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Optimization Design of Minimum Total Resistance Hull Form Based on CFD Method 被引量:5
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作者 ZHANG Bao-ji ZHANG Sheng-long ZHANG Hui 《China Ocean Engineering》 SCIE EI CSCD 2018年第3期323-330,共8页
In order to reduce the resistance and improve the hydrodynamic performance of a ship, two hull form design methods are proposed based on the potential flow theory and viscous flow theory. The flow fields are meshed us... In order to reduce the resistance and improve the hydrodynamic performance of a ship, two hull form design methods are proposed based on the potential flow theory and viscous flow theory. The flow fields are meshed using body-fitted mesh and structured grids. The parameters of the hull modification function are the design variables. A three-dimensional modeling method is used to alter the geometry. The Non-Linear Programming(NLP) method is utilized to optimize a David Taylor Model Basin(DTMB) model 5415 ship under the constraints, including the displacement constraint. The optimization results show an effective reduction of the resistance. The two hull form design methods developed in this study can provide technical support and theoretical basis for designing green ships. 展开更多
关键词 total resistance hull form design CFD technique Non-Linear Programming(NLP)
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Sequence optimization of hull structure assembly based on prediction of welding deformation 被引量:2
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作者 王阳 薛健 罗宇 《China Welding》 EI CAS 2013年第4期47-52,共6页
Optimization of assembly process is significant for ship construction, thus reducing the time and related costs of construction. Welding Structure Deformation Analysis (Weld-sta) was used to predict welding deformat... Optimization of assembly process is significant for ship construction, thus reducing the time and related costs of construction. Welding Structure Deformation Analysis (Weld-sta) was used to predict welding deformation of a hull block. After the reliability of simulation was proved by comparing with measured results, four kinds of welding sequences was determined. By considering welding deformation and assembly process with the e]ficieney of automation, decreasing the overturn times (times of turning the erections upside down during welding) and working hours etc, one of the welding sequences is assumed to be the most reasonable one. The study shows this method is very useful in optimal assembly program determination of practical engineering structures. 展开更多
关键词 welding deformation hull structure erection and welding sequence optimization
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Effect of Spray Rails on Takeoff Performance of Amphibian Aircraft
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作者 Soham S. Bahulekar Alberto W. Mello 《World Journal of Engineering and Technology》 2024年第1期117-140,共24页
Amphibian aircraft have seen a rise in popularity in the recreational and utility sectors due to their ability to take off and land on both land and water, thus serving a myriad of purposes, such as aerobatics, survei... Amphibian aircraft have seen a rise in popularity in the recreational and utility sectors due to their ability to take off and land on both land and water, thus serving a myriad of purposes, such as aerobatics, surveillance, and firefighting. Such seaplanes must be aerodynamically and hydrodynamically efficient, particularly during the takeoff phase. Naval architects have long employed innovative techniques to optimize the performance of marine vessels, including incorporating spray rails on hulls. This research paper is dedicated to a comprehensive investigation into the potential utilization of spray rails to enhance the takeoff performance of amphibian aircraft. Several spray rail configurations obtained from naval research were simulated on a bare Seamax M22 amphibian hull to observe an approximate 10% - 25% decrease in water resistance at high speeds alongside a 3% reduction in the takeoff time. This study serves as a motivation to improve the design of the reference airplane hull and a platform for detailed investigations in the future to improve modern amphibian design. 展开更多
关键词 Seaplane Spray Rails hull optimization Take-Off Performance
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Optimization of Wigley Hull Form in order to Ensure the Objective Functions of the Seakeeping Performance
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作者 Hassan Bagheri Hassan Ghassemi 《Journal of Marine Science and Application》 2014年第4期422-429,共8页
