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PLANNING METHOD OF TOOL ORIENTATION IN FIVE-AXIS NC MACHINING
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作者 姬俊锋 周来水 +1 位作者 安鲁陵 张森棠 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2009年第2期83-88,共6页
The planning method of tool orientation in the five-axis NC machining is studied. The problem of the existing method is analyzed and a new method for generating the global smoothing tool orientation is proposed by int... The planning method of tool orientation in the five-axis NC machining is studied. The problem of the existing method is analyzed and a new method for generating the global smoothing tool orientation is proposed by introducing the key frame idea in the animation-making. According to the feature of the part, several key tool orientations are set without interference between the tool and the part. Then, these key tool orientations are inter- polated by the spline function. By mapping the surface parameter to the spline parameter, the spline function value is obtained and taken as the tool orientation when generating the CL file. The machining result shows that the proposed method realizes the global smoothing of the tool orientation and the continuity of the rotational speed and the rotational acceleration. It also avoids the shake of the machine tool and improves the machining quality. 展开更多
关键词 computer aided mamufacturing nc machining TOOLS five-axis
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Wholly smoothing cutter orientations for five-axis NC machining based on cutter contact point mesh 被引量:13
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作者 BI QingZhen,WANG YuHan,ZHU LiMin & DING Han State Key Laboratory of Mechanical System and Vibration,School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第5期1294-1303,共10页
Cutting forces with respect to different cutter orientations are analyzed for five-axis NC machining of a ball-end cutter.A measure is then defined to quantify the effects of cutter orientation variation.According to ... Cutting forces with respect to different cutter orientations are analyzed for five-axis NC machining of a ball-end cutter.A measure is then defined to quantify the effects of cutter orientation variation.According to the measure,a novel model and algorithm are proposed to wholly optimize cutter orientations based on a cutter contact(CC) point mesh.The method has two advantages.One is that the cutter orientation smoothnesses along the feed direction and pick-feed direction are both wholly optimized.The other is that only the accessibility cones of mesh points are required to compute and the computation efficiency is improved.These advantages are shown by simulating the machining efficiency,the stability of feed velocities and the smoothness of cutting force.A computational example and a cutting experiment are finally given to illustrate the validity of the proposed method. 展开更多
关键词 five-axis machining tool path ACCESSIBILITY CONE CUTTER orientation
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GENERATION METHOD FOR FIVE-AXIS NC SPIRAL TOOL PATH BASED ON PARAMETRIC SURFACE MAPPING 被引量:2
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作者 ZHOU Bo ZHAO Jibin +1 位作者 LIU Weijun LI Lun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2013年第5期676-694,共19页
A new spiral tool path generation algorithm for 5-axis high speed machining is proposed in this paper.Firstly,the voltage contours are calculated to satisfy the machining parameters in the mapping parametric domain by... A new spiral tool path generation algorithm for 5-axis high speed machining is proposed in this paper.Firstly,the voltage contours are calculated to satisfy the machining parameters in the mapping parametric domain by means of the electrostatic field model of partial differential equations.Secondly,the mapping rules are constructed and the machining trajectory is planned out in the standard parametric domain in order to map and generate the spiral trajectory in the corresponding parametric domain.Finally,this trajectory is mapped onto the parametric surface for the obtainment of the spiral tool path.This spiral tool path can realize the machining of complicated parametric surface and trimmed surface without tool retractions.The above-mentioned algorithm has been implemented in several simulations and validated successfully through the actual machining of a complicated cavity.The results indicate that this method is superior to the existing machining methods to realize the high speed machining of the complicate-shaped cavity based on parametric surface and trimmed surface. 展开更多
关键词 5-axis nc machining mapping rule partial differential equations spiral tool path.
