At present, the non-intrusive load decomposition method for low-frequency sampling data is as yet insufficient within context of generalization performance, failing to meet accuracy requirements when applied novel scenarios. To address this issue, a based on instance-batch normalization network proposed. This uses an encoder-decoder structure with attention mechanism, in which skip connections ...