ARMAX-Based Transfer Function Model Identification Using Wide-Area Measurement for Adaptive and Coordinated Damping Control
File version
Accepted Manuscript (AM)
Author(s)
Zhu, Lin
Pan, Zhuohong
Bai, Feifei
Liu, Yong
Liu, Yilu
Patel, Mahendra
Farantatos, Evangelos
Bhatt, Navin
Griffith University Author(s)
Primary Supervisor
Other Supervisors
Editor(s)
Date
Size
File type(s)
Location
License
Abstract
One of the main drawbacks of the existing oscillation damping controllers that are designed based on offline dynamic models is adaptivity to the power system operating condition. With the increasing availability of wide-area measurements and the rapid development of system identification techniques, it is possible to identify a measurement-based transfer function model online that can be used to tune the oscillation damping controller. Such a model could capture all dominant oscillation modes for adaptive and coordinated oscillation damping control. This paper describes a comprehensive approach to identify a low-order transfer function model of a power system using a multi-input multi-output (MIMO) autoregressive moving average exogenous (ARMAX) model. This methodology consists of five steps: 1) input selection; 2) output selection; 3) identification trigger; 4) model estimation; and 5) model validation. The proposed method is validated by using ambient data and ring-down data in the 16-machine 68-bus Northeast Power Coordinating Council system. The results demonstrate that the measurementbased model using MIMO ARMAX can capture all the dominant oscillation modes. Compared with the MIMO subspace state space model, the MIMO ARMAX model has equivalent accuracy but lower order and improved computational efficiency. The proposed model can be applied for adaptive and coordinated oscillation damping control.
Journal Title
IEEE Transactions on Smart Grid
Conference Title
Book Title
Edition
Volume
8
Issue
3
Thesis Type
Degree Program
School
Publisher link
Patent number
Funder(s)
Grant identifier(s)
Rights Statement
Rights Statement
© 2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Item Access Status
Note
Access the data
Related item(s)
Subject
Electrical engineering
Other engineering
Electronics, sensors and digital hardware
Distributed computing and systems software
Science & Technology
Engineering, Electrical & Electronic
Autoregressive moving average exogenous (ARMAX)
Persistent link to this record
Citation
Liu, H; Zhu, L; Pan, Z; Bai, F; Liu, Y; Liu, Y; Patel, M; Farantatos, E; Bhatt, N, ARMAX-Based Transfer Function Model Identification Using Wide-Area Measurement for Adaptive and Coordinated Damping Control, IEEE Transactions on Smart Grid, 2017, 8 (3), pp. 1105-1115