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预应力UHPC-NC组合梁结合面徐变剪应力分析 被引量:1
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作者 邓继华 李冬亮 +2 位作者 周亚栋 田仲初 刘新华 《应用力学学报》 CAS CSCD 北大核心 2024年第5期1075-1082,共8页
在恒载应力作用下,预应力UHPC-NC组合梁因两种材料不同的徐变特性及加载龄期的差异导致结合面产生徐变剪应力,分别采用解析法和有限元法对结合面徐变剪应力进行分析。在解析法中,用三角级数表示UHPC-NC结合面的应力分布,基于结合面上的... 在恒载应力作用下,预应力UHPC-NC组合梁因两种材料不同的徐变特性及加载龄期的差异导致结合面产生徐变剪应力,分别采用解析法和有限元法对结合面徐变剪应力进行分析。在解析法中,用三角级数表示UHPC-NC结合面的应力分布,基于结合面上的变形协调,利用最小余能原理推导出结合面徐变剪应力计算公式。在有限元法中,将组合梁UHPC层与NC层均划分成四边形平面应力单元,对结合面则采用等效杆单元模拟。以T形截面预应力UHPC-NC组合梁为例进行计算方法的验证,两种方法的计算结果吻合良好,且研究发现徐变剪应力最大值位于梁端;在此基础上对影响结合面徐变剪应力分布的UHPC层压应力、梁高、计算龄期、环境年平均相对湿度等参数进行分析,结果表明:结合面徐变剪应力最大值随着UHPC层压应力、计算龄期、环境年平均相对湿度的增大而增大,但基本不随梁高变化;结合面徐变剪应力最大值的位置随着梁高的增大而逐步向跨中靠近,其他因素不影响应力最大值的位置。研究结果可为UHPC-NC组合梁结合面的抗剪设计提供参考。 展开更多
关键词 UHPC-nc组合梁 结合面剪应力 徐变 最小余能原理 有限元法
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美军NC3系统的发展观瞻
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作者 滕达 杨凌 《中国军转民》 2024年第13期53-55,共3页
本文介绍了美军核指挥控制与通信(NC3)系统现状,包括NC3系统的构成与主要功能,探讨了面对俄乌战争等复杂形势,来自太空、网络空间等风险等NC3系统面临的主要问题,分析研究了美国“三位一体”NC3系统现代化措施,包括武器平台升级、通信... 本文介绍了美军核指挥控制与通信(NC3)系统现状,包括NC3系统的构成与主要功能,探讨了面对俄乌战争等复杂形势,来自太空、网络空间等风险等NC3系统面临的主要问题,分析研究了美国“三位一体”NC3系统现代化措施,包括武器平台升级、通信能力提升、反太空威胁、网络安全防护、与联合全域指控融合等,为研究美国核指挥控制与通信系统现代化发展提供参考。 展开更多
关键词 美军 nc3系统 现代化
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Spindle Thermal Error Optimization Modeling of a Five-axis Machine Tool 被引量:6
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作者 Qianjian GUO Shuo FAN +3 位作者 Rufeng XU Xiang CHENG Guoyong ZHAO Jianguo YANG 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2017年第3期746-753,共8页
Aiming at the problem of low machining accu- racy and uncontrollable thermal errors of NC machine tools, spindle thermal error measurement, modeling and compensation of a two turntable five-axis machine tool are resea... Aiming at the problem of low machining accu- racy and uncontrollable thermal errors of NC machine tools, spindle thermal error measurement, modeling and compensation of a two turntable five-axis machine tool are researched. Measurement experiment of heat sources and thermal errors are carried out, and GRA(grey relational analysis) method is introduced into the selection of tem- perature variables used for thermal error modeling. In order to analyze the influence of different heat sources on spindle thermal errors, an ANN (artificial neural network) model is presented, and ABC(artificial bee colony) algorithm is introduced to train the link weights of ANN, a new ABC- NN(Artificial bee colony-based neural network) modeling method is proposed and used in the prediction of spindle thermal errors. In order to test the prediction performance of ABC-NN model, an experiment system is developed, the prediction results of LSR (least squares regression), ANN and ABC-NN are compared with the measurement results of spindle thermal errors. Experiment results show that the prediction accuracy of ABC-NN model is higher than LSR and ANN, and the residual error is smaller than 3 pm, the new modeling method is feasible. The proposed research provides instruction to compensate thermal errors and improve machining accuracy of NC machine tools. 展开更多
关键词 five-axis machine tool Artificial bee colony Thermal error modeling Artificial neural network
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Identification of Kinematic Errors of Five-axis Machine Tool Trunnion Axis from Finished Test Piece 被引量:3
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作者 ZHANG Ya FU Jianzhong CHEN Zichen 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第5期999-1007,共9页
