Journal article
Optimal operation of an energy management system using model predictive control and Gaussian process time-series modelling
- Abstract:
-
IEEE This paper describes an optimal operation scheme for energy management systems (EMS) using Gaussian process (GP) forecasting and model predictive control (MPC) in the context of grid-connected microgrids with local generation, loads and storage. The main objective of the control is to minimize the cost of energy taken from the grid. The microgrid consists of a PV panel and a battery energy storage system (ESS), which are connected to a power grid and a local load via a DC bus. At each sa...
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- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Publisher copy:
- 10.1109/JESTPE.2018.2820071
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Authors
Funding
Korea Institute of Energy Technology Evaluation and Planning
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+ Ministry of Trade, Industry and Energy of the Republic of Korea
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Grant:
20148510011150
Bibliographic Details
- Publisher:
- Institute of Electrical and Electronics Engineers Publisher's website
- Journal:
- IEEE Journal of Emerging and Selected Topics in Power Electronics Journal website
- Volume:
- 6
- Issue:
- 4
- Pages:
- 1783 - 1795
- Publication date:
- 2018-03-28
- DOI:
- EISSN:
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2168-6785
- ISSN:
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2168-6777
- Pubs id:
-
pubs:835429
- URN:
-
uri:241efcea-c6c9-4b52-877e-00d7f372f08f
- UUID:
-
uuid:241efcea-c6c9-4b52-877e-00d7f372f08f
- Local pid:
- pubs:835429
Item Description
- Keywords:
Terms of use
- Copyright holder:
- © 2018 IEEE
- Copyright date:
- 2018
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