在这篇论文执行的研究被执行调查计算过程设计经得起海上风浪的优化轮船壳形式。到达优化的壳形式,四个阶段应该被做,它由组成:产生其他的壳形式,经得起海上风浪的计算,客观功能和优化技术。有许多参数,可能在轮船壳形式优化坚定... 在这篇论文执行的研究被执行调查计算过程设计经得起海上风浪的优化轮船壳形式。到达优化的壳形式,四个阶段应该被做,它由组成:产生其他的壳形式,经得起海上风浪的计算,客观功能和优化技术。有许多参数,可能在轮船壳形式优化坚定。这篇论文为决定经得起海上风浪的表演处理发达长带理论,基因算法(GA ) 作为优化方法,为曲线适合壳形式并且最后到达到最小的高顺序方程在常规头波浪弯垂直运动。Wigley 壳作为起始的壳被选择并且带了被优化。二个案例被考虑。为第一个案例,壳的唯一的形式系数( C <潜水艇class=“ a-plus-plus ”> B </sub>, C <潜水艇class=“ a-plus-plus ”> M </sub>, C <潜水艇class=“ a-plus-plus ”> W </sub>, C <潜水艇class=“ a-plus-plus ”> P </sub>)被改变并且主要尺寸( L , B , T )被修理。在第二个盒子中,壳形式和主要尺寸同时被改变。最后,优化了壳形式,它的经得起海上风浪的表演被介绍。优化过程的结果证明优化的壳形式在垂直运动和加速产出减小。 展开更多
关键词 函数优化 耐波性能 船型 计算程序设计 垂直运动 主要尺寸 优化技术 目标函数
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SIX SIGMA OPTIMIZATION IN SHEET METAL FORMING BASED ON DUAL RESPONSE SURFACE MODEL 被引量:13
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作者 LI Yuqiang CUI Zhenshan ZHANG Dongjuan RUAN Xueyu CHEN Jun 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第2期251-255,共5页
Iterations in optimization and numerical simulation for the sheet metal forming process may lead to extensive computation. In addition, uncertainties in materials or processing parameters may have great influence on t... Iterations in optimization and numerical simulation for the sheet metal forming process may lead to extensive computation. In addition, uncertainties in materials or processing parameters may have great influence on the design quality. A six sigma optimization method is proposed, by combining the dual response surface method (DRSM) and six sigma philosophy, to save computation cost and improve reliability and robustness of parts. Using this method, statistical technology, including the design of experiment and analysis of variance, approximate model and six sigma philosophy are integrated together to achieve improved quality. Two sheet metal forming processes are provided as examples to illustrate the proposed method. 展开更多
关键词 Six sigma optimization Sheet metal forming Dual response surface
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Sheet Metal Forming Optimization by Using Surrogate Modeling Techniques 被引量:6
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作者 WANG Hu YE Fan +1 位作者 CHEN Lei LI Enying 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第1期22-36,共15页
Surrogate assisted optimization has been widely applied in sheet metal forming design due to its efficiency. Therefore, to improve the efficiency of design and reduce the product development cycle, it is important for... Surrogate assisted optimization has been widely applied in sheet metal forming design due to its efficiency. Therefore, to improve the efficiency of design and reduce the product development cycle, it is important for scholars and engineers to have some insight into the performance of each surrogate assisted optimization method and make them more flexible practically. For this purpose, the state-of-the-art surrogate assisted optimizations are investigated. Furthermore, in view of the bottleneck and development of the surrogate assisted optimization and sheet metal forming design, some important issues on the surrogate assisted optimization in support of the sheet metal forming design are analyzed and discussed, involving the description of the sheet metal forming design, off-line and online sampling strategies, space mapping algorithm, high dimensional problems, robust design, some challenges and potential feasible methods. Generally, this paper provides insightful observations into the performance and potential development of these methods in sheet metal forming design. 展开更多
关键词 surrogate optimization sheet metal forming
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FPSO Global Strength and Hull Optimization 被引量:1
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作者 Junyuan Ma Jianhua Xiao +1 位作者 Rui Ma Kai Cao 《Journal of Marine Science and Application》 2014年第1期55-61,共7页
Global strength is a significant item for floating production storage and offloading(FPSO) design, and steel weight plays an important role in the building costs of FPSO. It is the main task to consider and combine th... Global strength is a significant item for floating production storage and offloading(FPSO) design, and steel weight plays an important role in the building costs of FPSO. It is the main task to consider and combine these two aspects by optimizing hull dimensions. There are many optional methods for the global strength analysis. A common method is to use the ABS FPSO Eagle software to analyze the global strength including the rule check and direct strength analysis. And the same method can be adopted for the FPSO hull optimization by changing the depth. After calculation and optimization, the results are compared and analyzed. The results can be used as a reference for the future design or quotation purpose. 展开更多
关键词 global STRENGTH hull optimization FPSO steel weight building COSTS hull STRENGTH SHIP DESIGN hull DESIGN
