Non-intrusive load decomposition method based on EEMD and GRU
A load decomposition, non-intrusive technology, applied in the field of non-intrusive load decomposition based on EEMD and GRU, which can solve the problems of low-power electrical appliances concealment and low electrical decomposition accuracy.
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[0013] Below in conjunction with accompanying drawing, technical scheme of the present invention is described in further detail:
[0014] Step 1: Install a monitoring device at the user's total power entrance to obtain the user's power consumption data, process the obtained data, and filter out noise points.
[0015] The present invention denoises through adaptive Gaussian filtering, figure 1 It is a flow chart of adaptive Gaussian filter noise reduction. Gaussian filtering performs convolution operation on the Gaussian function and the original signal to output the filtered signal, expressed as follows:
[0016]
[0017] Its first derivative is:
[0018]
[0019] The result of the original signal after Gaussian filtering is:
[0020] N(t,σ)=f 0 (t)*g'(t,σ) (3)
[0021] Among them, g′(t, σ) is the Gaussian filter, t is the load data, σ is the standard deviation of the Gaussian filter, N(t, σ) is the filtered result, and “*” is the convolution operator.
[0022] Sup...
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