Compared with the traditional non-cutting measurement,machining tests can more accurately reflect the kinematic errors of five-axis machine tools in the actual machining process for the users.However,measurement and c... Compared with the traditional non-cutting measurement,machining tests can more accurately reflect the kinematic errors of five-axis machine tools in the actual machining process for the users.However,measurement and calculation of the machining tests in the literature are quite difficult and time-consuming.A new method of the machining tests for the trunnion axis of five-axis machine tool is proposed.Firstly,a simple mathematical model of the cradle-type five-axis machine tool was established by optimizing the coordinate system settings based on robot kinematics.Then,the machining tests based on error-sensitive directions were proposed to identify the kinematic errors of the trunnion axis of cradle-type five-axis machine tool.By adopting the error-sensitive vectors in the matrix calculation,the functional relationship equations between the machining errors of the test piece in the error-sensitive directions and the kinematic errors of C-axis and A-axis of five-axis machine tool rotary table was established based on the model of the kinematic errors.According to our previous work,the kinematic errors of C-axis can be treated as the known quantities,and the kinematic errors of A-axis can be obtained from the equations.This method was tested in Mikron UCP600 vertical machining center.The machining errors in the error-sensitive directions can be obtained by CMM inspection from the finished test piece to identify the kinematic errors of five-axis machine tool trunnion axis.Experimental results demonstrated that the proposed method can reduce the complexity,cost,and the time consumed substantially,and has a wider applicability.This paper proposes a new method of the machining tests for the trunnion axis of five-axis machine tool. 展开更多
关键词 five-axis machine tool kinematic errors trunnion axis test piece error-sensitive directions
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UHPC-NC接头管廊工作井抗剪性能影响参数分析
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作者 黄鑫 付伟庆 +1 位作者 苗圃 王建 《特种结构》 2024年第5期71-75,共5页
为解决混凝土预制管廊工作井接头(NC接头)在大荷载作用下易发生剪切破坏的问题,提出了一种UHPC-NC接头形式,即把超高性能混凝土(UHPC)材料局部应用于管廊工作井接头部位。采用ABAQUS有限元软件建立三种UHPC-NC接头管廊工作井模型,系统... 为解决混凝土预制管廊工作井接头(NC接头)在大荷载作用下易发生剪切破坏的问题,提出了一种UHPC-NC接头形式,即把超高性能混凝土(UHPC)材料局部应用于管廊工作井接头部位。采用ABAQUS有限元软件建立三种UHPC-NC接头管廊工作井模型,系统分析了接头高度、螺栓预紧力和UHPC强度等参数对UHPC-NC接头抗剪性能的影响。结果表明,接头高度、螺栓预紧力、UHPC强度和螺栓数量的增大增多均会提升三种UHPC-NC接头管廊工作井抗剪承载力和刚度,而接头长度增加会降低这三种UHPC-NC接头管廊工作井的刚度。 展开更多
关键词 管廊工作井 UHPC-nc接头 抗剪性能 参数分析
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NC-OFDM雷达通信一体化设计
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作者 朵琳 刘毅 《陕西理工大学学报(自然科学版)》 2024年第1期56-64,共9页
雷达通信一体化有利于提高设备硬件资源利用率和频谱利用率,已成为近年来的研究热点。针对目前频谱资源稀缺的情况,结合认知无线电的概念,提出了基于非连续正交频分复用(NC-OFDM)的雷达通信一体化设计,对NC-OFDM雷达通信一体化信号测量... 雷达通信一体化有利于提高设备硬件资源利用率和频谱利用率,已成为近年来的研究热点。针对目前频谱资源稀缺的情况,结合认知无线电的概念,提出了基于非连续正交频分复用(NC-OFDM)的雷达通信一体化设计,对NC-OFDM雷达通信一体化信号测量目标特征进行了距离及速度的估计,并对基于NC-OFDM雷达通信一体化信号模糊函数、雷达成像的距离分辨率和方位分辨率、自相关性及误码率进行了分析,同时,选取互信息作为指标,利用优化算法进行波形设计。仿真结果表明,NC-OFDM雷达通信一体化信号具有较好的雷达探测性能和更为优良的无线通信性能。 展开更多
关键词 雷达通信一体化 认知无线电 非连续正交频分复用 雷达探测 无线通信
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基于NCS色彩体系的老年家具色彩设计方法 被引量:1
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作者 张婉玉 杨国庆 《林产工业》 北大核心 2024年第2期61-67,共7页
老年家具是老年人日常生活的重要组成部分,为了使其色彩满足老年人的生理特点、心理需求和精神文化需求,本文基于NCS色彩体系提出了老年家具的色彩设计方法。首先,通过网络收集文化视觉图像并进行挑选,完成色彩样本采集。然后,使用图像... 老年家具是老年人日常生活的重要组成部分,为了使其色彩满足老年人的生理特点、心理需求和精神文化需求,本文基于NCS色彩体系提出了老年家具的色彩设计方法。首先,通过网络收集文化视觉图像并进行挑选,完成色彩样本采集。然后,使用图像处理软件进行色彩提取,通过NCS色卡得出色彩数据,制作NCS色相环和色三角,并结合老年人的视觉特点对色彩样本进行筛选,得到老年家具设计的基础色彩。最后,通过语义差异法对基础色彩进行感性意象分析,根据色彩感性意象和具体情况做出设计方案。在此基础上,结合实际案例验证了该方法的可行性。 展开更多
关键词 ncS色彩体系 老年家具 老年色彩 感性意象 色彩设计
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Continuity control method of cutter posture vector for efficient five-axis machining