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Multi-objective design optimization of composite submerged cylindrical pressure hull for minimum buoyancy and maximum buckling load capacity 被引量:3
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作者 Muhammad Imran Dong-yan Shi +3 位作者 Li-li Tong Ahsan Elahi Hafiz Muhammad Waqas Muqeem Uddin 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第4期1190-1206,共17页
This paper presents the design optimization of composite submersible cylindrical pressure hull subjected to 3 MPa hydrostatic pressure.The design optimization study is conducted for cross-ply layups[0_(s)/90_(t)/0_(u)... This paper presents the design optimization of composite submersible cylindrical pressure hull subjected to 3 MPa hydrostatic pressure.The design optimization study is conducted for cross-ply layups[0_(s)/90_(t)/0_(u)],[0_(s)/90_(t)/0_(u)]s,[0_(s)/90_(t)]s and[90_(s)/0_(t)]s considering three uni-directional composites,i.e.Carbon/Epoxy,Glass/Epoxy,and Boron/Epoxy.The optimization study is performed by coupling a Multi-Objective Genetic Algorithm(MOGA)and Analytical Analysis.Minimizing the buoyancy factor and maximizing the buckling load factor are considered as the objectives of the optimization study.The objectives of the optimization are achieved under constraints on the Tsai-Wu,Tsai-Hill and Maximum Stress composite failure criteria and on buckling load factor.To verify the optimization approach,optimization of one particular layup configuration is also conducted in ANSYS with the same objectives and constraints. 展开更多
关键词 Multi-objective genetic algorithm optimization Composite submersible pressure hull Thin shell Material failure Shell buckling
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Design optimization of composite egg-shaped submersible pressure hull for minimum buoyancy factor 被引量:2
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作者 Muhammad Imran Dongyan Shi +2 位作者 Lili Tong Hafiz Muhammad Waqas Muqeem Uddin 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第6期1817-1832,共16页
This paper describes a design optimization study of the composite egg-shaped submersible pressure hull employing optimization and finite element analysis(FEA)tools as a first attempt to provide an optimized design of ... This paper describes a design optimization study of the composite egg-shaped submersible pressure hull employing optimization and finite element analysis(FEA)tools as a first attempt to provide an optimized design of the composite egg-shaped pressure hull for manufacturing or further investigations.A total of 15 optimal designs for the composite egg-shaped pressure hull under hydrostatic pressure are obtained in terms of fibers’angles and the number of layers for 5 lay-up arrangements and 3 unidirectional(UD)composite materials.The optimization process is performed utilizing a genetic algorithm and FEA in ANSYS.The minimization of the buoyancy factor eB:FT is selected as the objective for the optimization under constraints on both material failure and buckling strength.Nonlinear buckling analysis is conducted for one optimal design considering both geometric nonlinearity and imperfections.A sensitivity study is also conducted to further investigate the influence of the design variables on the optimal design of the egg-shaped pressure hull. 展开更多
关键词 Composite egg-shaped pressure hull Design optimization Buoyancy factor Material failure Buckling instability
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Automatic Generation of the Planning Tunnel High Speed Craft Hull Form 被引量:4
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作者 Morteza Ghassabzadeh Hassan Ghassemi 《Journal of Marine Science and Application》 2012年第4期453-461,共9页
一艘轮船到的几何模型的创造决定特征静水力学并且水动力学,并且也在轮船设计过程为结构的设计和设备安排是那么重要的。计划隧道高度速度手艺是在的手艺之一,到他们的最高的速度的成就是更重要的。有隧道的使用的这些手艺有飞行器水... 一艘轮船到的几何模型的创造决定特征静水力学并且水动力学,并且也在轮船设计过程为结构的设计和设备安排是那么重要的。计划隧道高度速度手艺是在的手艺之一,到他们的最高的速度的成就是更重要的。有隧道的使用的这些手艺有飞行器水动力学的性质减少抵抗,好经得起海上风浪的行为,减少撞击并且避免 porpoising。因为隧道的存在,这些手艺的壳形式产生更复杂、困难。在这份报纸,它试图基于几何学创造指南并且与最少的控制和壳形式调整参数的一个条目提供一个方法,到自动地产生计划的壳形式隧道手艺。起初,数学模型的方程被描述并且随后,基于现在的方法产生的三个不同模型被比较并且分析。显然,产生模型在设计的早阶段有更多的申请。 展开更多
关键词 自动生成 高速船 隧道 船型 规划 流体力学性能 流体动力学 流体静力学
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Optimization on springback reduction in cold stretch forming of titanium-alloy aircraft skin 被引量:4
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作者 何德华 李东升 +1 位作者 李小强 金朝海 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2010年第12期2350-2357,共8页
