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Discussion on the Free Quenching Heat Treatment Process of Automotive Leaf Springs
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作者 Xianfeng Xu 《Frontiers of Metallurgical Industry》 2024年第1期9-11,共3页
Free quenching of automotive leaf springs is a new technology that has gradually started to be applied in the industry in China in recent years.Only a few manufacturers are applying it in the industry.Through more tha... Free quenching of automotive leaf springs is a new technology that has gradually started to be applied in the industry in China in recent years.Only a few manufacturers are applying it in the industry.Through more than half a year of on-site practice,the changes in the hot forming of spring plates before free quenching have been explored,and finally a heat treatment process that meets the production requirements of our company has been developed,achieving normal production. 展开更多
关键词 automotive leaf springs free quenching heat treatment TECHNOLOGY
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基于Adams的Leaf Spring建模方法及刚度特性仿真测试
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作者 刘彪杰 李文静 +1 位作者 黄菠 罗欣瑶 《汽车实用技术》 2023年第22期138-141,共4页
文章基于多点离散梁法,通过编写钢板弹簧属性文件,利用Adams/Car模块建立多片钢板弹簧模型,并在Adams/View中对所建多片钢板弹簧作静/动刚度特性仿真测试分析。又分别采用了两种方法对其静/动刚度进行仿真,将仿真结果与实际对比分析,结... 文章基于多点离散梁法,通过编写钢板弹簧属性文件,利用Adams/Car模块建立多片钢板弹簧模型,并在Adams/View中对所建多片钢板弹簧作静/动刚度特性仿真测试分析。又分别采用了两种方法对其静/动刚度进行仿真,将仿真结果与实际对比分析,结果表明通过Adams建立的多片钢板弹簧模型与实际钢板弹簧刚度特性基本吻合。 展开更多
关键词 钢板弹簧 ADAMS 建模方法 刚度特性 仿真测试
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Numerical simulation and optimization of shell mould casting process for leaf spring bracket 被引量:2
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作者 Ji-guang Liu Lei Yang +4 位作者 Xiao-gang Fang Bin Li You-wen Yang Li-zhi Fang Zheng-bing Hu 《China Foundry》 SCIE 2020年第1期35-41,共7页
Although the shell mould casting process has a wide range of application in many fields,the prediction of casting defects is still a problem.In the present work,a typical leaf spring bracket casting of ZG310-570 was f... Although the shell mould casting process has a wide range of application in many fields,the prediction of casting defects is still a problem.In the present work,a typical leaf spring bracket casting of ZG310-570 was fabricated by shell mold casting.The finite element model and ProCAST software were utilized for simulating the filling and solidification processes of the casting;and the formation mechanism of the gas pore,and shrinkage porosity defects were analyzed.The results indicate that the gas pore and shrinkage porosity defects are formed due to air entrapment,insufficient feeding and non-sequential solidification.Subsequently,through changing the position of risers,adding a connecting channel between the risers,and setting blind risers at the U-shaped brackets,an optimized gating and feeding system was established to improve the quality of the casting.After optimization,the gas pore and shrinkage porosity defects of the leaf spring bracket casting are effectively eliminated.The experiment results with the optimized casting process are in good agreement with the numerical simulation,which verifies the validity of the finite element model in the shell mould casting. 展开更多
