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High-Speed Permanent Magnet Electrical Machines - Applications, Key Issues and Challenges 被引量:9
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作者 Jianxin Shen Xuefei Qin Yunchong Wang 《CES Transactions on Electrical Machines and Systems》 2018年第1期23-33,共11页
In this paper,application examples of high-speed electrical machines are presented,and the machine structures are categorized.Key issues of design and control for the high-speed permanent magnet machines are reviewed,... In this paper,application examples of high-speed electrical machines are presented,and the machine structures are categorized.Key issues of design and control for the high-speed permanent magnet machines are reviewed,including bearings selection,rotor dynamics analysis and design,rotor stress analysis and protection,thermal analysis and design,electromagnetic losses analysis and reduction,sensorless control strategies,as well as comparison and selection of sine-wave and square-wave drive modes.Some challenges are also discussed,so that future studies could be focused. 展开更多
关键词 high-speed machine multi-physics analysis permanent magnet machine power loss sensorless control
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Calculation for Stator Loss of High-Speed Permanent Magnet Synchronous Machine in Torque-speed Envelope and Restraint Approach for Circulating Current in Windings 被引量:2
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作者 Yanan Yu Deliang Liang +2 位作者 Senior Member Zhe Liang Qiji Ze 《CES Transactions on Electrical Machines and Systems》 2018年第2期211-219,共9页
Iron loss and copper loss are the significant parts of electrical loss of machines,which are the major parts particularly under high frequency condition.High-speed permanent magnet synchronous machines(HS-PMSM)have th... Iron loss and copper loss are the significant parts of electrical loss of machines,which are the major parts particularly under high frequency condition.High-speed permanent magnet synchronous machines(HS-PMSM)have the benefits of high power density,high efficiency and wide speed range.Which causes the calculation for iron loss and copper loss in whole operating range complex.By analyzing the components and influencing factors of iron loss and copper loss in stator,we have deduced the calculation formula of iron loss and copper loss in whole operating range based on the analytical solution and finite element approach(EFA)solution.According to the calculation solution,taking the influence of operating temperature on the iron loss and copper loss into account,we propose a temperature correction factor and establish the calculation method for the iron loss and copper loss with temperature influences.Finally,by the conductor transposition,we restrain the circulating current under high-frequency operating condition. 展开更多
关键词 Circulating high-speed permanent magnet machines iron loss torque-speed envelope.
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Development and Application of Complete Equipment for High-speed Tunnel Boring and Bolting Machines
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作者 Jinling Xing 《Frontiers Research of Architecture and Engineering》 2019年第1期15-23,共9页
With the improvement of coal mining speed and mechanization level in China,traditional tunnel boring methods can no longer meet the actual needs.In order to solve the problems of low efficiency,high labor intensity,sl... With the improvement of coal mining speed and mechanization level in China,traditional tunnel boring methods can no longer meet the actual needs.In order to solve the problems of low efficiency,high labor intensity,slow tunnel boring speed,bad working environment and poor safety in traditional tunnel boring,on the basis of analyzing the development and application of coal roadway tunnel boring equipment at home and abroad,complete equipment for high-speed tunnel boring and bolting machines was developed by using the integrated technology of tunnel boring and bolting.The complete equipment for high-speed tunnel boring and bolting machines has the functions of tunnel boring and bolting synchronization,once-tunneling,negative pressure dust removal,digital guidance,independent cutting feed,digital cutting,safety monitoring and data interaction,which has the advantages of safety in use,reliability and efficiency. 展开更多
关键词 TUNNEL BORING and BOLTING synchronization high-speed TUNNEL BORING and BOLTING machineS Application
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Continuous prediction method of earthquake early warning magnitude for high-speed railway based on support vector machine
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作者 Jindong Song Jingbao Zhu Shanyou Li 《Railway Sciences》 2022年第2期307-323,共17页
