FDA-HeatFlex: Scalable Privacy-Preserving Temperature and Flexibility Prediction for Heat Pumps using Federated Domain Adaptation

Author:

Khanal Subina1ORCID,Ho Nguyen1ORCID,Pedersen Torben Bach1ORCID

Affiliation:

1. Aalborg University, Denmark

Publisher

ACM

Reference44 articles.

1. .. Water Furnace Geothermal Heat Pumps: Symphony Time Series: April 2015 - November 2016 . https://data.ny.gov/Energy-Environment/Water-Furnace-Geothermal-Heat-Pumps-Symphony-Time-/48yz-n8mx/data. [Online; accessed Feb. 7, 2023.]. .. Water Furnace Geothermal Heat Pumps: Symphony Time Series: April 2015 - November 2016. https://data.ny.gov/Energy-Environment/Water-Furnace-Geothermal-Heat-Pumps-Symphony-Time-/48yz-n8mx/data. [Online; accessed Feb. 7, 2023.].

2. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , Michael Isard , 2016 . { TensorFlow} : a system for { Large-Scale} machine learning . In 12th USENIX symposium on operating systems design and implementation (OSDI 16) . 265–283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, 2016. { TensorFlow} : a system for { Large-Scale} machine learning. In 12th USENIX symposium on operating systems design and implementation (OSDI 16). 265–283.

3. Simulation, implementation and monitoring of heat pump load shifting using a predictive controller

4. HeatFlex

5. Experimental research and energy consumption analysis on the economic performance of a hybrid-power gas engine heat pump with LiFePO4 battery

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