关键词 shell mould casting numerical simulation leaf spring bracket process optimization
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Design and experiment of an adaptive dynamic vibration absorber with smart leaf springs
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作者 Xiangying GUO Yunan ZHU +1 位作者 Yegao QU Dongxing CAO 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2022年第10期1485-1502,共18页
An adaptive dynamic vibration absorber(ADVA)is designed for lowfrequency vibration suppression.The leaf springs are applied as the tuning stiffness elements.The principle of variable stiffness is analyzed to obtain th... An adaptive dynamic vibration absorber(ADVA)is designed for lowfrequency vibration suppression.The leaf springs are applied as the tuning stiffness elements.The principle of variable stiffness is analyzed to obtain the effective range of the first natural frequency variation.A classic simply supported manipulator is selected as the controlled system.The coupled dynamic model of the manipulator-ADVA system is built to obtain the maximum damping efficiency and the vibration absorption capacity of the designed ADVA.An experimental platform is set up to verify the theoretical results.It is revealed that the ADVA can adjust the first natural frequency on a large scale by changing the curvature of the leaf springs.The amplitude of the manipulator is reduced obviously with the installation of the designed ADVA.Finally,based on the short-time Fourier transformation(STFT),a stepwise optimization algorithm is proposed to achieve a quick tuning of the natural frequency of the ADVA so that it can always coincide with the frequency of the prime structure.Through the above steps,the intelligent frequency tuning of the ADVA is realized with high vibration absorption performance in a wide frequency range. 展开更多
关键词 stiffness tuning adaptive dynamic vibration absorber(ADVA) leaf spring vibration control
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Finite element analysis on the static and fatigue characteristics of composite multi-leaf spring 被引量:14
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作者 Joo-teck Jeffrey KUEH Tarlochan FARIS 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2012年第3期159-164,共6页
This paper investigated the static and fatigue behaviors of steel and composite multi-leaf spring using the ANSYS V I 2 software. The dimensions of an existing conventional leaf spring of a light commercial vehicle we... This paper investigated the static and fatigue behaviors of steel and composite multi-leaf spring using the ANSYS V I 2 software. The dimensions of an existing conventional leaf spring of a light commercial vehicle were used. The same dimensions were used to design composite multi-leaf spring for the two materials, E-glass fiber/epoxy and E-glass fiber/vinyl ester, which are of great interest to the transportation industry. Main consideration was given to the effects of material composition and its fiber orientation on the static and fatigue behaviors of leaf spring. The design constraints were bending stresses, deflection and fatigue life. Compared to the steel leaf spring, the designed composite spring has much lower bending stresses and deflections and higher fatigue life cycles. 展开更多
