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Bionic lightweight design of limb leg units for hydraulic quadruped robots by additive manufacturing and topology optimization
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作者 Huaizhi Zong Junhui Zhang +6 位作者 Lei Jiang Kun Zhang Jun Shen Zhenyu Lu Ke Wang Yanli Wang Bing Xu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2024年第1期1-13,共13页
Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadr... Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadruped robots show great potential in unstructured environments due to their discrete landing positions and large payloads.As the most critical movement unit of a quadruped robot,the limb leg unit(LLU)directly affects movement speed and reliability,and requires a compact and lightweight design.Inspired by the dexterous skeleton–muscle systems of cheetahs and humans,this paper proposes a highly integrated bionic actuator system for a better dynamic performance of an LLU.We propose that a cylinder barrel with multiple element interfaces and internal smooth channels is realized using metal additive manufacturing,and hybrid lattice structures are introduced into the lightweight design of the piston rod.In addition,additive manufacturing and topology optimization are incorporated to reduce the redundant material of the structural parts of the LLU.The mechanical properties of the actuator system are verified by numerical simulation and experiments,and the power density of the actuators is far greater than that of cheetah muscle.The mass of the optimized LLU is reduced by 24.5%,and the optimized LLU shows better response time performance when given a step signal,and presents a good trajectory tracking ability with the increase in motion frequency. 展开更多
关键词 Additive manufacturing Bionic lightweight design Limb leg unit Quadruped robot Trajectory tracking
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Lightweight Design of Commercial Vehicle Cab Based on Fatigue Durability 被引量:2
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作者 Donghai Li Jiawei Tian +3 位作者 Shengwen Shi Shanchao Wang Jucai Deng Shuilong He 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第7期421-445,共25页
To better improve the lightweight and fatigue durability performance of the tractor cab,a multi-objective lightweight design of the cab was carried out in this study.First,the finite element model of the cab with coun... To better improve the lightweight and fatigue durability performance of the tractor cab,a multi-objective lightweight design of the cab was carried out in this study.First,the finite element model of the cab with counterweight loading was established and then confirmed by the physical testing,and use the inertial reliefmethod to obtain stress distribution under unit load.The cab-frame rigid-flexible couplingmulti-body dynamicsmodelwas built by Adams/car software.Taking the cab airbag mount displacement and acceleration signals acquired on the proving ground as the desired signals and obtaining the fatigue analysis load spectrum through Femfat-Lab virtual iteration.The fatigue simulation analysis is performed in nCode based on the Miner linear fatigue cumulative damage theory.Then,with themass and fatigue damage values as the optimization objectives,the bending-torsional stiffness and first-order bending-torsional mode as constraints,the thickness variables are screed based on the sensitivity analysis.The experimental design was carried out using the Optimal Latin hypercube method,and the multi-objective optimal design of the cab was carried out using theKriging approximationmodel fitting and particle swarmalgorithm.The weight of the optimized cab is reduced by 7.8%on the basis of meeting the fatigue durability performance.Finally,a seven-axis road simulation test rig was designed to verify its fatigue durability.The results show the optimized cab can consider both lightweight and durability. 展开更多
关键词 Finite element analysis multi-body dynamics fatigue durability analysis sensitivity analysis lightweight design particle swarm optimization
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A strategy for lightweight designing of a railway vehicle car body including composite material and dynamic structural optimization
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作者 Alessio Cascino Enrico Meli Andrea Rindi 《Railway Engineering Science》 2023年第4期340-350,共11页