An optimization method was presented for cold stretch forming of titanium-alloy aircraft skin to determine process parameters and to reduce springback.In the optimization model,a mathematical formulation of stress dif... An optimization method was presented for cold stretch forming of titanium-alloy aircraft skin to determine process parameters and to reduce springback.In the optimization model,a mathematical formulation of stress difference was developed as an indicator of the degree of springback instead of implicit springback analysis.Explicit finite element method(FEM)was used to analyze the forming process and to provide the stress distribution for calculating the amount of the stress indicator.In addition,multi-island genetic algorithm(MGA)was employed to seek the optimal loading condition.A case study was performed to demonstrate the potential of the suggested method.The results show that the optimization design of process parameters effectively reduces the amount of springback and improves the part shape accuracy.It provides a guideline for controlling springback in stretch forming of aircraft skin. 展开更多
关键词 成型工艺参数 回弹分析 优化模型 飞机蒙皮 钛合金 冷拉伸 显式有限元法 参数优化设计
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Accurate Evaluation of Free-form Surface Profile Error Based on Quasi Particle Swarm Optimization Algorithm and Surface Subdivision 被引量:13
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作者 WEN Xiulan ZHAO Yibing +2 位作者 WANG Dongxia ZHU Xiaochun XUE Xiaoqiang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第2期406-413,共8页
Although significant progress has been made in precision machining of free-form surfaces recently, inspection of such surfaces remains a difficult problem. In order to solve the problem that no specific standards for ... Although significant progress has been made in precision machining of free-form surfaces recently, inspection of such surfaces remains a difficult problem. In order to solve the problem that no specific standards for the verification of free-form surface profile are available, the profile parameters of free-form surface are proposed by referring to ISO standards regarding form tolerances and considering its complexity and non-rotational symmetry. Non-uniform rational basis spline(NURBS) for describing free-form surface is formulated. Crucial issues in surface inspection and profile error verification are localization between the design coordinate system(DCS) and measurement coordinate system(MCS) for searching the closest points on the design model corresponding to measured points. A quasi particle swarm optimization(QPSO) is proposed to search the transformation parameters to implement localization between DCS and MCS. Surface subdivide method which does the searching in a recursively reduced range of the parameters u and v of the NURBS design model is developed to find the closest points. In order to verify the effectiveness of the proposed methods, the design model is generated by NURBS and the measurement data of simulation example are generated by transforming the design model to arbitrary position and orientation, and the parts are machined based on the design model and are measured on CMM. The profile errors of simulation example and actual parts are calculated by the proposed method. The results verify that the evaluation precision of freeform surface profile error by the proposed method is higher 10%-22% than that by CMM software. The proposed method deals with the hard problem that it has a lower precision in profile error evaluation of free-form surface. 展开更多
关键词 profile error evaluation free-form surface quasi particle swarm optimization surface subdivision
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Multi-objectives fuzzy optimization model for ship form demonstration based on information entropy 被引量:4
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作者 ZHANG Wei-ying LIN Yan +1 位作者 JI Zhuo-shang DENG Lin-yi 《Journal of Marine Science and Application》 2006年第1期12-16,共5页
Selecting optimization ship form scheme is an important content in the process of concept design of ship. Multi-objective fuzzy decision-making model for ship form demonstration is set up according to the fuzzy patter... Selecting optimization ship form scheme is an important content in the process of concept design of ship. Multi-objective fuzzy decision-making model for ship form demonstration is set up according to the fuzzy pattern-recognition theory. Weight coefficients of each target of ship form scheme are determined by information entropy and individual subjective partiality. This model is used to select the optimal ship form scheme,the example shows that the model is exact and the result is credible. It can provide a reference for choosing the optimization scheme of ship form. 展开更多
关键词 船舶 技术性能 信息学 模糊理论
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An Innovative Hullform Design Technique for Low Carbon Shipping 被引量:2
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作者 Shengzhong Li Feng Zhao 《Journal of Shipping and Ocean Engineering》 2012年第1期28-35,共8页
关键词 设计师 低碳 粒子群优化 计算流体动力学 总阻力系数 技术 船舶 创新