Purpose–Using the strong motion data ofK-net in Japan,the continuous magnitude prediction method based on support vector machine(SVM)was studied.Design/methodology/approach–In the range of 0.5–10.0 s after the P-wa... Purpose–Using the strong motion data ofK-net in Japan,the continuous magnitude prediction method based on support vector machine(SVM)was studied.Design/methodology/approach–In the range of 0.5–10.0 s after the P-wave arrival,the prediction time window was established at an interval of 0.5 s.12 P-wave characteristic parameters were selected as the model input parameters to construct the earthquake early warning(EEW)magnitude prediction model(SVM-HRM)for high-speed railway based on SVM.Findings–The magnitude prediction results of the SVM-HRM model were compared with the traditional magnitude prediction model and the high-speed railway EEW current norm.Results show that at the 3.0 s time window,themagnitude prediction error of the SVM-HRMmodel is obviously smaller than that of the traditionalτc method and Pd method.The overestimation of small earthquakes is obviously improved,and the construction of the model is not affected by epicenter distance,so it has generalization performance.For earthquake events with themagnitude range of 3–5,the single station realization rate of the SVM-HRMmodel reaches 95%at 0.5 s after the arrival of P-wave,which is better than the first alarm realization rate norm required by“The TestMethod of EEW andMonitoring Systemfor High-Speed Railway.”For earthquake eventswithmagnitudes ranging from3 to 5,5 to 7 and 7 to 8,the single station realization rate of the SVM-HRM model is at 0.5 s,1.5 s and 0.5 s after the P-wave arrival,respectively,which is better than the realization rate norm of multiple stations.Originality/value–At the latest,1.5 s after the P-wave arrival,the SVM-HRM model can issue the first earthquake alarm that meets the norm of magnitude prediction realization rate,which meets the accuracy and continuity requirements of high-speed railway EEW magnitude prediction. 展开更多
关键词 high-speed railway Earthquake early warning Magnitude prediction Support vector machine Characteristic parameters
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An Optimal Feed Interpolator Based on G^2 Continuous Bézier Curves for High-Speed Machining of Linear Tool Path 被引量:6
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作者 Yongqiao Jin Sheng Zhao Yuhan Wang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2019年第3期109-118,共10页
A numerical control (NC) tool path of digital CAD model is widely generated as a set of short line segments in machining. However, there are three shortcomings in the linear tool path, such as discontinuities of tange... A numerical control (NC) tool path of digital CAD model is widely generated as a set of short line segments in machining. However, there are three shortcomings in the linear tool path, such as discontinuities of tangency and curvature, huge number of line segments, and short lengths of line segments. These disadvantages hinder the development of high speed machining. To smooth the linear tool path and improve machining efficiency of short line segments, this paper presents an optimal feed interpolator based on G^2 continuous Bézier curves for the linear tool path. First, the areas suitable for fitting are screened out based on the geometric characteristics of continuous short segments (CSSs). CSSs in every area are compressed and fitted into a G^2 Continuous Bézier curve by using the least square method. Then a series of cubic Bézier curves are generated. However, the junction between adjacent Bézier curves is only G^0 continuous. By adjusting the control points and inserting Bézier transition curves between adjacent Bézier curves, the G^2 continuous tool path is constructed. The fitting error is estimated by the second-order Taylor formula. Without iteration, the fitting algorithm can be implemented in real-time environment. Second, the optimal feed interpolator considering the comprehensive constraints (such as the chord error constraint, the maximum normal acceleration, servo capacity of each axis, etc.) is proposed. Simulation and experiment are conducted. The results shows that the proposed method can generate smooth path, decrease the amount of segments and reduce machining time for machining of linear tool path. The proposed research provides an effective method for high-speed machining of complex 2-D/3-D profiles described by short line segments. 展开更多
关键词 G^2 CONTINUOUS path Least SQUARE method high-speed machinING CONTINUOUS short SEGMENTS Optimal FEED INTERPOLATOR Data compression
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HOTCAP:a new software package for high-speed oscilloscopebased three-dimensional bunch charge and position measurement 被引量:4
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作者 Xing-Yi Xu Yong-Bin Leng +4 位作者 Bo Gao Yi-Mei Zhou Shan-Shan Cao Jian Chen Fang-Zhou Chen 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第11期163-173,共11页