Rolling stock manufacturers are finding structural solutions to reduce power required by the vehicles,and the lightweight design of the car body represents a possible solution.Optimization processes and innovative mat... Rolling stock manufacturers are finding structural solutions to reduce power required by the vehicles,and the lightweight design of the car body represents a possible solution.Optimization processes and innovative materials can be combined in order to achieve this goal.In this framework,we propose the redesign and optimization process of the car body roof for a light rail vehicle,introducing a sandwich structure.Bonded joint was used as a fastening system.The project was carried out on a single car of a modern tram platform.This preliminary numerical work was developed in two main steps:redesign of the car body structure and optimization of the innovated system.Objective of the process was the mass reduction of the whole metallic structure,while the constraint condition was imposed on the first frequency of vibration of the system.The effect of introducing a sandwich panel within the roof assembly was evaluated,focusing on the mechanical and dynamic performances of the whole car body.A mass saving of 63%on the optimized components was achieved,corresponding to a 7.6%if compared to the complete car body shell.In addition,a positive increasing of 17.7%on the first frequency of vibration was observed.Encouraging results have been achieved in terms of weight reduction and mechanical behaviour of the innovated car body. 展开更多
关键词 Structural dynamic optimization Car body lightweight design Railway vehicle dynamics Railway car body engineering Railway vehicle design Composite materials
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Application of Topology Optimization Technology based on Inspire and 3D Printing in Lightweight Design of Quadrotor UAV
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作者 SONG Xiaobo LI Xijin MAO Qiuying 《International Journal of Plant Engineering and Management》 2023年第1期45-58,共14页
This paper takes the fuselage bracket of the quadrotor UAV as the object,combined with the characteristics of less constraints in the 3D printing process,achieves the optimal structure of the UAV body structure design... This paper takes the fuselage bracket of the quadrotor UAV as the object,combined with the characteristics of less constraints in the 3D printing process,achieves the optimal structure of the UAV body structure design form,using the inspire topology optimization analysis,with the optimization goal of maximizing the overall stiffness and the optimized structure was checked for strength and verified by 3D printing prototype.The results show that under the premise of meeting the design strength and stiffness requirements,the mass is reduced by 53.29%compared with the original design.The research shows that the application of topology optimization and 3D printing technology to the structural design of UAVs will achieve significant weight reduction effects,providing a feasible way to realize lightweight,complex and integrated design and manufacturing of components. 展开更多
关键词 INSPIRE topology optimization 3D printing UAV lightweight design
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Lightweight Design and Verification of Gantry Machining Center Crossbeam Based on Structural Bionics 被引量:24
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作者 Ling Zhao Jianfeng Ma +1 位作者 Wuyi Chen Hongliang Guo 《Journal of Bionic Engineering》 SCIE EI CSCD 2011年第2期201-206,共6页
The lightweight and high efficiency of natural structures are the inexhaustible sources for engineering improvements. The goal of the study is to find innovative solutions for mechanical lightweight design through the... The lightweight and high efficiency of natural structures are the inexhaustible sources for engineering improvements. The goal of the study is to find innovative solutions for mechanical lightweight design through the application of structural bionic approaches. Giant waterlily leaf ribs and cactus stem are investigated for their optimal framework and superior performance. Their structural characteristics are extracted and used in the bio-inspired design of Lin MC6000 gantry machining center crossbeam. By mimicking analogous network structure, the bionic model is established, which has better load-carrying capacity than conventional distribution. Finite Element Method (FEM) is used for numerical simulation. Results show better specific stiffness of the bionic model, which is increased by 17.36%. Finally the scaled models are fabricated by precision casting for static and dynamic tests. The physical experiments are compared to numerical simulation. The results show that the maximum static deformation of the bionic model is reduced by about 16.22%, with 3.31% weight reduction. In addition, the first four natural frequencies are improved obviously. The structural bionic design is a valuable reference for updating conventional mechanical structures with better performance and less material consumption. 展开更多
