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Hybrid Approach for Modelling the Uptake of Residential Solar PV Systems, with Case Study Application in Melbourne, Australia.

Authors :
Moglia, Magnus
Nygaard, Christian A.
Glackin, Stephen
Cook, Stephen
Tapsuwan, Sorada
Source :
Journal of Artificial Societies & Social Simulation; Oct2022, Vol. 25 Issue 4, p1-27, 27p, 1 Black and White Photograph, 2 Diagrams, 8 Charts, 4 Graphs
Publication Year :
2022

Abstract

Understanding the processes of residential solar PV uptake is critical to developing planning and policy energy transition pathways. This paper outlines a novel hybrid Agent-Based-Modelling/statistical adoption prediction framework that addresses several drawbacks in current modelling approaches. Specifically, we extend the capabilities of similar previous models and incorporate empirical data, behavioural theory, social networks and explicitly considers the spatial context. We provide empirical data affecting households’ propensity to adopt, including perceptions of solar PV systems, the role of tenure and urban location. We demonstrate the approach in the context of Melbourne metropolitan region, Australia; and draw on housing approval data to demonstrate the role of housing construction in accelerating adoption. Finally, we explore the approach’s validity against real-world data with promising results that also indicate key areas for further research and improvement. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14607425
Volume :
25
Issue :
4
Database :
Supplemental Index
Journal :
Journal of Artificial Societies & Social Simulation
Publication Type :
Academic Journal
Accession number :
160152377
Full Text :
https://doi.org/10.18564/jasss.4921