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作者 HWANG Jong-dae KIM Sang-myung +1 位作者 JUNG Hyun-chul JUNG Yoon-gyo 《Journal of Central South University》 SCIE EI CAS 2011年第6期1969-1975,共7页
During five-axis machining of impeller, the excessive local interference avoidance leads to inconsistency of cutter posture, low quality of machined surface and increase of processing time. Therefore, in order to impr... During five-axis machining of impeller, the excessive local interference avoidance leads to inconsistency of cutter posture, low quality of machined surface and increase of processing time. Therefore, in order to improve the efficiency of five-axis machining of impellers, it is necessary to minimize the cutter posture changes and create a continuous tool path while avoiding interference. By using an MC-space algorithm for interference avoidance, an MB-spline algorithm for continuous control was intended to create a five-axis machining tool path with excellent surface quality and economic feasibility. A five-axis cutting experiment was performed to verify the effectiveness of the continuity control. The result shows that the surface shape with continuous method is greatly improved, and the surface roughness is generally favorable. Consequently, the effectiveness of the suggested method is verified by identifying the improvement of efficiency of five-axis machining of an impeller in aspects of surface quality and machining time. 展开更多
关键词 five-axis control machining CONFIGURATION-SPACE B-SPLINE continuity control method IMPELLER interference
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High accuracy NURBS interpolation for five-axis machine of table-rotating/spindle-tilting type
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作者 吴广宽 席光 +1 位作者 樊宏周 郑健生 《Journal of Pharmaceutical Analysis》 SCIE CAS 2007年第2期149-153,158,共6页
In this paper, the definition of NURBS curve and a speed-controlled interpolation in which the feed rate is automatically adjusted in order to meet the specified chord error limit were discussed. Besides those, a defi... In this paper, the definition of NURBS curve and a speed-controlled interpolation in which the feed rate is automatically adjusted in order to meet the specified chord error limit were discussed. Besides those, a definition of linear interpolation error of post-processed data was proposed, which should be paid more attention to because it will not only reduce quality of the surface but also may cause interference and other unexpected trouble. In order to control the error, a robust algorithm was proposed, which successfully met a desired error limit through interpolating some essential CL data. The excellence of the proposed algorithm, in terms of its reliability and self-adaptiveness, has been proved by simulation results. 展开更多
关键词 five-axis machine NURBS chord error linear interpolation error ALGORITHM
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密度和留叶数对烤烟‘NC297’生长及产质量的影响
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作者 吴豪 文羿 +9 位作者 林云红 熊茜 徐炜 杨茂松 周有海 王戈 杜宇 白羽祥 王娜 周鹏 《农学学报》 2024年第1期15-21,共7页
为研究楚雄烟区烤烟新品种‘NC297’的配套栽培措施,确定楚雄烟区烤烟‘NC297’适宜的种植密度和留叶数,设计3个水平的种植密度和留叶数的正交试验。试验结果表明,密度13800株/hm^(2),留叶18片处理有最大的株高、叶长、叶宽。黑胫病、... 为研究楚雄烟区烤烟新品种‘NC297’的配套栽培措施,确定楚雄烟区烤烟‘NC297’适宜的种植密度和留叶数,设计3个水平的种植密度和留叶数的正交试验。试验结果表明,密度13800株/hm^(2),留叶18片处理有最大的株高、叶长、叶宽。黑胫病、青枯病、气候斑、普通花叶病病情指数在中低密度处理下显著低于高密度的对照组。低密度处理净光合速率、CO_(2)浓度、气孔导度、蒸腾速率均处于较高水平。种植密度15100株/hm^(2)、留叶数20片外观质量表现最佳,密度13800株/hm^(2)、留叶18片处理次之。密度13800株/hm^(2)、留叶18片/株的处理均价和中上等烟比例显著最高,产量较高,产值仅次于种植密度16600株/hm^(2)、留叶18片/株的处理。密度13800株/hm^(2)、留叶18片/株的处理烟叶化学成分最协调,总分最高。综合本试验结果来看,烤烟‘NC297’在楚雄烟区的适宜种植密度为13800株/hm^(2),适宜的打顶留叶数为18片/株。 展开更多
关键词 种植密度 留叶数 nc297’ 产量 质量
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Rotary axis calculation for five-axis FDM printer using a point-fitting optimization method