A software package to be used in high-speed oscilloscope-basedthree-dimensionalbunch-by-bunch charge and position measurement is presented.The software package takes the pick-up electrode signal waveform recorded by t... A software package to be used in high-speed oscilloscope-basedthree-dimensionalbunch-by-bunch charge and position measurement is presented.The software package takes the pick-up electrode signal waveform recorded by the high-speed oscilloscope as input,and it calculates and outputs the bunch-by-bunch charge and position.In addition to enabling a three-dimensional observation of the motion of each passing bunch on all beam position monitor pick-up electrodes,it offers many additional features such as injection analysis,bunch response function reconstruction,and turn-by-turn beam analysis.The software package has an easy-to-understand graphical user interface and convenient interactive operation,which has been verified on the Windows 10 system. 展开更多
关键词 Bunch-by-bunch measurement HOTCAP software package Data analysis high-speed oscilloscope
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Adaptation of feed rate for 3-axis CNC high-speed machining 被引量:1
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作者 张得礼 周来水 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第3期391-395,共5页
To improve the efficiency of CNC machining, assumptive transit circular arc is used to contour two adjacent moves together on the comer to make smooth paths. The radios of transit circular arc can be adjusted with con... To improve the efficiency of CNC machining, assumptive transit circular arc is used to contour two adjacent moves together on the comer to make smooth paths. The radios of transit circular arc can be adjusted with contour accuracy, and the feed rate on the corner can be controlled through limiting the maximum feed rate of transit circular arc segment. A look-ahead algorithm for a series of moves is proposed for speed adjustment in advance, which avoids the occurrence of overload of cutting tool on the comer and reduces the servo track error of parts on the corner or of circular arc move. Equivalent trapezoidal velocity profile is used to analyze the speed of S-curve velocity profile and work out its accurate interpolation, which overcomes the disadvantage of looking up table to calculate feed rate approximately, hence high accuracy and fine surface quality can be obtained while the machining speed is high. The proposed methods can meet the requirements of real-time analysis of high-speed machining. The presented algorithm is effective and has been adopted by CNC system of newly developed high-speed milling machine. 展开更多
关键词 CNC feedrate smoothing S-curve velocity profile high-speed machining
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Machine learning for fault diagnosis of high-speed train traction systems: A review
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作者 Huan WANG Yan-Fu LI Jianliang REN 《Frontiers of Engineering Management》 CSCD 2024年第1期62-78,共17页
High-speed trains(HSTs)have the advantages of comfort,efficiency,and convenience and have gradually become the mainstream means of transportation.As the operating scale of HSTs continues to increase,ensuring their saf... High-speed trains(HSTs)have the advantages of comfort,efficiency,and convenience and have gradually become the mainstream means of transportation.As the operating scale of HSTs continues to increase,ensuring their safety and reliability has become more imperative.As the core component of HST,the reliability of the traction system has a substantially influence on the train.During the long-term operation of HSTs,the core components of the traction system will inevitably experience different degrees of performance degradation and cause various failures,thus threatening the running safety of the train.Therefore,performing fault monitoring and diagnosis on the traction system of the HST is necessary.In recent years,machine learning has been widely used in various pattern recognition tasks and has demonstrated an excellent performance in traction system fault diagnosis.Machine learning has made considerably advancements in traction system fault diagnosis;however,a comprehensive systematic review is still lacking in this field.This paper primarily aims to review the research and application of machine learning in the field of traction system fault diagnosis and assumes the future development blueprint.First,the structure and function of the HST traction system are briefly introduced.Then,the research and application of machine learning in traction system fault diagnosis are comprehensively and systematically reviewed.Finally,the challenges for accurate fault diagnosis under actual operating conditions are revealed,and the future research trends of machine learning in traction systems are discussed. 展开更多
关键词 high-speed train traction systems machine learning fault diagnosis
