An Open Problem: Energy Data Super-Resolution

Abstract

In this notes paper, we present an open problem to the Buildsys community: energy data super-resolution, referring to the task of estimating the power consumption of a home at a higher resolution given the low-resolution power consumption. Super-resolution is especially useful when the smart meters collect data at a very low-sampling rate owing to a plethora of issues such as bandwidth, pricing, old hardware, among others. The problem is motivated by the success of image super resolution in the computer vision community.

Year of Publication
2020
Conference Name
NILM'20: Proceedings of the 5th International Workshop on Non-Intrusive Load Monitoring
Date Published
11