关键词 lightweight design crossbeam structural bionics finite element method giant waterlily leaf
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Lightweight Design of Automobile Drive Shaft Based on the Characteristics of Low Amplitude Load Strengthening 被引量:17
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作者 ZHENG Songlin XU Honghui +3 位作者 FENG Jinzhi ZHENG Zuanxi WANG Youtao LU Leilei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2011年第6期1111-1115,共5页
There are two kinds of internationally recognized approaches in terms of lightweight design.One is based on fatigue accumulated damage theory to achieve better reliability by optimal structural design; another is to u... There are two kinds of internationally recognized approaches in terms of lightweight design.One is based on fatigue accumulated damage theory to achieve better reliability by optimal structural design; another is to use high performance lightweight materials.The former method takes very few considerations on the structural strengthening effects caused by the massive small loads in service.In order to ensure safety,the design is usually conservative,but the strength potential of the component is not fully exerted.In the latter method,cost is the biggest obstacle to lightweight materials in automotive applications.For the purpose of light weighting design on a fuel cell vehicle,the new design method is applied on drive shafts.The method is based on the low amplitude load strengthening characteristics of the material,and allows the stress,corresponding to test load,to enter into the strengthened range of the material.Under this condition,the light weighting design should assure that the reliability of the shaft is not impaired,even maximizes the strength potential of machine part in order to achieve the weight reduction and eventually to reduce the cost.At last,the feasibility of the design is verified by means of strength analysis and modal analysis based on the CAD model of light weighted shaft.The design applies to the load case of half shaft in independent axle,also provides technological reference for the structural lightweight design of vehicles and other machineries. 展开更多
关键词 fuel cell vehicle drive shaft low amplitude load strengthening lightweight design
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The Lightweight Design of Low RCS Pylon Based on Structural Bionics 被引量:9
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作者 Hongjie Jiao,Yidu Zhang,Wuyi Chen Mechanical Engineering Design Centre,Beihang University,Beijing 100191,P.R.China 《Journal of Bionic Engineering》 SCIE EI CSCD 2010年第2期182-190,共9页
A concept of Specific Structure Efficiency (SSE) was proposed that can be used in the lightweight effect evaluation ofstructures.The main procedures of bionic structure design were introduced systematically.The parame... A concept of Specific Structure Efficiency (SSE) was proposed that can be used in the lightweight effect evaluation ofstructures.The main procedures of bionic structure design were introduced systematically.The parameter relationship betweenhollow stem of plant and the minimum weight was deduced in detail.In order to improve SSE of pylons, the structural characteristicsof hollow stem were investigated and extracted.Bionic pylon was designed based on analogous biological structuralcharacteristics.Using finite element method based simulation, the displacements and stresses in the bionic pylon were comparedwith those of the conventional pylon.Results show that the SSE of bionic pylon is improved obviously.Static, dynamic andelectromagnetism tests were carried out on conventional and bionic pylons.The weight, stress, displacement and Radar CrossSection (RCS) of both pylons were measured.Experimental results illustrate that the SSE of bionic pylon is markedly improvedthat specific strength efficiency and specific stiffness efficiency of bionic pylon are increased by 52.9% and 43.6% respectively.The RCS of bionic pylon is reduced significantly. 展开更多