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Heterogeneity identification method for surrounding rock of large-section rock tunnel faces based on support vector machine
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作者 Wenhao Yi Mingnian Wang +4 位作者 Jianjun Tong Siguang Zhao Jiawang Li Dengbin Gui Xiao Zhang 《Railway Sciences》 2023年第1期48-67,共20页
Purpose–The purpose of the study is to quickly identify significant heterogeneity of surrounding rock of tunnel face that generally occurs during the construction of large-section rock tunnels of high-speed railways.... Purpose–The purpose of the study is to quickly identify significant heterogeneity of surrounding rock of tunnel face that generally occurs during the construction of large-section rock tunnels of high-speed railways.Design/methodology/approach–Relying on the support vector machine(SVM)-based classification model,the nominal classification of blastholes and nominal zoning and classification terms were used to demonstrate the heterogeneity identification method for the surrounding rock of tunnel face,and the identification calculation was carried out for the five test tunnels.Then,the suggestions for local optimization of the support structures of large-section rock tunnels were put forward.Findings–The results show that compared with the two classification models based on neural networks,the SVM-based classification model has a higher classification accuracy when the sample size is small,and the average accuracy can reach 87.9%.After the samples are replaced,the SVM-based classification model can still reach the same accuracy,whose generalization ability is stronger.Originality/value–By applying the identification method described in this paper,the significant heterogeneity characteristics of the surrounding rock in the process of two times of blasting were identified,and the identification results are basically consistent with the actual situation of the tunnel face at the end of blasting,and can provide a basis for local optimization of support parameters. 展开更多
关键词 Rock tunnel Surrounding rock HETEROGENEITY Support vector machine high-speed railway
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Development of High-speed Machining Database with Case-based Reasoning
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作者 WANG Zun-tong, LIU Zhan-qiang, AI Xing (School of Mechanical Engineering, Shandong University, Jinan 250061, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期48-49,共2页
Applying high-speed machining technology in shop floor has many benefits, such as manufacturing more accurate parts with better surface finishes. The selection of the appropriate machining parameters plays a very impo... Applying high-speed machining technology in shop floor has many benefits, such as manufacturing more accurate parts with better surface finishes. The selection of the appropriate machining parameters plays a very important role in the implementation of high-speed machining technology. The case-based reasoning is used in the developing of high-speed machining database to overcome the shortage of available high-speed cutting parameters in machining data handbooks and shop floors. The high-speed machining database developed in this paper includes two main components: the machining database and the case-base. The machining database stores the cutting parameters, cutting tool data, work pieces and their materials data, and other relative data, while the case-base stores mainly the successfully solved cases that are problems of work pieces and their machining. The case description and case retrieval methods are described to establish the case-based reasoning high-speed machining database. With the case retrieval method, some succeeded cases similar to the new machining problem can be retrieved from the case-base. The solution of the most matched case is evaluated and modified, and then it is regarded as the proposed solution to the new machining problem. After verification, the problem and its solution are packed up into a new case, and are stored in the case-base for future applications. 展开更多
关键词 case-based reasoning high-speed machining DATABASE CASE
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Tool-path planning for free-form surface high-speed high-resolution machining using torus cutter
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作者 王宇晗 李儒琼 +1 位作者 吴祖育 陈兆能 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2006年第3期337-342,共6页