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Study on the Form Factor Estimation Method of High-Speed Catamaran with Asymmetrical Hulls
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作者 Chongjian Zhou Cungen Liu +1 位作者 Xuefeng Wang Zelin Dai 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2016年第4期91-96,共6页
The method used to estimate the form factor of low-speed vessel will cause a large error when estimating the form factor of high-speed catamaran because of the interference effects. A method based on computational flu... The method used to estimate the form factor of low-speed vessel will cause a large error when estimating the form factor of high-speed catamaran because of the interference effects. A method based on computational fluid dynamics( CFD) method is proposed to estimate the form factor of high-speed catamaran with asymmetrical hulls. This paper focused on a 2000-toners catamaran with asymmetrical hulls to compare the difference between normal method and CFD method. The resistance of this catamaran is calculated by the CFD method,and it was compared to the model test data to verify the validity of this method. The form factors calculated by CFD method are very different from the results calculated by Prohaska method in high speed area.Thus,the method used to estimate the form factor of low-speed vessel is not applicative for high-speed catamaran. It is more accurate and efficient when using the CFD method to estimate the form factor of high-speed catamaran with asymmetrical hulls. 展开更多
关键词 form FACTOR COMPUTATIONAL FLUID dynamics( CFD) CATAMARAN asymmetrical hull
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Optimization of press bend forming path of aircraft integral panel 被引量:6
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作者 阎昱 万敏 +1 位作者 王海波 黄霖 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2010年第2期294-301,共8页
In order to design the press bend forming path of aircraft integral panels,a novel optimization method was proposed, which integrates FEM equivalent model based on previous study,the artificial neural network response... In order to design the press bend forming path of aircraft integral panels,a novel optimization method was proposed, which integrates FEM equivalent model based on previous study,the artificial neural network response surface,and the genetic algorithm.First,a multi-step press bend forming FEM equivalent model was established,with which the FEM experiments designed with Taguchi method were performed.Then,the BP neural network response surface was developed with the sample data from the FEM experiments.Furthermore,genetic algorithm was applied with the neural network response surface as the objective function. Finally,verification was carried out on a simple curvature grid-type stiffened panel.The forming error of the panel formed with the optimal path is only 0.098 39 and the calculating efficiency has been improved by 77%.Therefore,this novel optimization method is quite efficient and indispensable for the press bend forming path designing. 展开更多
关键词 弯曲成形 路径积分 新闻界 面板 优化 飞机 神经网络响应面 有限元方法
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Hyperbolic Error Analysis and Parametric Optimization of Round Body Form Tool
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作者 ZHENG You-yi 1, LI Xing 1, ZHAO Lai-fu 2, GAO Ai-hua 1 (1. Jiaozuo Institute of Technology, Jiaozuo 454000, China 2. China United Telecommunication Corporation Jiaozuo Branch, Jiaozuo 454000, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期63-,共1页
with the merits of the easy manufacture and the long service life and the processing the inside or outside form surface, round body form tool is extensive use in large scales production. Its main demerit is the big hy... with the merits of the easy manufacture and the long service life and the processing the inside or outside form surface, round body form tool is extensive use in large scales production. Its main demerit is the big hyperbolic error which is caused in the process of processing cone, but about the discussion of hyperbolic error, there are two drawbacks in the current books and documents: (1) The error measuring plane is established on the rake face of tool, which doesn’t coincide with the actual measuring plane (axial plane) of work piece; (2) When the influential elements of error are analyzed, single parameter is only discussed. In order to overcome these demerits, the mathematical model of hyperbolic error on the axial plane of work piece is built in this paper when round body form tool processes cone. The fundamental reason which causes hyperbolic error when round body form tool processes cone is that the line profile replaces the curve profile of theory in the radial cut plane of tool in the design and manufacture of tool. In order to evaluate the mathematical formula of its error, firstly, the equation of