关键词 leaf spring COMPOSITES Finite element STRESS DEFLECTION FATIGUE
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钢板弹簧建模模块LeafSpring的研究及其应用 被引量:7
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作者 李杰 朱毅杰 刘煜 《科学技术与工程》 2011年第30期7555-7559,7569,共6页
LeafSpring是ADAMS中的一个专用模块,应用其可以快速建立钢板弹簧多体动力学模型。为更好应用LeafSpring,总结了其主要特点,分析了其建模基本原理,说明了其建模步骤。应用LeafSpring,在ADAMS/Car中建立了2片簧钢板弹簧多体动力学模型。... LeafSpring是ADAMS中的一个专用模块,应用其可以快速建立钢板弹簧多体动力学模型。为更好应用LeafSpring,总结了其主要特点,分析了其建模基本原理,说明了其建模步骤。应用LeafSpring,在ADAMS/Car中建立了2片簧钢板弹簧多体动力学模型。通过对模型的必要修改,实现了钢板弹簧垂向刚度特性的仿真测试。通过与实际钢板弹簧刚度特性比较,验证了所建模型的有效性。 展开更多
关键词 ADAMS 钢板弹簧 建模模板 多体动力学模型
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New ANCF solid-beam element:relationship with Bézier volume and application on leaf spring modeling 被引量:1
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作者 Zuqing Yu Yaqi Cui 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2021年第8期1318-1330,I0003,共14页
An eight-node solid-beam element based on absolute nodal coordinate formulation(ANCF)which uses cubic interpolation at the longitudinal direction and linear at the transverse direction is proposed.The element can accu... An eight-node solid-beam element based on absolute nodal coordinate formulation(ANCF)which uses cubic interpolation at the longitudinal direction and linear at the transverse direction is proposed.The element can accurately discretize the geometry represented by the Bézier volume with the same basis function order.The continuity property of the proposed beam element is verified.Advantages of the proposed element can be found in the application of leaf spring modeling.The parabolically varying thickness of the leaf can be accurately described.Components in leaf spring such as the spring eye and the rubber bushing can be assembled efficiently since the proposed element can be connected at any direction.The ANCF reference node is used to represent the rigid components and the revolute joints in the vehicle suspension system.Static I-shaped cross-section cantilever beam and flexible pendulum model are used to test the accuracy and dynamic performance of the proposed solid-beam element.The leaf spring model shows the flexibility of the element in modeling the complex mechanical system and the balance between the accuracy and the efficiency. 展开更多
关键词 Solid-beam element leaf spring Integration of computer aided design and analysis Absolute nodal coordinate formulation Multibody system dynamics
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Analytical modeling and simulation on lateral mechanical characteristics of high-speed train traction motor hanging leaf spring 被引量:1
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作者 Yuewei Yu Leilei Zhao Changcheng Zhou 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2019年第3期146-163,共18页