In CNC machining, two essential components decide the accuracy and machining time for a sculptured surface: one is the step-size interval, the other is the tool-path interval. Due to the limitation of the conventional... In CNC machining, two essential components decide the accuracy and machining time for a sculptured surface: one is the step-size interval, the other is the tool-path interval. Due to the limitation of the conventional method for calculating the tool-path interval, it cannot satisfy the machining requirement for high-speed and high-resolution machining. Accordingly, for high-speed and high-resolution machining, the current study proposes a new tool-path interval algorithm, plus a variable step-size algorithm for NURBS. Furthermore, a new type cutter, which can improve the cutting efficiency, is investigated in the paper. The transversal equation of the torus cutter onto the flat plan is given in this paper. The tool-path interval is calculated with the transversal equation and the proposed algorithm. The illustrated example shows that the redundant tool paths can be reduced because an accurate tool-path interval could be calculated. 展开更多
关键词 high-speed machining tool-path planning free-form surface torus cutter
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Microstructure and cutting performance of CrTiAlN coating for high-speed dry milling 被引量:9
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作者 鲁力 王启民 +5 位作者 陈柄洲 敖永翠 余东海 王成勇 伍尚华 Kwang Ho KIM 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2014年第6期1800-1806,共7页
Using a closed field unbalanced magnetron sputtering system,the cemented carbide end mills were coated with a CrTiAlN hard coating,which consisted of a Cr adhesive layer,a CrN interlayer and a CrTiAlN top layer.The mi... Using a closed field unbalanced magnetron sputtering system,the cemented carbide end mills were coated with a CrTiAlN hard coating,which consisted of a Cr adhesive layer,a CrN interlayer and a CrTiAlN top layer.The microstructure and mechanical properties of the coating were investigated by X-ray diffraction(XRD),scanning electron microscopy(SEM),transmission electron microscopy(TEM),micro indentation and scratch test.The cutting performance of the coated end mills were conducted by high-speed dry milling hardened steel(P20,HRC 45).The results indicates that the coating is composed of(Cr,Ti,Al)N columnar grains with nanolayers.The coating exhibits good adhesion to cemented carbide substrate and high microhardness of around 30 GPa.The coated end mills show significant improvement on tool life and much lower cutting force as compared to the uncoated ones.And the related mechanisms were discussed. 展开更多
关键词 CrTiAlN coating high-speed machining hardened steel tool wear
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Research Progress of Key Technology of High-Speed and High Precision Motorized Spindles 被引量:3
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作者 XIONGWan-li MIHai-qing HUANGHong-wu 《International Journal of Plant Engineering and Management》 2005年第2期70-76,共7页
High speed machining and high precision machining are two tendencies of themanufacturing technology worldwide. The motorized spindle is the core component of the machine toolsfor achieving the high speed and high prec... High speed machining and high precision machining are two tendencies of themanufacturing technology worldwide. The motorized spindle is the core component of the machine toolsfor achieving the high speed and high precise machining, which affects the general developmentlevel of the machine tools to a great extent. Progress of the key techniques is reviewed in thispaper, in which the high speed and high precision spindle bearings, the dynamical and thermalcharacteristics of spindles, the design technique of the high frequency motors and the drivers, theanti-electromagnetic damage technique of the motors, and the machining and assembling technique areinvolved. Finally, tha development tendencies of the motorized spindles are presented. 展开更多
关键词 motorized spindles high-speed machining
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Failure mode change and material damage with varied machining speeds:a review 被引量:2
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作者 Jianqiu Zhang Binbin He Bi Zhang 《International Journal of Extreme Manufacturing》 SCIE EI CAS CSCD 2023年第2期36-60,共25页
High-speed machining(HSM) has been studied for several decades and has potential application in various industries, including the automobile and aerospace industries. However,the underlying mechanisms of HSM have not ... High-speed machining(HSM) has been studied for several decades and has potential application in various industries, including the automobile and aerospace industries. However,the underlying mechanisms of HSM have not been formally reviewed thus far. This article focuses on the solid mechanics framework of adiabatic shear band(ASB) onset and material metallurgical microstructural evolutions in HSM. The ASB onset is described using partial differential systems. Several factors in HSM were considered in the systems, and the ASB onset conditions were obtained by solving these systems or applying the perturbation method to the systems. With increasing machining speed, an ASB can be depressed and further eliminated by shock pressure. The damage observed in HSM exhibits common features. Equiaxed fine grains produced by dynamic recrystallization widely cause damage to ductile materials, and amorphization is the common microstructural evolution in brittle materials. Based on previous studies, potential mechanisms for the phenomena in HSM are proposed. These include the thickness variation of the white layer of ductile materials. These proposed mechanisms would be beneficial to deeply understanding the various phenomena in HSM. 展开更多
