "Signal To Noise: A few things we think we've learned about NILM"
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| 3:15PM Hampden Kuhns (Load IQ) - "Closure Rules for Energy Load Disaggregation"
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3:30PM | Non-Event Based Approaches
Speaker: Zico Kolter (MIT)
Title: "NILM Beyond Event Detection"
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4:00PM | Spotlight Talks on Non-Event Based Approaches
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| 4:00PM Oliver Parson (U. of Southampton) - "Nonintrusive Load Monitoring using Prior Models of General Appliance Types"
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4:15PM | Coffee Break and Poster Session
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5:00PM | Beyond Algorithms |
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| Industry Perspectives |
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| 5:00PM Scott May (PlotWatt) - "Data in The Wild"
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| 5:20PM Josh Gray (Emme) - "Big Data Scale and Energy Insight"
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| 5:40PM Vivek Garud (Bidgely) - "Challenges in Building a Scalable and Cost Effective Energy Disaggregation"
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| Academic Perspectives |
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| 6:00PM Dane Christensen (NREL) - "NILM Applications for the Energy-Efficient Home"
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| 6:20PM Derrick Carlson (CMU) - "How Many Appliances Does it Take To...?"
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6:45PM | Panel: Future Research Directions for the Community
(Scott May, Josh Gray, Vivek Garud, Kevin Ashton, Stephan Tomek, Mario Berges, Zico Kolter)
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7:15PM | Closing Remarks, Mario Berges (CMU), Zico Kolter (MIT)
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7:30PM | Ad-hoc Dinner Arrangements
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Michael Zeifman | "An approximate probabilistic approach for event-based disaggregation"
[Abstract] [Slides]
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Kyle Anderson | "Event Detection Metrics for NILM Energy Disaggregation"
[Abstract] [Slides]
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Stephan Tomek | "iHomeLab experience with NIALM for Smart Buildings"
[Abstract] [Slides]
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Sean Lai | "Database establishment for machine learnining in NILM"
[Abstract] [Slides]
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Sidhant Gupta | "ElectriSense: Using Electromagnetic Interference for Electrical Event Detection and Classification"
[Abstract] [Slides]
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Kevin Ashton | "Signal To Noise: A few things we think we've learned about NILM"
[Abstract] [Slides]
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Hampden Kuhns | "Closure Rules for Energy Load Disaggregation"
[Abstract] [Slides]
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Zico Kolter | "NILM Beyond Event Detection"
[Abstract] [Slides]
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Oliver Parson | "Nonintrusive Load Monitoring using Prior Models of General Appliance Types"
[Abstract] [Slides]
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Scott May | "Data in The Wild"
[Abstract] [Slides]
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Josh Gray | "Big Data Scale and Energy Insight"
[Abstract] [Slides]
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Vivek Garud | "Challenges in Building a Scalable and Cost Effective Energy Disaggregation"
[Abstract] [Slides]
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Dane Christensen | "NILM Applications for the Energy-Efficient Home"
[Abstract] [Slides]
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Derrick Carlson | "How Many Appliances Does it Take?"
[Abstract] [Slides]
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Krish Gomatom | "Evaluation of NILMs Technologies for Electric Load Disaggregation"
[Abstract] [Slides]
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Posters | |
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Taha Hassan | "Bi-level Characterization of Manual-Setup Residential Non-Intrusive Demand Disaggregation using Enhanced Differential Evolution"
[Abstract] [Poster]
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Ying Li | "Training Schemes in Non-Intrusive Load Monitoring"
[Abstract] [Poster]
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Dennis E. Phillips, Rui Tan, Mohammad-Mahdi Moazzami, Guoliang Xing, Jinzhu Chen | "Supero: A Sensor System for Unsupervised Residential Power Usage Monitoring"
[Abstract] [Poster]
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Huijuan Shao, Manish Marwah, Naren Ramakrishnan | "A Temporal Motif Mining Approach to Unsupervised Energy Disaggregation"
[Abstract] [Poster]
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Dawei He, Liang Du, Yi Yang, Ronald Harley, Thomas G. Habetler | "A Model-Driven Taxonomy of Appliance Loads Database Construction Bi-Level Structures Definition and Hierarchical Modeling Proposition"
[Abstract] [Poster]
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Oliver Parson | "Nonintrusive Load Monitoring using Prior Models of General Appliance Types"
[Abstract] [Poster]
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Chris Holcomb | "Pecan Street Inc.: A Test-bed for NILM"
[Abstract] [Poster]
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