no code implementations • 27 May 2021 • Christopher Briggs, Zhong Fan, Peter Andras
Load forecasting is an essential task performed within the energy industry to help balance supply with demand and maintain a stable load on the electricity grid.
no code implementations • 14 Dec 2020 • Christopher Briggs, Zhong Fan, Peter Andras
In this proposal paper we highlight the need for privacy preserving energy demand forecasting to allay a major concern consumers have about smart meter installations.
no code implementations • 24 Apr 2020 • Christopher Briggs, Zhong Fan, Peter Andras
The Internet-of-Things (IoT) generates vast quantities of data, much of it attributable to individuals' activity and behaviour.
no code implementations • 24 Apr 2020 • Christopher Briggs, Zhong Fan, Peter Andras
However in settings where data is distributed in a non-iid (not independent and identically distributed) fashion -- as is typical in real world situations -- the joint model produced by FL suffers in terms of test set accuracy and/or communication costs compared to training on iid data.