关键词 lightweight design specific structure efficiency low RCS pylon bionic structure
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Lightweight design technology of planet carrier for wind turbine gearbox
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作者 王征兵 刘忠明 张志宏 《Journal of Chongqing University》 CAS 2015年第1期32-38,共7页
A finite element model of one-arm planet carrier was built, and influence of structural parameters on strength and stiffness for one-arm planet carrier was analyzed. The stress and deformation of the round structure a... A finite element model of one-arm planet carrier was built, and influence of structural parameters on strength and stiffness for one-arm planet carrier was analyzed. The stress and deformation of the round structure and the triangle structure for one-arm planet carrier were analyzed and compared. The finite element model of the same specifications arms planet carrier was established, and influence of the connecting slab thickness and input side plate thickness on strength and stiffness for arms planet carrier was analyzed. Strength, stiffness and mass for one-arm and arms planet carrier in the same specifications were analyzed and compared. 展开更多
关键词 lightweight design one-arm planet carrier arms planet carrier finite element method
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Lightweight design of 45000r/min spindle using full factorial design and extreme vertices design methods 被引量:7
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作者 PARK Seong-jin LEE Choon-man HWANG Young-kug 《Journal of Central South University》 SCIE EI CAS 2011年第1期153-158,共6页
Factors for determining the spindle size are the shaft diameter,positions of bearing and motor,and entire length of the spindle.Then,it is important to find the assembling of the optimal design variables,which satisfy... Factors for determining the spindle size are the shaft diameter,positions of bearing and motor,and entire length of the spindle.Then,it is important to find the assembling of the optimal design variables,which satisfy the stiffness and rotational speed required to the spindle.A general full factorial design method was used to verify some factors that affect the natural frequency of a spindle.It is verified that the shorter shaft length and bearing span length represent the higher natural frequency,and there are some effects according to the change in the levels of factors.The detailed spindle dimension is determined by applying an EVD method,which can define the optimal bearing position through considering the limiting condition.Based on the estimated regression model,the optimal spindle size and bearing distance that can improve the primary natural frequency are obtained,and the influence of design factors on the natural frequency is also analyzed. 展开更多
关键词 主轴轴承 因子设计 设计方法 轻量级 自然频率 顶点 轴承位置 设计变量
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Research on Lightweight Design of Automobile Lower Arm Based on Carbon Fiber Materials
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作者 Zengfeng Song Xiaoyu Zhao 《World Journal of Engineering and Technology》 2017年第4期730-742,共13页
Based on the principle of lightweight design, a method of using carbon fiber reinforced composite instead of traditional metal materials to design automobile carrier?can be?proposed. The method uses the equal stiffnes... Based on the principle of lightweight design, a method of using carbon fiber reinforced composite instead of traditional metal materials to design automobile carrier?can be?proposed. The method uses the equal stiffness design principle of the composite material parts to lay out the design of the carbon fiber parts, including the application of the laying angle and the thickness of the laying layer in design. Through the analysis of the actual working conditions of the lower arm, the stress and boundary conditions are obtained. After the design of the stiffness, the geometrical topology of the lower arm is further optimized. Finally, the lower arm of the carbon fiber not only met the performance requirements,?but also to a certain extent, achieved?the purpose of lightweight. 展开更多
