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Shedding Light on the Performance of Solar Panels: A Data-Driven View

Published:25 February 2016Publication History
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Abstract

The significant adoption of solar photovoltaic (PV) systems in both commercial and residential sectors has spurred an interest in monitoring the performance of these systems. This is facilitated by the increasing availability of regularly logged PV performance data in recent years. In this paper, we present a data-driven framework to systematically characterise the relationship between performance of an existing photovoltaic (PV) system and various environmental factors. We demonstrate the efficacy of our proposed framework by applying it to a PV generation dataset from a building located in northern Australia. We show how, in light of limited site-specific weather information, this data set may be coupled with publicly available data to yield rich insights on the performance of the building's PV system.

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    • Published in

      cover image ACM SIGKDD Explorations Newsletter
      ACM SIGKDD Explorations Newsletter  Volume 17, Issue 2
      December 2015
      41 pages
      ISSN:1931-0145
      EISSN:1931-0153
      DOI:10.1145/2897350
      Issue’s Table of Contents

      Copyright © 2016 Authors

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 25 February 2016

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