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Combination of wavelet transforms and artificial intelligence in HV shunt capacitor banks: Fault and inrush currents classification
(2020-01-01)
Patcharoen, Theerasak
;
Ngaopitakkul, Atthapol
The installation of HV substation shunt capacitor bank in a substation and transmission system affects both the capacitor inrush currents and fault currents. This is led to mal-operation of the overcurrent protection relay (50/51) and unbalance current protection relay (60C, 51NC) to classify whether it is the inrush current or fault current. The protective relay may be tripped due to transient inrush currents during a capacitor energizing. This paper presents a new detection and classification technique by using a combination of the discrete wavelet transform (DWT) and probabilistic neural network (PNN). The DWT on the measured three-phase current signals was employing the effective time-frequency analysis for detection. The detail wavelet coefficients of level-1 to level-30 of currents signals are extracted by DWT using 'db4' mother wavelet. The suggested PNN technique uses to classify those transient. The two classification techniques such as 1) only DWT and 2) combined DWT and fuzzy inference system (FIS) are compared with the proposed method. The performance of the proposed technique is found to be accurate for the detection and classification of power system transient in a capacitor bank which it has high accuracy by 100% for detection and more than 98% for classification.
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Discrete wavelet transform for improving the accuracy of an unbalance current protection relay due to transient fault and inrush current signals
(2019-05-01)
Patcharoen, Theerasak
;
Ngaopitakkul, Atthapol
An unbalance current protection relay (60C, 51NC) cannot operate fast enough to avoid catastrophic failure against high system fault currents within capacitor units because traditional unbalance current protection relays are not capable of distinguishing and classifying transient fault current and switching inrush current. This paper proposes a new algorithm for the detection and classification of such current signals. The program used for the simulation was PSCAD/EMTDC. The current signals output was used as discrete wavelet transform (DWT) input. The wavelet-based fault and inrush current detection and classification unit received the various captured transient current signals, and used DWT to detect and analyse various cases studies. The actual inrush current signals from both the experimental setup and testing on an actual 115 kV HV shunt capacitor bank were used to verify the proposed algorithm. Results show that the proposed algorithm is effective at accurately identifying fault and inrush currents.
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Simulation analysis of the switching of 230kV substation shunt capacitor banks with a 6% series reactor for limiting transient inrush currents and oscillation overvoltage
(2018-06-01)
Patcharoen, Theerasak
;
Ngaopitakkul, Atthapol
;
Pothisarn, Chaichan
;
Leelajindakrairerk, Monthon
This paper presents the simulation and investigation of switching large shunt capacitor banks in a 230kV Thailand substation system. Simulations are performed using PSCAD/EMTDC to determine the peak of the transient inrush currents, the oscillation overvoltage and the frequency of the inrush current. The inrush current is generated by energizing the 4 × 72 Mvar, 230kV shunt capacitor banks. The purpose is to observe and investigate the behaviour of transient inrush currents and oscillation overvoltages to ensure the safe and successful operation of shunt capacitor banks. The methodology of inrush current transient analysis and transient reduction control was studied. The proposed method for controlling system transients during capacitor energization is through the use of a switching shunt capacitor bank with a series 6% reactor. The simulation cases for transient mitigation are numerically conducted for six different cases: a base case, with a pre-insertion resistor, with a pre-insertion inductor, with a current-limiting reactor, with a series 6% reactor and using synchronous closing control. The effects of parameters such as the sizing of the current-limiting reactor, the capacitor bank rating and the short-circuit impedance of the system are investigated. The simulation results demonstrate that the switching shunt capacitor bank with a series 6% reactor is effective in reducing the high transient inrush currents and oscillation overvoltages.

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