关键词 Carbon Fiber REINFORCED Composites Equal STIFFNESS design LAYERED design lightweight
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Lightweight Design:Friction‑Based Welding between Metal and Polymer
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作者 Xiangchen Meng Yuming Xie +4 位作者 Shuming Sun Xiaotian Ma Long Wan Jian Cao Yongxian Huang 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2023年第6期881-898,共18页
The heterojunctions between metal and polymer have become the effective ways to produce the lighter,safer and more environmental friendly vehicles for the manufacturing fields of automotive and aerospace.The state-of-... The heterojunctions between metal and polymer have become the effective ways to produce the lighter,safer and more environmental friendly vehicles for the manufacturing fields of automotive and aerospace.The state-of-the-art frictionbased welding techniques are characterized by low peak temperature,severe plastic deformation,energy efficiency and nonpollution,which can simultaneously realize the mechanical and chemical bonding,improving mechanical performances.In this review,the current progress about friction-based welding techniques is summarized,containing technical development,welding tool design,microstructural characteristic,process optimization,surface modification and joining mechanism.The conclusions and prospects are presented,which focus on the practical implications for the manufacturing sectors and recommendations for further research and development.The purpose of this review is to elucidate the benefits of friction-based welding techniques so that these methods may be better exploited and industrialized. 展开更多
关键词 lightweight design Metal and polymer Solid state joining Joining mechanisms Process development
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Lightweight design of peanut sowing machine frame based on finite element analysis
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作者 Yan Yu Linsong Diao +4 位作者 Dongwei Wang Jiasheng Wang Xiaomin Wang Xiaozhi Tan Dazhi Yi 《International Journal of Agricultural and Biological Engineering》 SCIE 2023年第3期120-129,共10页
In order to reduce the weight and energy consumption of the whole machine against the heavy mechanical structure and excessive strength redundancy in current small-scale peanut seeders with one ridge and two rows,a fi... In order to reduce the weight and energy consumption of the whole machine against the heavy mechanical structure and excessive strength redundancy in current small-scale peanut seeders with one ridge and two rows,a finite element model of the frame was established and the static finite element analysis and modal analysis were conducted with ANSYS Workbench.Sensitivity analysis that focuses on the size of intermediate support beams and other components was performed so as to set up a multi-objective optimization model.Then a size optimization and multi-objective optimization collaborative scheme was adopted so that the target was optimized by the Seagull Optimization Algorithm(SOA)to obtain the optimal solution.Based on the results of the finite element analysis,the mechanical structure of the peanut seeder was optimized for lightweight design.Furthermore,response surface plots and static structural analysis were applied for validation.It turned out that the maximum stress of the optimized structure was less than the allowable stress;the weight of the frame reduced by 32.5%after optimization;and the first-order natural frequency did not coincide with the engine input speed or working speed,thus no resonance will occur.Field experiments showed that the qualified rate of row spacing was≥96%when operating at different speeds of different types of seeders;The seeding depth operation performance was stable,with an average qualified rate of seeding depth of≥92%;The performance of the seeders was also stable and reliable due to the lightweight prototype structure.The research outcomes can provide an effective technical reference and theoretical basis for the lightweight design of peanut seeders and for its continuous improvement as well in the future. 展开更多
关键词 peanut sowing machine multi-objective optimization lightweight design finite element analysis OPTIMIZATION
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Web Layout Design of Large Cavity Structures Based on Topology Optimization
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作者 Xiaoqiao Yang Jialiang Sun Dongping Jin 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第3期2665-2689,共25页