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作者 LIU Hao LIU Lei SHEN Kai 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2022年第2期258-271,共14页
This paper presents an optimization method to compute the rotary axes of a 5-axis FDM printer whose A-and C-axes have large deviations relative to the x-and z-directions.The optimization model is designed according to... This paper presents an optimization method to compute the rotary axes of a 5-axis FDM printer whose A-and C-axes have large deviations relative to the x-and z-directions.The optimization model is designed according to the kinematic model in which a point rotates around a spatial line in the machine coordinate system of the printer.The model considers the A-and C-axes as two spatial lines.It is a two-object optimization model including two aspects.One is that the sum of deviations between the measured and computed points should be small;the other is that the deviations should be uniformly distributed for every measured point.A comparison of the new optimization method with conventional error-compensation methods reveals that the former has higher location accuracy.Using the optimized AC axes,5-axis 3D printing paths are planned for some complex workpieces.Data analysis and printing samples show that the optimized AC axes satisfy 5-axes FDM printing requirements for nozzles with a diameter of 1.0 mm. 展开更多
关键词 3D printing five-axis rotary table location error error calibration
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A New Dynamics Analysis Model for Five-Axis Machining of Curved Surface Based on Dimension Reduction and Mapping
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作者 Minglong Guo Zhaocheng Wei +2 位作者 Minjie Wang Zhiwei Zhao Shengxian Liu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2023年第6期172-184,共13页
The equipment used in various fields contains an increasing number of parts with curved surfaces of increasing size.Five-axis computer numerical control(CNC)milling is the main parts machining method,while dynamics an... The equipment used in various fields contains an increasing number of parts with curved surfaces of increasing size.Five-axis computer numerical control(CNC)milling is the main parts machining method,while dynamics analysis has always been a research hotspot.The cutting conditions determined by the cutter axis,tool path,and workpiece geometry are complex and changeable,which has made dynamics research a major challenge.For this reason,this paper introduces the innovative idea of applying dimension reduction and mapping to the five-axis machining of curved surfaces,and proposes an efficient dynamics analysis model.To simplify the research object,the cutter position points along the tool path were discretized into inclined plane five-axis machining.The cutter dip angle and feed deflection angle were used to define the spatial position relationship in five-axis machining.These were then taken as the new base variables to construct an abstract two-dimensional space and establish the mapping relationship between the cutter position point and space point sets to further simplify the dimensions of the research object.Based on the in-cut cutting edge solved by the space limitation method,the dynamics of the inclined plane five-axis machining unit were studied,and the results were uniformly stored in the abstract space to produce a database.Finally,the prediction of the milling force and vibration state along the tool path became a data extraction process that significantly improved efficiency.Two experiments were also conducted which proved the accuracy and efficiency of the proposed dynamics analysis model.This study has great potential for the online synchronization of intelligent machining of large surfaces. 展开更多
