Here is a bit of news about NILM at ICASSP 2019:
The 44th International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 will be held in Brighton UK between May 12 and May 17. Angshul Majumdar (IIIT-Delhi) and I will be chairing a Special Session called Advanced Signal Processing for Non-intrusive Load Monitoring. Here are the papers that will be presented at that Special Session:
|DEEP NEURAL NETWORKS FOR APPLIANCE TRANSIENT CLASSIFICATION
Peter Davies, Green Running; Jonathan Dennis, Green Running; Jack Hansom, Green Running; William Martin, Green Running; Aistis Stankevicius, Green Running; Lionel Ward, Green Running
|EVALUATION OF NON-INTRUSIVE LOAD MONITORING ALGORITHMS FOR APPLIANCE-LEVEL ANOMALY DETECTION
Haroon Rashid, IIIT Delhi; Vladimir Stankovic, University of StrathClyde; Lina Stankovic, University of StrathClyde; Pushpendra Singh, IIIT Delhi
|TRANSFERABILITY OF NEURAL NETWORK APPROACHES FOR LOW-RATE ENERGY DISAGGREGATION
David Murray, University of Strathclyde; Lina Stankovic, University of Strathclyde; Vladimir Stankovic, University of Strathclyde; Srdjan Lulic, PanonIT; Srdjan Sladojevic, PanonIT
|WAVENILM: A CAUSAL NEURAL NETWORK FOR POWER DISAGGREGATION FROM THE COMPLEX POWER SIGNAL
Alon Harell, Simon Fraser University; Stephen Makonin, Simon Fraser University; Ivan Bajic, Simon Fraser University
|NEURAL VARIATIONAL IDENTIFICATION AND FILTERING FOR STOCHASTIC NON-LINEAR DYNAMICAL SYSTEMS WITH APPLICATION TO NON-INTRUSIVE LOAD MONITORING
Henning Lange, Carnegie Mellon University; Mario Berges, Carnegie Mellon University; Zico Kolter, Carnegie Mellon University
|MULTI LABEL RESTRICTED BOLTZMANN MACHINE FOR NON-INTRUSIVE LOAD MONITORING
Sagar Verma, Indraprastha Institute of Information Technology, Delhi; Shikha Singh, Indraprastha Institute of Information Technology, Delhi; Angshul Majumdar, Indraprastha Institute of Information Technology, Delhi
Additionally, Lina and Vladimir Stankovic will be running a tutorial called Unlocking the potential of smart meter data via signal and information processing. This tutorial will focus on NILM and other broader issues. Visit https://2019.ieeeicassp.org/program for more details.
Hope you can join us at ICASSP 2019!