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Algae is a special kind of biofouling, its attachment on the insulator surface of electrical equipment will significantly reduce the fouling flash resistance of insulator , which poses a threat to the safe and stable operation of power grids. In this paper, a semantic segmentation algorithm of insulating algae integrated multi-scale convolution attention mechanism was proposed. Firstly, a model for insulating algae class semantic segmentation was constructed on the basic U-Net network model, and VGG16 was used as the backbone feature extraction network. The model adopts a U-shaped structure, and the left side is the feature extraction part of the VGG16 backbone, which can effectively extract the informations of five feature layers. The right side was the enhanced feature extraction part. CBAM module was selected for attention module, and the multi-scale convolution was introduced based on CBAM module. Then the CABM convolutional attention module was added to the encoder and the decoder of U-Net network before up-sampling and down-sampling. Finally, the model was compared with Deeplabv3+ and Transfuse network on the self-constructed algae-covered insulator image dataset. The results show that compared with the basic U-Net model, the mIoU value of this model improves by 0.28, mPA value improves by 0.27, Dice coefficient improves by 0.06, Hausdorff distance reduces by 11.77, and the RVE value reduces by 0.06. The visualization results of the segmentation process demonstrates that the model in this paper can pay more attention to the algal coverage region, and locate the boundary of the algal coverage region more accurately, which reduces the segmentation error effectively.
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| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |
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