关键词 Curved surface five-axis machining Dimension reduction and mapping Milling force DYNAMICS
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A Generic Kinematic Model for Three Main Types of Five-axis Machine Tools 被引量:1
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作者 YU Yang WEI Sheng-min +1 位作者 LIU Ping AO Zhi-qiang 《International Journal of Plant Engineering and Management》 2009年第4期243-249,共7页
Material removal is one of the most used processes in manufacturing. Five-axis CNC machines are believed to be the best tools in sculptured surface machining. In this study, a generic and unified kinematic model was d... Material removal is one of the most used processes in manufacturing. Five-axis CNC machines are believed to be the best tools in sculptured surface machining. In this study, a generic and unified kinematic model was developed as a viable alternative to the particular solutions that are only applicable to individual machine configurations. This versatile model is then used to verify the feasibility of the two rotational joints within the kinematic chain of three main types of a five-axis machine-tool. This versatile model is very useful applied to the design of five-axis machine tools. 展开更多
关键词 Cnc machining of sculptured surfaces five-axis machine tool configuration kinematic model transformation matrix
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豆荚状Fe_(2)VO_(4)/NC纳米线对Pb(Ⅱ)的电化学检测性能研究
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作者 李豪 杨猛 +1 位作者 罗永春 孙宇峰 《安徽工程大学学报》 CAS 2024年第4期33-42,共10页
通过煅烧聚多巴胺包覆的FeVO_(4)·1.1H_(2)O纳米线得到豆荚状Fe_(2)VO_(4)/NC纳米线,以SEM、XRD、XPS表征了材料的形貌与物相。将其修饰于玻碳电极采用阳极方波伏安法实现对Pb(Ⅱ)的灵敏检测,检测灵敏度62.27μA/μM,理论检出限为0... 通过煅烧聚多巴胺包覆的FeVO_(4)·1.1H_(2)O纳米线得到豆荚状Fe_(2)VO_(4)/NC纳米线,以SEM、XRD、XPS表征了材料的形貌与物相。将其修饰于玻碳电极采用阳极方波伏安法实现对Pb(Ⅱ)的灵敏检测,检测灵敏度62.27μA/μM,理论检出限为0.021μM。电化学检测结果显示,具有内部空间的Fe_(2)VO_(4)/NC相较于裸纳米线对Pb(Ⅱ)的灵敏度有明显提升。通过吸附实验证实,豆荚状Fe_(2)VO_(4)/NC纳米线对Pb(Ⅱ)的吸附最强。此外,对实验的稳定性、重现性、抗干扰性能进行了评估,并且将其成功应用于对实际水体环境的检测,证明该敏感材料具有实际应用的潜能。 展开更多
关键词 Fe_(2)VO_(4)/nc 电化学检测 Pb(Ⅱ) 稳定性
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Tool wear condition monitoring method of five-axis machining center based on PSO-CNN
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作者 Shuo WANG Zhenliang YU +1 位作者 Changguo LU Jingbo WANG 《Mechanical Engineering Science》 2022年第2期11-20,I0006,共11页
The effective monitoring of tool wear status in the milling process of a five-axis machining center is important for improving product quality and efficiency,so this paper proposes a CNN convolutional neural network m... The effective monitoring of tool wear status in the milling process of a five-axis machining center is important for improving product quality and efficiency,so this paper proposes a CNN convolutional neural network model based on the optimization of PSO algorithm to monitor the tool wear status.Firstly,the cutting vibration signals and spindle current signals during the milling process of the five-axis machining center are collected using sensor technology,and the features related to the tool wear status are extracted in the time domain,frequency domain and time-frequency domain to form a feature sample matrix;secondly,the tool wear values corresponding to the above features are measured using an electron microscope and classified into three types:slight wear,normal wear and sharp wear to construct a target Finally,the tool wear sample data set is constructed by using multi-source information fusion technology and input to PSO-CNN model to complete the prediction of tool wear status.The results show that the proposed method can effectively predict the tool wear state with an accuracy of 98.27%;and compared with BP model,CNN model and SVM model,the accuracy indexes are improved by 9.48%,3.44%and 1.72%respectively,which indicates that the PSO-CNN model proposed in this paper has obvious advantages in the field of tool wear state identification. 展开更多
