Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control
Model predictive control (MPC) is commonly used to compensate for modeling inaccuracies and measurement noise in voltage control problems. The length of the prediction horizon and control horizon of a MPC-based method has significant impact on the control performances. In existing relevant works, th...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2018-04-01
|
Series: | Applied Sciences |
Subjects: | |
Online Access: | http://www.mdpi.com/2076-3417/8/4/641 |
_version_ | 1811282056756330496 |
---|---|
author | Yan Zhang Meng Liu Wen Zhang Wenchuan Sun Xingwang Hu Gang Kong |
author_facet | Yan Zhang Meng Liu Wen Zhang Wenchuan Sun Xingwang Hu Gang Kong |
author_sort | Yan Zhang |
collection | DOAJ |
description | Model predictive control (MPC) is commonly used to compensate for modeling inaccuracies and measurement noise in voltage control problems. The length of the prediction horizon and control horizon of a MPC-based method has significant impact on the control performances. In existing relevant works, those horizon parameters are determined off-line based on experience or enumeration, and keeps constant during the entire receding-horizon optimization process. This paper presents a system voltage correction scheme based on adaptive horizon model predictive control (AH-MPC). The reactive power compensation and voltage regulation devices are coordinated to maintain the system voltages within a desired range. An evaluation index is proposed to determine the horizon parameters, which reflects the maximum voltage regulation ability with the current parameter configuration. Within each sampling interval, the horizon parameters are updated according to the evaluation index and real-time measurements periodically, which comprehensively considers the system uncertainties and voltage recovery speed, and the computational effort is remarkably reduced. The validation and effectiveness of the proposed method is verified by the simulation analysis on the test system. |
first_indexed | 2024-04-13T01:44:46Z |
format | Article |
id | doaj.art-f35e34bf8f8242d5acbedaef8ad02b40 |
institution | Directory Open Access Journal |
issn | 2076-3417 |
language | English |
last_indexed | 2024-04-13T01:44:46Z |
publishDate | 2018-04-01 |
publisher | MDPI AG |
record_format | Article |
series | Applied Sciences |
spelling | doaj.art-f35e34bf8f8242d5acbedaef8ad02b402022-12-22T03:08:04ZengMDPI AGApplied Sciences2076-34172018-04-018464110.3390/app8040641app8040641Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive ControlYan Zhang0Meng Liu1Wen Zhang2Wenchuan Sun3Xingwang Hu4Gang Kong5State Grid Shandong Electric Power Research Institute, Jinan 250003, ChinaState Grid Shandong Electric Power Research Institute, Jinan 250003, ChinaKey Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan 250061, ChinaState Grid Shandong Electric Power Company, Jinan 250001, ChinaState Grid Shandong Electric Power Company, Jinan 250001, ChinaState Grid Shandong Electric Power Research Institute, Jinan 250003, ChinaModel predictive control (MPC) is commonly used to compensate for modeling inaccuracies and measurement noise in voltage control problems. The length of the prediction horizon and control horizon of a MPC-based method has significant impact on the control performances. In existing relevant works, those horizon parameters are determined off-line based on experience or enumeration, and keeps constant during the entire receding-horizon optimization process. This paper presents a system voltage correction scheme based on adaptive horizon model predictive control (AH-MPC). The reactive power compensation and voltage regulation devices are coordinated to maintain the system voltages within a desired range. An evaluation index is proposed to determine the horizon parameters, which reflects the maximum voltage regulation ability with the current parameter configuration. Within each sampling interval, the horizon parameters are updated according to the evaluation index and real-time measurements periodically, which comprehensively considers the system uncertainties and voltage recovery speed, and the computational effort is remarkably reduced. The validation and effectiveness of the proposed method is verified by the simulation analysis on the test system.http://www.mdpi.com/2076-3417/8/4/641voltage controladaptive horizonmodel predictive control (MPC)power systemreal-time control |
spellingShingle | Yan Zhang Meng Liu Wen Zhang Wenchuan Sun Xingwang Hu Gang Kong Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control Applied Sciences voltage control adaptive horizon model predictive control (MPC) power system real-time control |
title | Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control |
title_full | Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control |
title_fullStr | Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control |
title_full_unstemmed | Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control |
title_short | Power System Voltage Correction Scheme Based on Adaptive Horizon Model Predictive Control |
title_sort | power system voltage correction scheme based on adaptive horizon model predictive control |
topic | voltage control adaptive horizon model predictive control (MPC) power system real-time control |
url | http://www.mdpi.com/2076-3417/8/4/641 |
work_keys_str_mv | AT yanzhang powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol AT mengliu powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol AT wenzhang powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol AT wenchuansun powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol AT xingwanghu powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol AT gangkong powersystemvoltagecorrectionschemebasedonadaptivehorizonmodelpredictivecontrol |