In this paper,using the theoretical analysis method,according to the actual structure of the hanging leaf spring of the traction motor mounted on the frame,the lateral force model of the hanging leaf spring of the tra... In this paper,using the theoretical analysis method,according to the actual structure of the hanging leaf spring of the traction motor mounted on the frame,the lateral force model of the hanging leaf spring of the traction motor was established.Then,through theoretical deduction,the deformation analytical calculation formula and the stress analytical calculation formula of the hanging leaf spring were established.The correctness of the leaf spring’s lateral force model was established and its deformation and stress analytical formulae were verified using ANSYS finite element analysis software.Based on this,according to the deformation analytical formula and the stress analytical formula of the leaf spring established,the influence of the main structural parameters on the mechanical characteristics of the leaf spring was discussed,and the reliability of the analytical analysis method of the lateral mechanical characteristics of the traction motor hanging leaf spring was verified by the loading–unloading test.The results show that the deformation and the load of the leaf spring change linearly.The changes of leaf spring’s stress at different positions can be considered as being composed of three sections:a linear change section in the root,a nonlinear change section in the middle,and a nonlinear change section in the end.In the structural parameters,the end thickness h2 has the greatest influence on the stiffness and the stress of the leaf spring,and the maximum thickness of the leaf spring eye h1 has the least influence on the stiffness and the stress of the leaf spring.The influence degree of other parameters on the stiffness of the leaf spring is h_(3),L_(1),L_(3),L_(2) in order,and the influence degree on the stress of the leaf spring is h_(3),L_(1),L_(2),L_(3) in order.In addition,when the root thickness h_(3) is greater than a certain value,the maximum stress point of the leaf spring appears at the end position L_(2).This study can provide a useful reference for the intelligent forward design and the rapid analysis of the mechanical characteristics of high-speed train traction motor hanging leaf spring. 展开更多
关键词 High-speed train traction motor hanging leaf spring analytical calculation lateral mechanical characteristics analysis
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A Design Method of Bending Deflection on Hyper-Static Leaf Spring
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作者 XIE Feng ZHOU Yong PENG Sisi 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2015年第1期87-92,共6页
