Research on the H point-anchorage angle of high-angle seat based on BPNN-GA

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Publicado en:Journal of Physics: Conference Series vol. 3043, no. 1 (Jun 2025), p. 012105
Autor principal: Bi, Tengfei
Otros Autores: Sun, Jiawei, Sun, Hongjie, Ma, Qiang
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IOP Publishing
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022 |a 1742-6588 
022 |a 1742-6596 
024 7 |a 10.1088/1742-6596/3043/1/012105  |2 doi 
035 |a 3227051243 
045 2 |b d20250601  |b d20250630 
100 1 |a Bi, Tengfei  |u Tianjin University , Tianjin 300072, China; CATARC Automotive Test Center (Tianjin) Co., Ltd. , Tianjin 300300, China 
245 1 |a Research on the H point-anchorage angle of high-angle seat based on BPNN-GA 
260 |b IOP Publishing  |c Jun 2025 
513 |a Journal Article 
520 3 |a In this paper, the changes of safety belt anchorage, H point, and H point-anchorage angle (α1 and α2) with seat back angle and seat pan angle of the high-angle seat are studied. Firstly, the structure of the high-angle seat was analyzed. The research range of the seat back angle and seat pan angle was determined by the three-dimensional H-point test device. Then, Latin hypercube sampling and back propagation neural networks were combined to study the changing trend of α1 and α2. Finally, the genetic algorithm and back propagation neural network were combined to build a model to identify the minimum H point-anchorage angle. The results show that the α1 and α2 tend to increase with the increase of seat pan angle. The proposed model has a recognition error of 4.3% and can identify the minimum H point-anchorage angle seat position. 
653 |a Seat belts 
653 |a Hypercubes 
653 |a Neural networks 
653 |a Genetic algorithms 
653 |a Anchorages 
653 |a Back propagation networks 
653 |a Latin hypercube sampling 
700 1 |a Sun, Jiawei  |u CATARC Automotive Test Center (Tianjin) Co., Ltd. , Tianjin 300300, China 
700 1 |a Sun, Hongjie  |u CATARC Automotive Test Center (Tianjin) Co., Ltd. , Tianjin 300300, China 
700 1 |a Ma, Qiang  |u CATARC Automotive Test Center (Tianjin) Co., Ltd. , Tianjin 300300, China 
773 0 |t Journal of Physics: Conference Series  |g vol. 3043, no. 1 (Jun 2025), p. 012105 
786 0 |d ProQuest  |t Advanced Technologies & Aerospace Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3227051243/abstract/embedded/75I98GEZK8WCJMPQ?source=fedsrch 
856 4 0 |3 Full Text - PDF  |u https://www.proquest.com/docview/3227051243/fulltextPDF/embedded/75I98GEZK8WCJMPQ?source=fedsrch