Dynamic Stability Improvement of Multimachine Power Systems using ANFIS-based Power System Stabilizer

Modern power system are very vurnerable to against load fluctuation during their operation. Load fluctuation identified as small disturbance is important to test dynamic (small signal) stability. This research is focused on improvement of multimachine dynamic stability by using ANFIS-based power system stabilizer (proposed PSS). ANFIS method is proposed because the ANFIS computation is more efective than Mamdani fuzzy computation. Simulation results show that the proposed PSS is able to maintain the dynamic stability by decreasing peak overshoot (Po) to the value -3,37´10 -5 pu/pu and accelerating settling time (St) to the time 4.01 s for rotor speed deviation Machine-2. Also, the Po is decreased to the value -3,37´10 -5 pu/pu and the St is accelerated to the time 3.98 s for rotor speed deviation Machine-3.

[1]  Mohammad Mohammadi,et al.  Automated monitoring and performance assessment of a grid connected synchronous generator considering power system stabilizer , 2015, 2015 International Congress on Electric Industry Automation (ICEIA 2015).

[2]  Chuen-Tsai Sun,et al.  Neuro-fuzzy And Soft Computing: A Computational Approach To Learning And Machine Intelligence [Books in Brief] , 1997, IEEE Transactions on Neural Networks.

[3]  P. Kundur,et al.  Power system stability and control , 1994 .

[4]  Somchat Jiriwibhakorn,et al.  Online critical clearing time estimation using an adaptive neuro-fuzzy inference system (ANFIS) , 2015 .

[5]  Kaifeng Zhang,et al.  Structural Analysis of Large-Scale Power Systems , 2012 .

[6]  M.A. El-Sharkawi,et al.  Support vector machines for transient stability analysis of large-scale power systems , 2004, IEEE Transactions on Power Systems.

[7]  Adi Soeprijanto,et al.  Controlling chaos and voltage collapse using an ANFIS-based composite controller-static var compensator in power systems , 2013 .

[8]  M. Kushwaha,et al.  Dynamic stability enhancement of power system using fuzzy logic based power system stabilizer , 2013, 2013 International Conference on Power, Energy and Control (ICPEC).

[9]  Osea Zebua,et al.  Stability Improvement of Single Machine using ANFIS-PSS Based on Feedback-linearization , 2014 .

[10]  T. Hussein,et al.  Adaptive rule-base fuzzy power system stabilizer for a multi-machine system , 2013, 21st Mediterranean Conference on Control and Automation.

[11]  B. Shah Comparative Study of Conventional and Fuzzy Based Power System Stabilizer , 2013, 2013 International Conference on Communication Systems and Network Technologies.

[12]  Adi Soeprijanto,et al.  Improvement of Transient Voltage Responses using an Additional PID-loop on ANFIS-based Composite Controller-SVC (CC-SVC) to Control Chaos and Voltage Collapse in Power Systems , 2011 .