cone of work piece must be established, secondly, the equation of cutting lip in the rake face is established, then, the profile equation of the radial plane of tool is evaluated on the condition that coordinate is changed, at last, the hyperbolic error is derived according to the equation and the substitutional line equation, and the error is converted to the axial plane of work piece which is coincided with the measuring plane. The actual calculation and the theory analysis indicated that if the cone length and the coning of the cone of work piece are fixed, the main elements which affect the hyperbolic error in the axial plane of work piece are the outside diameter R of round body form tool, the rake angle and the rear angle in "base point". If these three parameters are combined rationally, the hyperbolic error is minimum when round body form tool process cone, and the machining precision of work piece can be improved, on the condition that neither the work capacity of the tool design nor the manufacture cost of tool increases. 展开更多
关键词 round body form tool analysis of hyperbolic error parametric optimization
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Special-shaped tube drawing forming and conformal optimization of die cavity 被引量:1
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作者 齐红元 朱衡君 《中国有色金属学会会刊:英文版》 CSCD 2006年第A02期240-245,共6页
关键词 拉制 成型 异形管 拉模腔 共形映射 优化
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Analysis and optimization of variable depth increments in sheet metal incremental forming 被引量:1
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作者 李军超 王宾 周同贵 《Journal of Central South University》 SCIE EI CAS 2014年第7期2553-2559,共7页
A method utilizing variable depth increments during incremental forming was proposed and then optimized based on numerical simulation and intelligent algorithm.Initially,a finite element method(FEM) model was set up a... A method utilizing variable depth increments during incremental forming was proposed and then optimized based on numerical simulation and intelligent algorithm.Initially,a finite element method(FEM) model was set up and then experimentally verified.And the relation between depth increment and the minimum thickness tmin as well as its location was analyzed through the FEM model.Afterwards,the variation of depth increments was defined.The designed part was divided into three areas according to the main deformation mechanism,with Di(i=1,2) representing the two dividing locations.And three different values of depth increment,Δzi(i=1,2,3) were utilized for the three areas,respectively.Additionally,an orthogonal test was established to research the relation between the five process parameters(D and Δz) and tmin as well as its location.The result shows that Δz2 has the most significant influence on the thickness distribution for the corresponding area is the largest one.Finally,a single evaluating indicator,taking into account of both tmin and its location,was formatted with a linear weighted model.And the process parameters were optimized through a genetic algorithm integrated with an artificial neural network based on the evaluating index.The result shows that the proposed algorithm is satisfactory for the optimization of variable depth increment. 展开更多
关键词 增量方法 渐进成形 优化 可变 有限元模型 板材 人工神经网络 智能算法
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Study on Process Parameters Optimization of Sheet Metal Forming Based on PFEA/ANN/GA
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作者 Juhua HUANG Jinjun RAO Xuefeng LI 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2003年第z1期9-12,共4页
Sheet metal forming is widely applied to automobile, aviation, space flight, ship, instrument, and appliance industries.In this paper, based on analyzing the shortcoming of general finite element analysis (FEA), the c... Sheet metal forming is widely applied to automobile, aviation, space flight, ship, instrument, and appliance industries.In this paper, based on analyzing the shortcoming of general finite element analysis (FEA), the conception of parametric finite element analysis (PFEA) is presented. The parametric finite element analysis, artificial neural networks(ANN) and genetic algorithm (GA) are combined to research thoroughly on the problems of process parametersoptimization of sheet metal forming. The author programs the optimization scheme and applies it in a research ofoptimization problem of inside square hole flanging technological parameters. The optimization result coincides wellwith the result of experiment. The research shows that the optimization scheme offers a good new way in die designand sheet metal forming field. 展开更多
关键词 Sheet metal forming optimization PARAMETRIC finite element analysis Artificial neuralnetwork GENETIC algorithm
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