Abstract
This paper provides a survey of big data analytics applications and associated implementation issues. The emphasis is placed on applications that are novel and have demonstrated value to the industry, as illustrated using field data and practical applications. The paper reflects on the lessons learned from initial implementations, as well as ideas that are yet to be explored. The various data science trends treated in the literature are outlined, while experiences from applying them in the electricity grid setting are emphasized to pave the way for future applications. The paper ends with opportunities and challenges, as well as implementation goals and strategies for achieving impactful outcomes.
Original language | English |
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Article number | 106788 |
Journal | Electric Power Systems Research |
Volume | 189 |
Number of pages | 19 |
ISSN | 0378-7796 |
DOIs | |
Publication status | Published - 2020 |
Keywords
- Electricity grids
- Analytics
- Big data
- Decision-making