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Location layout design of aircraft parts assembly based on MSVR 被引量:7
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作者 Xining LI Zhihao ZHAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第5期1532-1540,共9页
Location layout of aircraft assembly is an important factor affecting product quality.Most of the existing re-searches use the combination of finite element analysis and intelligent algorithm to optimize the location ... Location layout of aircraft assembly is an important factor affecting product quality.Most of the existing re-searches use the combination of finite element analysis and intelligent algorithm to optimize the location layout,which are limited by numerical simulation accuracy and the selection and improvement of intelligent algorithms.At present,the analysis and decision-making technology based on field data is gradually applied in aircraft manufacturing.Based on the perception data of intelligent assembly unit of aircraft parts,a regression model of multi-input and multioutput support vector machine with Gauss kernel function as radial basis function is established,and the hyperparameters of the model are optimized by hybrid particle swarm optimization genetic algorithm(PSO-GA).GA-MSVR,PSO-MSVR and PSOGA-MSVR model are constructed respectively,and their results show that PSOGA-MSVR model has the best performance.Finally,the design of the aircraft wing location layout is taken as an example to verify the effectiveness of the method. 展开更多
关键词 Aircraft parts ASSEMBLY Hybrid particle swarm optimization genetic algorithm location layout Multi-output support vector regression(MSVR) Perception data
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NOVEL APPROACH TO LOCATOR LAYOUT OPTIMIZATION BASED ON GENETIC ALGORITHM 被引量:5
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作者 吴铁军 楼佩煌 秦国华 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2011年第2期176-182,共7页
Proper fixture design is crucial to obtain the better product quality according to the design specification during the workpiece fabrication. Locator layout planning is one of the most important tasks in the fixture ... Proper fixture design is crucial to obtain the better product quality according to the design specification during the workpiece fabrication. Locator layout planning is one of the most important tasks in the fixture design process. However, the design of a fixture relies heavily on the designerts expertise and experience up to now. Therefore, a new approach to loeator layout determination for workpieces with arbitrary complex surfaces is pro- posed for the first time. Firstly, based on the fuzzy judgment method, the proper locating reference and locator - numbers are determined with consideration of surface type, surface area and position tolerance. Secondly, the lo- cator positions are optimized by genetic algorithm(GA). Finally, a typical example shows that the approach is su- perior to the experiential method and can improve positioning accuracy effectively. 展开更多
关键词 locator layout locating error fuzzy judgment genetic algorithm(GA)
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Topological Optimization Method for Aeronautical Thin-Walled Component Fixture Locating Layout 被引量:2
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作者 Yang Yuan Wang Zhongqi +1 位作者 Yang Bo Kang Yonggang 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2017年第4期405-412,共8页
Fixture locating layout has a direct and influential impact on aeronautical thin-walled component(ATWC)manufacturing quality.The purpose is to develop a topological optimization method for ATWC fixture locating layout... Fixture locating layout has a direct and influential impact on aeronautical thin-walled component(ATWC)manufacturing quality.The purpose is to develop a topological optimization method for ATWC fixture locating layout to minimize the manufacturing deformation.Firstly,a topological optimization model that takes the stiffness of ATWC as the objective function and the volume of the locating structure as the constraint is established.Secondly,ATWC and the locating structure are regarded as an integrated entity,and the variable-density method based topological optimization approach is adopted for the optimization of the locating structure using ABAQUS topology optimization module(ATOM).Thirdly,through a subsequent model reconstruction referring to the obtained topological structure,the optimal fixture locating layout is achieved.Finally,a case study is conducted to verify the proposed method and the comparison results with firefly algorithm(FA)coupled with finite element analysis(FEA)indicate that the number and positions of the locators for ATWC can be optimized simultaneously and successfully by the proposed topological optimization model. 展开更多
关键词 aeronautical thin-walled component fixture locating layout topological optimization variable-density method
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