Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387618373> ?p ?o ?g. }
Showing items 1 to 88 of
88
with 100 items per page.
- W4387618373 endingPage "57" @default.
- W4387618373 startingPage "46" @default.
- W4387618373 abstract "In order to solve the problems of low efficiency, time consumption and high costs in the detection of defects on wind turbine surfaces in industrial scenarios, an improved YOLOv5 algorithm for wind turbine surface defect detection is proposed, named YOLOv5s-L. Firstly, the C3 module of YOLOv5s is replaced with the C2f module, which is more abundant in gradient flow, to enhance the ability of feature extraction and feature fusion. Secondly, the Squeeze and Excitation (SE) module is embedded in the YOLOv5 Backbone network to filter out redundant feature information and retain important feature information. Thirdly, the weighted Bidirectional Feature Pyramid Network (BiFPN) is introduced to replace the FPN + PAN, which can achieve a higher level of feature fusion while keeping the weight light. Finally, the Focal Loss function is used to replace the CIOU Loss function of the YOLOv5 algorithm to optimize the training model and improve the accuracy of the algorithm. The experimental results show that, compared with the traditional YOLOv5 algorithm, the average precision mAP is improved by 1.9%, and the frame rate FPS can reach 145 F/s without increasing the model parameters; it can satisfy the requirements for real-time, accurate detection on mobile devices. This method provides effective support for surface defect detection of wind turbines and provides reference for intelligent wind farm operation and maintenance." @default.
- W4387618373 created "2023-10-14" @default.
- W4387618373 creator A5014867902 @default.
- W4387618373 creator A5016956683 @default.
- W4387618373 creator A5042571447 @default.
- W4387618373 date "2023-10-13" @default.
- W4387618373 modified "2023-10-15" @default.
- W4387618373 title "Wind Turbine Surface Defect Detection Method Based on YOLOv5s-L" @default.
- W4387618373 cites W1496741215 @default.
- W4387618373 cites W2517756674 @default.
- W4387618373 cites W2553125156 @default.
- W4387618373 cites W2565776924 @default.
- W4387618373 cites W2752782242 @default.
- W4387618373 cites W2790437618 @default.
- W4387618373 cites W2911881708 @default.
- W4387618373 cites W2921817497 @default.
- W4387618373 cites W2926145291 @default.
- W4387618373 cites W3002493224 @default.
- W4387618373 cites W3109637960 @default.
- W4387618373 cites W3197086755 @default.
- W4387618373 cites W4210598935 @default.
- W4387618373 cites W4322731506 @default.
- W4387618373 cites W4366775185 @default.
- W4387618373 doi "https://doi.org/10.3390/ndt1010005" @default.
- W4387618373 hasPublicationYear "2023" @default.
- W4387618373 type Work @default.
- W4387618373 citedByCount "0" @default.
- W4387618373 crossrefType "journal-article" @default.
- W4387618373 hasAuthorship W4387618373A5014867902 @default.
- W4387618373 hasAuthorship W4387618373A5016956683 @default.
- W4387618373 hasAuthorship W4387618373A5042571447 @default.
- W4387618373 hasBestOaLocation W43876183731 @default.
- W4387618373 hasConcept C119599485 @default.
- W4387618373 hasConcept C126042441 @default.
- W4387618373 hasConcept C127413603 @default.
- W4387618373 hasConcept C138885662 @default.
- W4387618373 hasConcept C142575187 @default.
- W4387618373 hasConcept C153180895 @default.
- W4387618373 hasConcept C154945302 @default.
- W4387618373 hasConcept C2524010 @default.
- W4387618373 hasConcept C2776401178 @default.
- W4387618373 hasConcept C2778449969 @default.
- W4387618373 hasConcept C33923547 @default.
- W4387618373 hasConcept C41008148 @default.
- W4387618373 hasConcept C41895202 @default.
- W4387618373 hasConcept C52622490 @default.
- W4387618373 hasConcept C76155785 @default.
- W4387618373 hasConcept C78519656 @default.
- W4387618373 hasConcept C78600449 @default.
- W4387618373 hasConcept C79403827 @default.
- W4387618373 hasConceptScore W4387618373C119599485 @default.
- W4387618373 hasConceptScore W4387618373C126042441 @default.
- W4387618373 hasConceptScore W4387618373C127413603 @default.
- W4387618373 hasConceptScore W4387618373C138885662 @default.
- W4387618373 hasConceptScore W4387618373C142575187 @default.
- W4387618373 hasConceptScore W4387618373C153180895 @default.
- W4387618373 hasConceptScore W4387618373C154945302 @default.
- W4387618373 hasConceptScore W4387618373C2524010 @default.
- W4387618373 hasConceptScore W4387618373C2776401178 @default.
- W4387618373 hasConceptScore W4387618373C2778449969 @default.
- W4387618373 hasConceptScore W4387618373C33923547 @default.
- W4387618373 hasConceptScore W4387618373C41008148 @default.
- W4387618373 hasConceptScore W4387618373C41895202 @default.
- W4387618373 hasConceptScore W4387618373C52622490 @default.
- W4387618373 hasConceptScore W4387618373C76155785 @default.
- W4387618373 hasConceptScore W4387618373C78519656 @default.
- W4387618373 hasConceptScore W4387618373C78600449 @default.
- W4387618373 hasConceptScore W4387618373C79403827 @default.
- W4387618373 hasIssue "1" @default.
- W4387618373 hasLocation W43876183731 @default.
- W4387618373 hasOpenAccess W4387618373 @default.
- W4387618373 hasPrimaryLocation W43876183731 @default.
- W4387618373 hasRelatedWork W1965417009 @default.
- W4387618373 hasRelatedWork W2018320994 @default.
- W4387618373 hasRelatedWork W2085232331 @default.
- W4387618373 hasRelatedWork W2460685830 @default.
- W4387618373 hasRelatedWork W2738547440 @default.
- W4387618373 hasRelatedWork W2742210008 @default.
- W4387618373 hasRelatedWork W2908339425 @default.
- W4387618373 hasRelatedWork W2925195937 @default.
- W4387618373 hasRelatedWork W3204461065 @default.
- W4387618373 hasRelatedWork W3214712242 @default.
- W4387618373 hasVolume "1" @default.
- W4387618373 isParatext "false" @default.
- W4387618373 isRetracted "false" @default.
- W4387618373 workType "article" @default.