Large cavity structures are widely employed in aerospace engineering, such as thin-walled cylinders, blades andwings. Enhancing performance of aerial vehicles while reducing manufacturing costs and fuel consumptionhas... Large cavity structures are widely employed in aerospace engineering, such as thin-walled cylinders, blades andwings. Enhancing performance of aerial vehicles while reducing manufacturing costs and fuel consumptionhas become a focal point for contemporary researchers. Therefore, this paper aims to investigate the topologyoptimization of large cavity structures as a means to enhance their performance, safety, and efficiency. By usingthe variable density method, lightweight design is achieved without compromising structural strength. Theoptimization model considers both concentrated and distributed loads, and utilizes techniques like sensitivityfiltering and projection to obtain a robust optimized configuration. The mechanical properties are checked bycomparing the stress distribution and displacement of the unoptimized and optimized structures under the sameload. The results confirm that the optimized structures exhibit improved mechanical properties, thus offering keyinsights for engineering lightweight, high-strength large cavity structures. 展开更多
关键词 Topology optimization lightweight design web layout design cavity structure
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Multi-Scale Design and Optimization of Composite Material Structure for Heavy-Duty Truck Protection Device
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作者 Yanhui Zhang Lianhua Ma +3 位作者 Hailiang Su Jirong Qin Zhining Chen Kaibiao Deng 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第5期1961-1980,共20页
In this paper,to present a lightweight-developed front underrun protection device(FUPD)for heavy-duty trucks,plain weave carbon fiber reinforced plastic(CFRP)is used instead of the original high-strength steel.First,t... In this paper,to present a lightweight-developed front underrun protection device(FUPD)for heavy-duty trucks,plain weave carbon fiber reinforced plastic(CFRP)is used instead of the original high-strength steel.First,the mechanical and structural properties of plain carbon fiber composite anti-collision beams are comparatively analyzed from a multi-scale perspective.For studying the design capability of carbon fiber composite materials,we investigate the effects of TC-33 carbon fiber diameter(D),fiber yarn width(W)and height(H),and fiber yarn density(N)on the front underrun protective beam of carbon fiber compositematerials.Based on the investigation,a material-structure matching strategy suitable for the front underrun protective beam of heavy-duty trucks is proposed.Next,the composite material structure is optimized by applying size optimization and stack sequence optimization methods to obtain the higher performance carbon fiber composite front underrun protection beam of commercial vehicles.The results show that the fiber yarn height(H)has the greatest influence on the protective beam,and theH1matching scheme for the front underrun protective beamwith a carbon fiber composite structure exhibits superior performance.The proposed method achieves a weight reduction of 55.21% while still meeting regulatory requirements,which demonstrates its remarkable weight reduction effect. 展开更多
关键词 Structural optimization front underrun protection device carbon fiber reinforced plastic multi-scale model lightweight design
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Robust Expected Violation Criterion for Constrained Robust Design Problems and Its Application in Automotive Lightweight Design
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作者 ZHANG Si-liang ZHU Ping CHEN Wei 《Journal of Shanghai Jiaotong university(Science)》 EI 2013年第3期257-263,共7页