A group of leaf springs which provides the flexible support of stator is designed to satisfy the requirement of low vibration motor at megawatt (MW) level. Spring steel 65Mn is chosen as the material of the leaf spr... A group of leaf springs which provides the flexible support of stator is designed to satisfy the requirement of low vibration motor at megawatt (MW) level. Spring steel 65Mn is chosen as the material of the leaf spring. The size of the leaf spring is obtained by calculation and load analysis according to a deflection formula. The deflection and stiffness of the single leaf spring is calculated with both theoretical method and finite element analysis (FEA). A deflection test platform is established based on actual force and boundary condition to verify the deflection and stiffness of the leaf spring. The results show that the maximal deflection of the three pieces of 1.2 mm leaf spring group is 0.71 mm and the stiffness of the leaf spring group is 364 N/mm, which satisfies the requirements of the motor. The design method is also applicable for other MW power level motors. 展开更多
关键词 leaf spring low vibration DEFLECTION finite element analysis (FEA)
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Design and Analysis of a 2-DOF Actuator with Variable Stiffness Based on Leaf Springs
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作者 ShangKui Yang Peng Chen +2 位作者 DongQi Wang Yi Yu YuWang Liu 《Journal of Bionic Engineering》 SCIE EI CSCD 2022年第5期1392-1404,共13页
Variable Stiffness Actuator(VSA)is the core mechanism to achieve physical human–robot interaction,which is an inevitable development trend in robotic.The existing variable stiffness actuators are basically single deg... Variable Stiffness Actuator(VSA)is the core mechanism to achieve physical human–robot interaction,which is an inevitable development trend in robotic.The existing variable stiffness actuators are basically single degree-of-freedom(DOF)rotating joints,which are achieving multi-DOF motion by cascades and resulting in complex robot body structures.In this paper,an integrated 2-DOF actuator with variable stiffness is proposed,which could be used for bionic wrist joints or shoulder joints.The 2-DOF motion is coupling in one universal joint,which is different from the way of single DOF actuators cascade.Based on the 2-DOF orthogonal motion generated by the spherical wrist parallel mechanism,the stiffness could be adjusted by varying the effective length of the springs,which is uniformly distributed in the variable stiffness unit.The variable stiffness principle,the model design,and theoretical analysis of the VSA are discussed in this work.The independence of adjusting the equilibrium position and stiffness of the actuator is validated by experiments.The results show that the measured actuator characteristics are sufficiently matched the theoretical values.In the future,VSA could be used in biped robot or robotic arm,ensuring the safety of human–robot interaction. 展开更多
关键词 Physical human-robot interaction 2-DOF Bionic wrist joints Variable stiffness actuator leaf spring
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圆弧叶形弹簧的大变形分析
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作者 霍银磊 曾文杰 《包装工程》 CAS 北大核心 2024年第17期288-295,共8页
目的通过对圆弧叶形弹簧缓冲器非线性大变形特性的研究,为其缓冲设计与应用提供理论参考。方法基于Euler-Bernoulli梁理论,以叶形弹簧的初始圆弧半径及截面角为基本参数推导弹簧的大变形控制方程,考虑压板作用下弹簧的多种变形情况给出... 目的通过对圆弧叶形弹簧缓冲器非线性大变形特性的研究,为其缓冲设计与应用提供理论参考。方法基于Euler-Bernoulli梁理论,以叶形弹簧的初始圆弧半径及截面角为基本参数推导弹簧的大变形控制方程,考虑压板作用下弹簧的多种变形情况给出圆弧叶形弹簧变形的边界条件,进而利用两点边值问题的数值解法计算不同顶角的叶形弹簧在外力作用下的变形情况。结果理论计算结果与数值解高度吻合,表明了计算方法的可靠性,计算得到了不同压力下叶形弹簧变形后的位形图及弹簧的非线性力-变形曲线。结论所讨论的叶形弹簧具有明显的非线性大变形特性和良好的减震及缓冲吸能特性,能够较好地替代传统缓冲材料用于运输系统的缓冲设计。 展开更多
