Title :
Sensitivity analysis of a fault impedance measurement algorithm applied in protection of parallel transmission lines
Author :
Rohadi, N. ; Zivanovic, Rastko
Author_Institution :
Sch. of Electr. & Electron. Eng., Univ. of Adelaide, Adelaide, SA, Australia
Abstract :
This paper presents an application of the Global Sensitivity Analysis (GSA) method in evaluating performance of impedance measurement algorithms implemented in modern Intelligent Electronic Devices (IEDs) when affected by uncertainty. To be specific, the GSA is applied in testing an algorithm for distance protection of a single transmission line in a system with two lines on the same towers. Factors contributing to uncertainty are discussed in the paper. The GSA method decomposes variance of the estimation error according to the factors and their interactions, and in this way identifies the factors that have the highest impact on the estimation error. Computation of the GSA sensitivity indices relies on the Quasi-Monte Carlo (QMC) technique with Sobol´s quasi-random sampling. This is time-consuming for large number of factors therefore, fast pre-screening process based on the Morris method is implemented to remove non-influential parameters and reduce the factor space before running the QMC. The methodology is implemented using fault simulation software DIgSILENT PowerFactory to calculate fault impedance as a function of uncertain parameters (i.e. factors) as well as voltage and current signals that are inputs to an IED under test. In this simulation, factor space is sampled using Sobol´s quasi-random sequence generated with the standard GSA software tool called SIMLAB. All simulations of the transmission line faults for various parameter values and calculation of the performance indices (i.e. sensitivities) is automated using the program developed in DIgSILENT Programming Language (DPL). This testing technique is applied to study the fault impedance measurement implemented in SEL-421.
Keywords :
Monte Carlo methods; fault simulation; power engineering computing; power system measurement; power system simulation; power transmission faults; power transmission lines; power transmission protection; sensitivity analysis; DIgSILENT PowerFactory; DIgSILENT Programming Language; GSA method; GSA sensitivity indices; Morris method; SEL-421; SIMLAB; Sobol´s quasirandom sampling; Sobol´s quasirandom sequence; current signals; distance protection; estimation error; factor space; fast pre-screening process; fault impedance measurement algorithm; fault simulation software; global sensitivity analysis method; impedance measurement algorithms; modern intelligent electronic devices; noninfluential parameters; parallel transmission line protection; quasi-Monte Carlo technique; standard GSA software tool; transmission line faults; voltage signals; Global Sensitivity Analysis; distance protection; impedance measurement algorithms; transmission line faults;
Conference_Titel :
Advances in Power System Control, Operation and Management (APSCOM 2012), 9th IET International Conference on
Conference_Location :
Hong Kong
Electronic_ISBN :
978-1-84919-743-4
DOI :
10.1049/cp.2012.2163