Metamodeling techniques are commonly used to replace expensive computer simulations in robust design problems. Due to the discrepancy between the simulation model and metamodel, a robust solution in the infeasible reg... Metamodeling techniques are commonly used to replace expensive computer simulations in robust design problems. Due to the discrepancy between the simulation model and metamodel, a robust solution in the infeasible region can be found according to the prediction error in constraint responses. In deterministic optimizations, balancing the predicted constraint and metamodeling uncertainty, expected violation (EV) criterion can be used to explore the design space and add samples to adaptively improve the fitting accuracy of the constraint boundary. However in robust design problems, the predicted error of a robust design constraint cannot be represented by the metamodel prediction uncertainty directly. The conventional EV-based sequential sampling method cannot be used in robust design problems. In this paper, by investigating the effect of metamodeling uncertainty on the robust design responses, an extended robust expected violation (REV) function is proposed to improve the prediction accuracy of the robust design constraints. To validate the benefits of the proposed method, a crashworthiness-based lightweight design example, i.e. a highly nonlinear constrained robust design problem, is given. Results show that the proposed method can mitigate the prediction error in robust constraints and ensure the feasibility of the robust solution. 展开更多
关键词 道路交通 交通管理 交通规则 汽车驾驶
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应力驱动的2.5D梯度各向异性维诺多孔零件轻量化建模方法
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作者 曹伟 潘文珺 +2 位作者 刘斌 路平 江开勇 《计算机集成制造系统》 EI CSCD 北大核心 2024年第3期1036-1049,共14页
为了提高多孔零件的设计自由度、内部力学性能梯度与实际应力分布的匹配度,提出一种应力驱动的2.5D梯度各向异性维诺多孔零件轻量化设计方法。将零件有限元分析结果分解为应力标量场和应力方向场,通过加权随机采样算法将应力标量场映射... 为了提高多孔零件的设计自由度、内部力学性能梯度与实际应力分布的匹配度,提出一种应力驱动的2.5D梯度各向异性维诺多孔零件轻量化设计方法。将零件有限元分析结果分解为应力标量场和应力方向场,通过加权随机采样算法将应力标量场映射为零件设计域内的维诺站点分布,实现零件内部力学性能的梯度分布;将应力方向场映射为二维黎曼流形,提出一种基于胞元择优方向生长策略的各向异性维诺图生成算法,生成胞元沿黎曼流形分布的各向异性维诺图。在此基础上,通过偏置算法、调和距离场和拉伸算法生成光滑的梯度各向异性维诺多孔零件。最后,采用有限元分析、三点弯曲实验等方法将所设计的多孔零件和其他多孔零件进行比较分析。实验结果表明,所提出的梯度各向异性维诺多孔零件建模方法能有效提升零件内部力学性能梯度与实际应力分布的匹配度,降低材料消耗,实现轻量化设计。 展开更多
关键词 轻量化设计 多孔结构 各向异性 梯度 维诺图
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基于作业区域和响应速度的节点布收机械臂优化设计
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作者 黄志强 段宇星 +4 位作者 宋晓伟 王杰 付铭威 孙浩翔 李刚 《机械传动》 北大核心 2024年第1期67-74,共8页
节点作为油气勘探中数据采集的关键设备,人工布收的工作强度大、重复性高;机械臂具有长时间持续工作等优点,可代替人工布收节点,提高其布收效率;但机械臂结构刚度低、响应速度慢。因此,对机械臂进行了结构优化及轻量化设计,以提高其结... 节点作为油气勘探中数据采集的关键设备,人工布收的工作强度大、重复性高;机械臂具有长时间持续工作等优点,可代替人工布收节点,提高其布收效率;但机械臂结构刚度低、响应速度慢。因此,对机械臂进行了结构优化及轻量化设计,以提高其结构刚性及运动能力。基于旋量理论,建立了节点布收机械臂正运动学方程,以作业区域为约束条件,提出了综合考虑节点布收机械臂的静刚度全域指标和任务方向的速度综合全域指标,建立了节点布收机械臂尺寸优化数学模型;利用多目标粒子群算法,结合变密度法对节点布收机械臂大臂进行了尺寸优化及轻量化设计。结果表明,结构尺寸优化后,节点布收机械臂的静刚度全域指标提升了19.8%,任务方向的速度综合性能提升了8.8%,显著提高了机械臂的刚度及运动能力;大臂轻量化设计后质量降低了14.7%,有利于提高响应速度的运动能力。研究结果对提高油气勘探的准确性和效率具有重要意义。 展开更多
关键词 机械臂 节点 性能指标分析 尺寸优化 多目标粒子群算法 轻量化设计
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动车组应急蓄电池箱的多目标优化 被引量:1
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作者 李娅娜 高佳威 《机械科学与技术》 CSCD 北大核心 2024年第1期125-129,共5页
针对动车组的应急蓄电池箱的安全问题和轻量化设计要求,综合多个优化目标对其进行优化分析。将主要部件的厚度作为设计变量,以应急蓄电池箱的总质量和和恶劣工况下的应力最小为优化目标,以其第1阶固有频率为约束函数,使用Box-Behnken设... 针对动车组的应急蓄电池箱的安全问题和轻量化设计要求,综合多个优化目标对其进行优化分析。将主要部件的厚度作为设计变量,以应急蓄电池箱的总质量和和恶劣工况下的应力最小为优化目标,以其第1阶固有频率为约束函数,使用Box-Behnken设计方法获取样本数据。利用样本数据建立低阶多项式响应面模型,结合第三代非支配排序遗传算法(NSGA-Ⅲ)进行多目标优化。结果表明:相较于单一的响应面法或遗传算法,本文采用的响应面法与遗传算法结合的方式,使得优化后的参数更加合理,轻量化和安全性均得到了保障。 展开更多
关键词 响应面模型 NSGA-Ⅲ BOX-BEHNKEN设计 轻量化 安全性
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针对嵌入式设备的YOLO目标检测算法改进方法
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作者 张立国 孟子杰 金梅 《高技术通讯》 CAS 北大核心 2024年第4期356-365,共10页
针对算法在资源有限的嵌入式设备实现困难的问题,本文基于YOLO系列算法提出适应嵌入式设备实现的轻量化改进方法。方法具体包括:基于YOLOv4-Tiny算法结构,引入GhostNet思想改进其网络主干,大量降低网络参数量和计算量;通过加强颈部网络... 针对算法在资源有限的嵌入式设备实现困难的问题,本文基于YOLO系列算法提出适应嵌入式设备实现的轻量化改进方法。方法具体包括:基于YOLOv4-Tiny算法结构,引入GhostNet思想改进其网络主干,大量降低网络参数量和计算量;通过加强颈部网络特征融合效果,减少模型压缩导致的精度损失;采用训练中量化的方式将网络模型参数从32位浮点型数据转换为适合嵌入式设备计算的8位定点型参数。实验结果表明,改进后的网络在检测精度满足应用要求的情况下,模型尺寸相对原算法降低57%,在嵌入式设备上实现功耗仅3.795W。 展开更多
关键词 目标检测 YOLOv4-Tiny 轻量化设计 嵌入式实现 加速器
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太阳电池阵弧形基板结构振动分析及优化设计
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作者 解晓莉 段成凯 +5 位作者 杨金水 苏彬 鞠佰锟 樊永乐 刘彦佐 刘旭畅 《哈尔滨工程大学学报》 EI CAS CSCD 北大核心 2024年第5期1005-1012,共8页
针对弧面型太阳电池阵新型基板结构,在满足结构安全的前提下以多参数轻量化设计为目标。本文基于等效板理论获得弧形太阳电池阵基板的各向异性等效性能参数,建立新构型太阳电池阵基板的三维有限元数值模型,并通过正弦扫频振动试验验证... 针对弧面型太阳电池阵新型基板结构,在满足结构安全的前提下以多参数轻量化设计为目标。本文基于等效板理论获得弧形太阳电池阵基板的各向异性等效性能参数,建立新构型太阳电池阵基板的三维有限元数值模型,并通过正弦扫频振动试验验证了模型的可靠性,进而初步实现了结构薄弱区域定位。最后结合工程实际,基于参数化建模结合多目标迭代优化的方法,分析结构在典型随机振动载荷作用下的最大应力随各特征参数的变化规律,从而获得满足结构安全条件下的补强优化方案,相比于原始结构,可使面板最大应力下降21%,若加强结构为单向无纬布,结构最大应力可进一步下降15.6%,为新构型太阳电池阵基板的轻量化设计提供支撑。 展开更多
关键词 太阳电池基板结构 蜂窝 复合材料 等效 轻量化设计 随机振动响应 迭代 补强 结构优化
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