关键词 叶形弹簧 缓冲结构 大变形 缓冲性能
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不同剪梢程度对农桑14号春季经济性状及产叶量构成的影响
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作者 韩世玉 余文中 +2 位作者 邢丹 何静 韩陈敏 《安徽农业科学》 CAS 2024年第15期121-124,共4页
[目的]分析不同剪梢程度对农桑14号春季经济性状和桑叶产量及其构成的影响,为农桑14号的春季剪梢提供技术参考。[方法]对桑树枝条进行1/4、1/3、1/2剪梢处理,调查不同处理的发育历期、止芯芽性状、生长芽性状、枝条长度及桑叶产量表现。... [目的]分析不同剪梢程度对农桑14号春季经济性状和桑叶产量及其构成的影响,为农桑14号的春季剪梢提供技术参考。[方法]对桑树枝条进行1/4、1/3、1/2剪梢处理,调查不同处理的发育历期、止芯芽性状、生长芽性状、枝条长度及桑叶产量表现。[结果]在发育时间上,剪梢1/4、1/3与剪梢1/2的处理从膨芽期到雀口期,发育历期呈增大趋势;在开叶阶段,发育历期呈缩短趋势;到桑叶成熟期,发育历期呈增大趋势。在桑叶产量及其构成上,剪梢1/4处理平均产量2.413 kg/株,其中生长芽叶重2.068 kg/株,占85.70%,止芯芽叶重0.345 kg/株,占14.30%;剪梢1/3处理平均产量3.042 kg/株,其中生长芽叶重2.612 kg/株,占85.86%,止芯芽叶重0.345 kg/株,占11.34%;剪梢1/2处理平均产量2.172 kg/株,其中生长芽叶重1.875 kg/株,占86.33%,止芯芽叶重0.297 kg/株,占13.67%。[结论]采用1/4或1/3剪梢处理,大蚕用叶可提前到4月28日,且桑叶产量高于1/2剪梢处理,对全年多批次养蚕的时间调控和桑叶保障更加有利。 展开更多
关键词 农桑14号 剪梢程度 春季 经济性状 桑叶产量
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汽车钢板弹簧悬架装配工艺研究
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作者 章文忠 索郎拉吉 《时代汽车》 2024年第20期145-147,共3页
悬架系统是汽车的重要组成部分,其性能对汽车行驶平顺性,操纵稳定性和安全性都有着重要的影响。悬架承受和传递载荷,工况复杂,正确的装配是悬架系统工作的前提。文章以商用车钢板弹簧悬架为对象,结合企业生产实践,探讨悬架装配工序划分... 悬架系统是汽车的重要组成部分,其性能对汽车行驶平顺性,操纵稳定性和安全性都有着重要的影响。悬架承受和传递载荷,工况复杂,正确的装配是悬架系统工作的前提。文章以商用车钢板弹簧悬架为对象,结合企业生产实践,探讨悬架装配工序划分、装配工装、装配工艺过程、装配质量管理等内容。 展开更多
关键词 钢板弹簧悬架 装配工序 装配工装
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某轻型客车钢板弹簧断裂失效原因分析 被引量:3
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作者 李声超 张亚庆 +1 位作者 樊雨 周子杰 《汽车实用技术》 2024年第3期91-94,共4页
某轻型客车钢板弹簧在整车耐久试验过程中频繁出现断裂问题。文章通过断口宏观和微观分析、化学成分分析、硬度测试、金相组织检测分析,以及铣削台阶位置和板簧受力特征分析,确定了钢板弹簧断裂的根本原因并制定了改进措施,结合台架试... 某轻型客车钢板弹簧在整车耐久试验过程中频繁出现断裂问题。文章通过断口宏观和微观分析、化学成分分析、硬度测试、金相组织检测分析,以及铣削台阶位置和板簧受力特征分析,确定了钢板弹簧断裂的根本原因并制定了改进措施,结合台架试验及整车道路试验进行了验证。结果显示,钢板弹簧卷耳两侧铣削范围过长,导致板簧簧片R角处存铣削台阶,使得此处应力集中进一步提高,导致钢板弹簧在此处断裂。减小钢板弹簧卷耳两侧铣削长度,问题得以解决。 展开更多
关键词 轻型客车 钢板弹簧 断裂失效
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新型弧形板簧支撑非充气轮胎的有限元分析
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作者 翟子扬 邓小伟 余征跃 《橡胶工业》 CAS 2024年第8期616-623,共8页
设计一种以弧形等厚板簧为主要承载部件的新型非充气轮胎,建立其有限元模型,仿真模拟静态径向加载与稳态纯滚动工况,得出轮胎径向刚度和径向力,对接地压力参数进行评价,计算出轮胎有效滚动半径。结果表明:在静态径向加载条件下,轮胎径... 设计一种以弧形等厚板簧为主要承载部件的新型非充气轮胎,建立其有限元模型,仿真模拟静态径向加载与稳态纯滚动工况,得出轮胎径向刚度和径向力,对接地压力参数进行评价,计算出轮胎有效滚动半径。结果表明:在静态径向加载条件下,轮胎径向力与径向位移近似线性正相关,径向刚度和径向力随板簧厚度增大而增大;轮胎接地印痕中心出现应力集中现象,板簧越厚则平均接地压力越大,胎面不均匀磨损程度越高;轮胎有效滚动半径随径向负荷增大线性减小。本研究可为非充气轮胎性能分析或者结构优化提供参考。 展开更多
关键词 非充气轮胎 弧形板簧 径向刚度 接地压力 有效滚动半径 有限元分析
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矿用宽体车互联式油气悬架系统平顺性分析
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作者 靳航 雷贤卿 +1 位作者 周鑫 南迪 《机电工程》 CAS 北大核心 2024年第7期1160-1169,共10页
采用钢板弹簧悬架的矿用宽体车难以获得良好的行驶平顺性,为此,提出了一种刚度阻尼可调的互联式油气悬架系统。首先,阐述了互联式油气悬架系统的工作原理,建立了油气悬架系统的数学模型;其次,运用AMESim软件搭建了互联式油气悬架系统和... 采用钢板弹簧悬架的矿用宽体车难以获得良好的行驶平顺性,为此,提出了一种刚度阻尼可调的互联式油气悬架系统。首先,阐述了互联式油气悬架系统的工作原理,建立了油气悬架系统的数学模型;其次,运用AMESim软件搭建了互联式油气悬架系统和钢板弹簧悬架的仿真模型,确定了仿真模型中的主要参数;最后,在D级随机路面激励下进行了匀速和加速-制动运行工况的车辆行驶平顺性仿真研究,并对仿真结果进行了分析。研究结果表明:与钢板弹簧悬架相比,匀速和加速-制动的空载工况下,互联式油气悬架系统的车身加速度均方根值分别下降了38.7%和38.8%,车轮动载荷均方根值分别增加了3.1%和0.5%,不影响车轮的接地性,悬架动挠度均方根值分别增加了41.6%和39.7%,悬架撞击限位块的概率小于0.1%,满足设计要求;匀速和加速-制动的满载工况下,互联式油气悬架系统的车身加速度、车轮动载荷、悬架动挠度三项平顺性评价指标均得到改善。该结果证明互联式油气悬架系统可提升车辆的行驶平顺性,为矿用宽体车油气悬架系统设计提供参考。 展开更多
