Coordinative Optimization Control of Microgrid Based on Model Predictive Control
This article describes how basing on the future behavior of microgrid system, forecasting renewable energy power generation, load and real-time electricity price, a model predictive control (MPC) strategy is proposed in this article to optimize microgrid operations, while meeting the time-varying requirements and operation constraints. Considering the problems of unit commitment, energy storage, economic dispatching, sale-purchase of electricity and load reduction schedule, the authors first model a microgrid system with a large number of constraints and variables to model the power generation technology and physical characteristics. Meanwhile the authors use a mixed logic dynamical framework to guarantee a reasonable behavior for grid interaction and storage and consider the influences of battery life and recession. Then for forecasting uncertainties in the microgrid, a feedback mechanism is introduced in MPC to solve the problem by using a receding horizon control. The objective of minimizing the operation costs is achieved by an MPC strategy for scheduling the behaviors of components in the microgrid. Finally, a comparative analysis has been carried out between the MPC and some traditional control methods. The MPC leads to a significant improvement in operating costs and on the computational burden. The economy and efficiency of the MPC are shown by the simulations.
Year of publication: |
2018
|
---|---|
Authors: | Hu, Changbin ; Bi, Lisong ; Piao, ZhengGuo ; Wen, ChunXue ; Hou, Lijun |
Published in: |
International Journal of Ambient Computing and Intelligence (IJACI). - IGI Global, ISSN 1941-6245, ZDB-ID 2696086-2. - Vol. 9.2018, 3 (01.07.), p. 57-75
|
Publisher: |
IGI Global |
Subject: | Forecast Uncertainties | Microgrid | Model Predictive Control (MPC) | Optimization Control | Receding Horizon Control |
Saved in:
Online Resource
Saved in favorites
Similar items by subject
-
Didenko, Oksana, (2017)
-
Model predictive energy management in hybrid ferry grids
Vafamand, Navid, (2020)
-
Shale-gas scheduling for natural-gas supply in electric power production
Knudsen, Brage Rugstad, (2014)
- More ...
Similar items by person