Title :
Cause-effect modeling and simulation of power distribution fault events
Author :
Cai, Yixin ; Chow, Mo-Yuen
Author_Institution :
Dept. of Electr. & Comput. Eng., North Carolina State Univ., Raleigh, NC, USA
Abstract :
Modeling and simulation are important to study power distribution faults due to the limited actual data and high cost of experimentations. Although a number of software packages are available to simulate the electric signals, approaches for simulating fault events in different environments are not well developed yet. In this paper, we propose a framework for modeling and simulating fault events in power distribution systems based on environmental factors and cause-effect relations among them. The spatial and temporal aspects of significant environmental factors leading to various faults are modeled as raster maps and probability distributions, respectively. The cause-effect relations are expressed as fuzzy rules and a hierarchical fuzzy inference system is built to infer the probability of faults given the simulated environments. This work will be helpful in fault diagnosis for different local systems and provide a configurable data source to other researchers and engineers in similar areas as well. A sample fault simulator we have developed is used to illustrate the approaches.
Keywords :
cause-effect analysis; environmental factors; fuzzy set theory; inference mechanisms; power distribution faults; probability; cause-effect modeling; cause-effect simulation; electric signals; environmental factors; fuzzy rules; hierarchical fuzzy inference system; power distribution fault events; power distribution systems; probability distributions; raster maps; software packages; cause-effect relation; discrete event simulation; fault cause identification; fuzzy systems; power distribution systems; power system simulation; system modeling;
Conference_Titel :
Power and Energy Society General Meeting, 2010 IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-6549-1
Electronic_ISBN :
1944-9925
DOI :
10.1109/PES.2010.5590028