Air conditioner user frequency modulation capability evaluation method based on generative adversarial network
The invention provides an air conditioner user frequency modulation capability evaluation method based on a generative adversarial network. According to an air conditioner user frequency modulation mechanism, selecting measurement data of frequency modulation capability and strong correlation factor...
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Format: | Patent |
Sprache: | chi ; eng |
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Zusammenfassung: | The invention provides an air conditioner user frequency modulation capability evaluation method based on a generative adversarial network. According to an air conditioner user frequency modulation mechanism, selecting measurement data of frequency modulation capability and strong correlation factors influencing the frequency modulation capability, and constructing a small sample training set, a small sample generation set and a test sample set of a frequency modulation capability evaluation model; improving a generator model of a generative adversarial network algorithm, training the improvedgenerative adversarial network model by using the small sample training set to obtain a trained improved generative adversarial network model, further generating a synthetic sample set by using the small sample generation set, and constructing a training set of a frequency modulation capability evaluation model; and constructing a multi-layer feedforward neural network model, training the model by using the training set |
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