MMC sub-module IGBT open-circuit fault diagnosis method based on current error
An open-circuit fault and diagnosis method technology, applied in the electric power field, can solve the problems of long fault location, long switching time, and inability to locate open-circuit faults, so as to achieve the effect of rapid location and improved accuracy.
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Embodiment 1
[0047] refer to figure 1 , is the first embodiment of the present invention, which provides a current error-based MMC sub-module IGBT open-circuit fault diagnosis method, including:
[0048] Step1: From the time series fault data obtained from the simulation experiment, the historical error data of a historical period is used as the input data, and the fault result corresponding to the current state is used as the output data, and data preprocessing is performed;
[0049] Step2: Train the LS-SVM binary classification network according to the training data under the known fault state, and give the fault diagnosis result to the test sample according to the optimal classification decision;
[0050] Stept3: According to the error between the predicted value of the capacitor current of the sub-module and the actual value of the capacitor current, and the fault state of the corresponding sub-module as the fault feature, locate the fault based on the fault type and the current direct...
Embodiment 2
[0088] refer to Figures 1 to 3 , is the second embodiment of the present invention, which is based on the previous embodiment.
[0089] In this embodiment, for the open-circuit fault detection of the sub-module in the lower-tube IGBT, it is set that the sub-module 1 has an open-circuit fault of the lower-tube IGBT at 0.5s, Image 6 The operating characteristics of the MMC under the fault strategy proposed in this paper are shown. At this time, the MMC works in the inverter state. in Image 6 (a) represents the upper arm current i p . Image 6 (b) represents the sub-module capacitor voltage u c1~8 . Image 6 (c) represents the fault characteristic signal i cerror1~8 . Image 6 (d) represents the fault location signal FL.
[0090] Image 6 (a) shows the current i in the upper arm before p waveform. After the open circuit fault of sub-module 1 occurs, the arm current i p If it is positive, the sub-module with the higher capacitor voltage in the bridge arm should be i...
Embodiment 3
[0095] refer to Figures 1 to 5 , is the third embodiment of the present invention, which is based on the previous embodiment.
[0096] In this embodiment, the upper IGBT of sub-module 1 and the lower IGBT of sub-module 2 are open-circuit fault detection at the same time, and the upper-tube IGBT open-circuit fault of sub-module 1 is set to occur at 0.5s, and the lower-tube IGBT open-circuit fault of sub-module 2 is set to occur at 0.5s. Figure 7 The operating characteristics of the MMC under the fault strategy proposed in this paper are shown. At this time, the MMC works in the inverter state. in Figure 5 (a) represents the upper arm current i p . Figure 7 (b) represents the sub-module capacitor voltage u c1~8 . Figure 7 (c) represents the fault characteristic signal i cerror1~8 . Figure 7 (d) represents the fault location signal FL.
[0097] Figure 7 (a) shows the upper bridge arm i p current waveform. After an open-circuit fault occurs, the bridge arm curren...
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