关键词 钢板弹簧悬架 车辆行驶平顺性 油气悬架系统数学模型 刚度阻尼 D级随机路面 匀速工况 加速-制动工况
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某房车用少片簧断裂原因
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作者 刘鹏 王磊 《理化检验(物理分册)》 CAS 2024年第3期71-74,共4页
在对某房车进行可靠性路试过程中,其少片簧发生断裂现象。采用宏观观察、化学成分分析、硬度测试、金相检验、扫描电镜分析等方法对少片簧断裂的原因进行分析。结果表明:少片簧表面存在局部折叠,在路试过程中,其表面产生了应力集中,使... 在对某房车进行可靠性路试过程中,其少片簧发生断裂现象。采用宏观观察、化学成分分析、硬度测试、金相检验、扫描电镜分析等方法对少片簧断裂的原因进行分析。结果表明:少片簧表面存在局部折叠,在路试过程中,其表面产生了应力集中,使裂纹萌生并扩展,最终导致少片簧断裂。 展开更多
关键词 少片簧 疲劳断裂 局部折叠 喷丸工艺 应力集中
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结合无人机多光谱数据和机器学习算法的春小麦叶面积指数反演
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作者 刘琦 屈忠义 +5 位作者 白燕英 杨威 方海燕 白巧燕 杨旖璇 张如鑫 《灌溉排水学报》 CAS CSCD 2024年第11期63-73,共11页
【目的】探究基于无人机多光谱数据反演大田春小麦叶面积指数(LAI)的最优机器学习建模方法。【方法】以内蒙古沿黄流域的土默川平原春小麦为对象,利用大疆P4M无人机采集了3个关键生育时期(拔节期、孕穗期、灌浆期)多光谱影像数据,提取... 【目的】探究基于无人机多光谱数据反演大田春小麦叶面积指数(LAI)的最优机器学习建模方法。【方法】以内蒙古沿黄流域的土默川平原春小麦为对象,利用大疆P4M无人机采集了3个关键生育时期(拔节期、孕穗期、灌浆期)多光谱影像数据,提取植被指数同实测LAI进行相关性分析,用以植被指数的筛选,筛选后的植被指数进行主成分分析(PCA),将新主成分因子作为模型输入变量结合多元线性回归(MLR)、决策树回归(DTR)、BP神经网络回归(BPNN)、梯度提升树回归(GBDT)、支持向量机回归(SVR)和随机森林回归(RFR)6种建模方法,分别构建不同生育时期LAI估算模型,经精度验证,确定LAI的最优估算模型。【结果】归一化植被指数(NDVI)、改进的简单比值植被指数(MSR)、比值植被指数(RVI)、差值植被指数(DVI)、土壤调节植被指数(SAVI)和归一化差异红边指数(NDRE)与LAI均存在显著相关性,但重归一化植被指数(RDVI)在孕穗期和灌浆期与LAI的相关系数仅为0.23和0.21。在反演模型方面,拔节期的BPNN模型表现最优,验证集R^(2)为0.822,RMSE为0.305,MAE为0.257。而在孕穗期、灌浆期以及整个生育期内,RFR模型表现最佳,验证集R^(2)分别为0.613、0.811和0.834,对应的RMSE分别为0.189、0.150和0.174,MAE分别为0.126、0.121和0.133,且以多生育时期数据建立的RFR模型精度大于单生育时期模型。【结论】利用无人机多光谱数据计算的植被指数结合机器学习算法可以较好反映春小麦各生育时期LAI分布情况,其中,使用多生育时期数据建立的模型估算精度大于单生育时期模型,单生育时期中,拔节期的预测精度最高,其次是灌浆期和孕穗期。在算法方面,BPNN算法构建的LAI估算模型在拔节期的反演精度最高RFR算法构建的LAI估算模型是准确估算春小麦中后期LAI表型参数的优选方法,相比之下GBDT模型在各生育时期的反演精度均较低,不推荐作为春小麦LAI反演模型。 展开更多
关键词 无人机 多光谱 春小麦 叶面积指数 机器学习算法 植被指数
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磁机械振荡器模型的弹簧片运动参数探究
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作者 肖竹 谢佳伶 +1 位作者 肖国梁 顾吉林 《大学物理实验》 2024年第5期44-53,共10页
针对磁机械振荡器模型中弹簧片在磁场中不断振荡的现象,利用Hook定律和电磁学基本相互作用关系式,对弹簧片建立二维动力学理论模型、构建二阶常微分方程,得到弹簧片振幅和能量的影响因素。通过控制单一变量法进行实验探究,以及利用Trac... 针对磁机械振荡器模型中弹簧片在磁场中不断振荡的现象,利用Hook定律和电磁学基本相互作用关系式,对弹簧片建立二维动力学理论模型、构建二阶常微分方程,得到弹簧片振幅和能量的影响因素。通过控制单一变量法进行实验探究,以及利用Tracker软件对实验视频逐帧追踪分析,结合Matlab仿真,将实验结果与理论进行对比分析,五组实验的平均相对误差分别为3.21、1.83、2.67、1.98和2.36%,为磁机械振荡器的相关研究提供了理论支撑和实验方法。 展开更多
关键词 磁机械振荡器 弹簧片 振幅 频率 能量
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某商用车钢板弹簧失效分析与结构优化
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作者 杨明 王亚平 +3 位作者 肖勇 刘洋 王生怀 张荻 《计算机辅助工程》 2024年第2期24-30,共7页
为解决某商用车钢板弹簧断裂问题,分别从板簧材质、成型工艺、结构设计强度多方面进行失效分析,考虑不同工况场景的载荷特点,建立板簧的非线性仿真模型。根据整车冲击工况加载标准,提取各工况下的板簧应力。建立板簧总成的详细模型,以... 为解决某商用车钢板弹簧断裂问题,分别从板簧材质、成型工艺、结构设计强度多方面进行失效分析,考虑不同工况场景的载荷特点,建立板簧的非线性仿真模型。根据整车冲击工况加载标准,提取各工况下的板簧应力。建立板簧总成的详细模型,以提取的板簧应力为载荷,考察板簧及桥壳底板的可靠性,从而确定薄弱部位与断裂原因。以主簧的簧片厚度为设计变量,以板簧的结构应力为约束条件,以总质量最小为约束目标,对板簧进行尺寸优化,寻找满足应力要求的簧片最小厚度。对优化后的主、副簧进行疲劳耐久试验,验证仿真结果的准确性。 展开更多
关键词 断裂失效 载荷提取 板簧 可靠性 非线性
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