Abstract: The present invention belongs to the technical field of mechanical fault data recognition, and discloses a cross-domain mechanical fault diagnosis method based on multi-channel feature fusion of an improved CBAM and use thereof, wherein the method comprises: conducting preliminary feature extraction in a grey-scale graph formed by original signals with convolutional neural network, obtaining high-level features, and compressing the high-level features with a full-connection layer module; conducting deep-level multi-sensor feature extraction with an improved convolutional block attention module (CBAM); conducting fusion for multi-sensor features extracted with an improved convolutional block attention module and obtaining multi-sensor fusion features; and inputting the multi-sensor fusion features into a tag assignor for fault diagnosis results.

Abstract: An air conditioner includes: an indoor heat exchanger, an outdoor heat exchanger, an expansion valve, an indoor fan, a compressor, a four-way valve, a temperature control assembly, an outdoor assembly, a signal control assembly, and an indoor assembly. The indoor heat exchanger is configured to exchange heat between indoor air and a refrigerant flowing in the indoor heat exchanger. The outdoor heat exchanger is configured to exchange heat between outdoor air and a refrigerant flowing in the outdoor heat exchanger. The expansion valve is connected between the outdoor heat exchanger and the indoor heat exchanger, and the expansion valve is configured to adjust a pressure of a refrigerant flowing through the outdoor heat exchanger and the indoor heat exchanger, so that a flow rate of the refrigerant flowing through the outdoor heat exchanger and the indoor heat exchanger is adjusted.

Abstract: Provided are a capacity expansion method and a capacity expansion system based on a dual-level list structure; a first level list of the dual-level list structure is a first-level array in which at least one array identifier is stored; a second level list of the dual-level list structure includes at least one second-level array, each second-level array stores data to be stored and corresponds to only one array identifier; the method includes: creating a new first-level array when an amount of data stored in the second-level array corresponding to each array identifier reaches a maximum value, a size of a new first-level array being greater than that of a current first-level array, and increasing a number of the second-level arrays; and copying the array identifier stored in the current first-level array to the new first-level array, and replacing the current first-level array with the new first-level array.

Abstract: Provided are a capacity expansion method and a capacity expansion system based on a dual-level list structure; a first level list of the dual-level list structure is a first-level array in which at least one array identifier is stored; a second level list of the dual-level list structure includes at least one second-level array, each second-level array stores data to be stored and corresponds to only one array identifier; the method includes: creating a new first-level array when an amount of data stored in the second-level array corresponding to each array identifier reaches a maximum value, a size of a new first-level array being greater than that of a current first-level array, and increasing a number of the second-level arrays; and copying the array identifier stored in the current first-level array to the new first-level array, and replacing the current first-level array with the new first-level array.