Title :
Improved representation of power system load dynamics using heuristic models
Author :
Halwi, Sreelatha ; Holmes, Donald Grahame ; Czaszejko, Tadeusz ; Khoorasani, Masoud Babazadeh
Author_Institution :
ECSE Dept., Monash Univ., Clayton, VIC
Abstract :
The importance of having accurate load models in power system stability studies has been well established in the literature as being essential for precise power system transient event investigations. The power industry presently uses composite load models in typical stability programs (e.g. LOADSYN and PSS/E). However, the parameters of the composite load models need to be tuned for each type of disturbance based on an assumed load composition, and are often inadequate for matching the modeled dynamics of the power system disturbance event to actual measured results. A stochastic time series technique in the form of an ARMAX mathematical model is presented in this paper as a novel alternative for dynamic load modeling. The model parameters are estimated using on-line measurement data for a number of disturbance events, collected from five substations in the Victorian electricity network in Australia. The performance of the model is then evaluated for other transient events, and compared against the recorded response for these events. The results achieved show that this heuristic-based model is robust and effective in predicting the dynamic response of a power system load across a range of events spanning various seasons and locations.
Keywords :
autoregressive moving average processes; power engineering computing; power system dynamic stability; power system faults; power system transient stability; time series; ARMAX mathematical model; heuristic model; power system disturbance; power system load dynamics; power system stability; stochastic time series technique; Load management; Load modeling; Power industry; Power measurement; Power system dynamics; Power system measurements; Power system modeling; Power system stability; Power system transients; Stochastic processes;
Conference_Titel :
TENCON 2008 - 2008 IEEE Region 10 Conference
Conference_Location :
Hyderabad
Print_ISBN :
978-1-4244-2408-5
Electronic_ISBN :
978-1-4244-2409-2
DOI :
10.1109/TENCON.2008.4766550