IInception-CBAM-IBiGRU based fault diagnosis method for asynchronous motors.

Aiming at the problems of insufficient extraction of asynchronous motor fault features by traditional deep learning algorithms and poor diagnosis of asynchronous motor faults in robust noise environments, this paper proposes an end-to-end fault diagnosis method for asynchronous motors based on IInception-CBAM-IBiGRU. The method first uses a signal-to-grayscale image conversion method to convert one-dimensional vibration signals into two-dimensional images and initially extracts shallow features through two-dimensional convolution; then the Improved Inception (IInception) module is used as a residual block to learning features at different scales with a residual structure, and extracts its important feature information through the Convolutional Block Attention Module (CBAM) to extract important feature information and adjust the weight parameters; then the feature information is input to the Improved Bi-directional Gate Recurrent Unit (IBiGRU) to extract its timing features further; finally, the fault identification is achieved by the SoftMax function. The primary hyperparameters in the model are optimized by the Weighted Mean Of Vectors Algorithm (INFO). The experimental results show that the method is effective in fault diagnosis of asynchronous motors, with an accuracy rate close to 100%, and can still maintain a high accuracy rate under the condition of low noise ratio, with good robustness and generalization ability.

A practical key recovery attack on the lightweight WG-5 stream cipher.

WG-5 is a lightweight stream cipher proposed for usage in the resource-constrained devices, e.g., passive RFID tags, industrial controllers, contactless smart cards and sensors. In this paper, a weakness called slide property of WG-5 which has not been discovered in previous works is for the first time explored and analyzed. The result shows that the probability that two related key-IV pairs of WG-5 generate the shifted keystreams can be up to 2-20, which is significantly high compared with an ideal stream cipher that generates the random keystreams. The correctness and accuracy of this theoretical probability is confirmed experimentally. Based on the slide property of WG-5, some key recovery attacks on WG-5 in the related key setting are proposed. The cryptanalytic result shows that the 80-bit secret key of WG-5 can be recovered with a time complexity of 225.615, requiring 6 related keys and 80 keystream bits for each of 224.585 chosen IVs. The experimental result validates our attack and shows that WG-5 can be broken within about 92.054 seconds on a common PC in the related key setting. These results imply that the design of WG-5 is far from optimal and needs to be strengthened to provide enough security for the lightweight constrained applications.

Molybdenum disulfide coated nickel-cobalt sulfide with nickel phosphide loading to build hollow core-shell structure for highly efficient photocatalytic hydrogen evolution.

A hollow spherical NiCo2S4 photocatalytic material was prepared with a high HER activity in the dye sensitization system. Then the hollow spherical NiCo2S4 was coated by the sheet-shaped 2D MoS2. Through the band gap adjustment, a type-II heterostructure is constructed to move the photogenerated electrons to the outer layer, and part of photogenerated holes migrate to the inner layer, which successfully reduces the degradation rate of the dye sensitizer for slowing down the decay of H2 evolution rate in the dye sensitization system. In addition, Ni2P was used to enrich photogenerated electrons on the outer layer of MoS2 thereby achieving more efficient hydrogen production. The photocatalytic materials were characterized by XRD, SEM, TEM, XPS, UV-vis DRS and N2 Isothermal adsorption experiments. The transfer mechanism of photogenerated carriers was studied by PL, photoelectrochemical tests, and hydroxyl radical capture experiments.

Characterization of an Avian Influenza Virus H9N2 Strain Isolated from Dove in Southern China.

We report here the complete genome sequence of strain H9N2, an avian influenza virus (AIV) isolated from dove in Guangxi, China. Phylogenetic analysis showed that it was a novel reassortant AIV derived from chicken, duck, and wild bird. This finding provides useful information for understanding the H9N2 subtype of AIV circulating in southern China.

[Treatment and prognosis of tracheal invasion by papillary thyroid carcinoma].

OBJECTIVE: To explore the treatment and prognosis on patients with tracheal invasion by papillary thyroid carcinoma (PTC). METHODS: Forty-five patients treated for PTC with tracheal invasion between 1980 and 1995 were retrospectively analyzed. The different kinds of surgical modalities were performed according to the extent and degree of tracheal invasion by PTC. Neck dissect was performed in 39 patients. External beam radiotherapy was used postoperatively in patients with gross residual tumor or microscopic residual tumor in pathologic margins after resection. Survival was evaluated using the Kaplan-Meier method. RESULTS: (1) Twenty-eight patients with limited tracheal invasion were treated with shave excision, the 5- and 10-year survival rates were 85.0% and 62.6%, respectively. After a shave excision, the differences of 5- and 10-year survival rates between irradiated and nonirradiated patients were not statistically significant (P > 0.05). (2) Ten patients were radical excision for intraluminal involvement extending through the tracheal cartilage, including circumferential sleeve resection (4 cases), tracheal window resection (5 cases) and total laryngectomy (1 case), the survival rate was 80.0% for five years and 58.3% for ten years. After a radical excision, the differences of 5- and 10-year survival rates between irradiated and nonirradiated patients were not statistically significant (P > 0.05). (3) For 7 patients performing the palliative operation, the 5-and 10-year survival rates were 42.9% and 28.6%, respectively. For 4 patients received postoperative radiotherapy, the 5-and 10-year survival rates were 50.0% and 50.0%, respectively. Three patients didn't received postoperative radiotherapy, the 5-year survival rate was 33.3%, no patient survived for ten years. In these patients of incomplete resection, the differences of 5-and 10-year survival rates between irradiated and nonirradiated patients were not statistically significant (P > 0.05). CONCLUSIONS: PTC with limited involvement of the trachea could be treated successfully by shaving tumor off the tracheal cartilage. Intraluminal involvement extending through the tracheal cartilage could be resected radically in patients with PTC. Postoperative radiotherapy could improve the survival of the patients with PTC with tracheal invasion who have been performed incomplete resection.