关键词 five-axis machining center tool wear PSO-CNN intelligent monitoring
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Fault monitoring and diagnosis of motorized spindle in five-axis Machining Center based on CNN-SVM-PSO
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作者 Shuo WANG Zhenliang YU +1 位作者 Xu LIU Zhipeng LYU 《Mechanical Engineering Science》 2022年第2期21-29,I0005,共10页
A spindle fault diagnosis method based on CNN-SVM optimized by particle swarm algorithm(PSO)is proposed to address the problems of high failure rate of electric spindles of high precision CNC machine tools,while manua... A spindle fault diagnosis method based on CNN-SVM optimized by particle swarm algorithm(PSO)is proposed to address the problems of high failure rate of electric spindles of high precision CNC machine tools,while manual fault diagnosis is a tedious task and low efficiency.The model uses a convolutional neural network(CNN)model as a deep feature miner and a support vector machine(SVM)as a fault state classifier.Taking the electric spindle of a five-axis machining centre as the experimental research object,the model classifies and predicts four labelled states:normal state of the electric spindle,loose state of the rotating shaft and coupling,eccentric state of the motor air gap and damaged state of the bearing and rolling body,while introducing a particle swarm algorithm(PSO)is introduced to optimize the hyperparameters in the model to improve the prediction effect.The results show that the proposed hybrid PSO-CNN-SVM model is able to monitor and diagnose the electric spindle failure of a 5-axis machining centre with an accuracy of 99.33%.In comparison with the BP model,SVM model,CNN model and CNN-SVM model,the accuracy of the model increased by 10%,6%,4%and 2%respectively,which shows that the fault diagnosis model proposed in the paper can monitor the operation status of the electric spindle more effectively and diagnose the type of electric spindle fault,so as to improve the maintenance strategy. 展开更多
关键词 five-axis machining centres CNN-SVM spindle vibration fault diagnosis
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Design of Five-Axis Camera Stabilizer Based on Quaternion Untracked Kalman Filtering Algorithm
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作者 Xiaohui Cheng Yu Zhang Dezhi Liu 《国际计算机前沿大会会议论文集》 2019年第2期212-213,共2页
A five-axis camera stabilizer based on quaternion unscented Kalman filter algorithm is designed. It combined the unscented Kalman filter algorithm with the quaternion attitude solution and was solved by attitude senso... A five-axis camera stabilizer based on quaternion unscented Kalman filter algorithm is designed. It combined the unscented Kalman filter algorithm with the quaternion attitude solution and was solved by attitude sensor. By attitude algorithm, the motor in three directions of pitch, heading and roll in the stabilizer was accurately adjusted to control the movement of the three electronic arms. In order to improve the three-axis hand-held camera stabilizer’s performance, and to solve the jitter problem of up-and-down movement not being eliminated, two mechanical anti-shake arms were loaded under the stabilizer to balance the camera’s picture in pitch, roll, heading, and above and below five directions. Movement can maintain a stable effect. The simulation results show that the algorithm can effectively suppress the attitude angle divergence and improve the attitude calculation accuracy. 展开更多
关键词 ATTITUDE sensor QUATERNION ATTITUDE fusion Untracked KALMAN filter five-axis STABILIZER
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