Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning

Author:

Prabowo Arian1ORCID,Chen Kaixuan1ORCID,Xue Hao1ORCID,Sethuvenkatraman Subbu2ORCID,Salim Flora D.1ORCID

Affiliation:

1. University of New South Wales, Australia

2. CSIRO, Australia

Funder

C4NET

CSIRO

Publisher

ACM

Reference49 articles.

1. Optuna

2. Usman Ali , Mohammad Haris Shamsi , Mark Bohacek , Karl Purcell , Cathal Hoare , Eleni Mangina , and James O’Donnell . 2020. A data-driven approach for multi-scale GIS-based building energy modeling for analysis, planning and support decision making. Appl. Energy 279 (Dec . 2020 ), 115834. Usman Ali, Mohammad Haris Shamsi, Mark Bohacek, Karl Purcell, Cathal Hoare, Eleni Mangina, and James O’Donnell. 2020. A data-driven approach for multi-scale GIS-based building energy modeling for analysis, planning and support decision making. Appl. Energy 279 (Dec. 2020), 115834.

3. Review of urban building energy modeling (UBEM) approaches, methods and tools using qualitative and quantitative analysis

4. Occupancy-based energy consumption modelling using machine learning algorithms for institutional buildings

5. Daniel M Andrew. 2020. Premier’s statement on changes to Melbourne’s restrictions. Premier’s office. https://www.dhhs.vic.gov.au/updates/coronavirus-covid-19/premiers-statement-changes-melbournes-restrictions-2-august-2020 Daniel M Andrew. 2020. Premier’s statement on changes to Melbourne’s restrictions. Premier’s office. https://www.dhhs.vic.gov.au/updates/coronavirus-covid-19/premiers-statement-changes-melbournes-restrictions-2-august-2020

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