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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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Proceedings
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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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