关键词 high-speed machining adiabatic shear band subsurface damage dynamic recrystallization
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Vibration Analysis of Fetching Carton Mechanism of Square Carpets Packaging
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作者 任国斌 孟婥 +1 位作者 孙以泽 夏胜华 《Journal of Donghua University(English Edition)》 EI CAS 2015年第5期753-758,共6页
In this paper,according to the cantilever beam of fetching carton mechanism in square packaging machine, considering the impact of motion of air cylinder on it,its dynamics model and finite element model are built by ... In this paper,according to the cantilever beam of fetching carton mechanism in square packaging machine, considering the impact of motion of air cylinder on it,its dynamics model and finite element model are built by using ANSYS. This paper not only acquires the deformation distribution,stress distribution and natural frequency of the cantilever beam in the static state; but also gets the dynamic response curve in the maximum deformation and the dynamic stress response curve in the near of the maximum stress during the motion of air cylinder. Result shows that no matter static state or dynamic state,deformation of the cantilever in the fetching carton mechanism is acceptable. The design of mechanism is reliable and its motion is also stable; no resonance can occur on the cantilever beam. 展开更多
关键词 carpet packaging machine fetching carton mechanism parallelogram mechanism cantilever beam vibration analysis
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Energy field-assisted high-speed dry milling green machining technology for difficult-to-machine metal materials 被引量:1
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作者 Jin ZHANG Xuefeng HUANG +3 位作者 Xinzhen KANG Hao YI Qianyue WANG Huajun CAO 《Frontiers of Mechanical Engineering》 SCIE CSCD 2023年第2期33-97,共65页
Energy field-assisted machining technology has the potential to overcome the limitations of machining difficult-to-machine metal materials,such as poor machinability,low cutting efficiency,and high energy consumption.... Energy field-assisted machining technology has the potential to overcome the limitations of machining difficult-to-machine metal materials,such as poor machinability,low cutting efficiency,and high energy consumption.High-speed dry milling has emerged as a typical green processing technology due to its high processing efficiency and avoidance of cutting fluids.However,the lack of necessary cooling and lubrication in high-speed dry milling makes it difficult to meet the continuous milling requirements for difficult-to-machine metal materials.The introduction of advanced energy-field-assisted green processing technology can improve the machinability of such metallic materials and achieve efficient precision manufacturing,making it a focus of academic and industrial research.In this review,the characteristics and limitations of high-speed dry milling of difficult-to-machine metal materials,including titanium alloys,nickel-based alloys,and high-strength steel,are systematically explored.The laser energy field,ultrasonic energy field,and cryogenic minimum quantity lubrication energy fields are introduced.By analyzing the effects of changing the energy field and cutting parameters on tool wear,chip morphology,cutting force,temperature,and surface quality of the workpiece during milling,the superiority of energy-field-assisted milling of difficult-to-machine metal materials is demonstrated.Finally,the shortcomings and technical challenges of energy-field-assisted milling are summarized in detail,providing feasible ideas for realizing multi-energy field collaborative green machining of difficult-to-machine metal materials in the future. 展开更多
关键词 difficult-to-machine metal material green machining high-speed dry milling laser energy fieldassisted milling ultrasonic energy field-assisted milling cryogenic minimum quantity lubrication energy field-assisted milling
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食品包装热成型机电动八杆开合模机构的运动及受力分析
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作者 谢志刚 陈小芹 许智扬 《食品与机械》 CSCD 北大核心 2024年第1期90-94,共5页
目的:解决热成型机的核心部件开合模机构相关杆件设计及其分析技术难题。方法:运用解析法阐述了一种热成型机的电动八杆开合模机构的运动和受力分析。结果:基于实例计算得到执行滑块位移与曲柄转角关系曲线,并进一步推导了速度和加速度... 目的:解决热成型机的核心部件开合模机构相关杆件设计及其分析技术难题。方法:运用解析法阐述了一种热成型机的电动八杆开合模机构的运动和受力分析。结果:基于实例计算得到执行滑块位移与曲柄转角关系曲线,并进一步推导了速度和加速度变化规律;同时还揭示了片材挤压阶段的理论合模力和各杆件受力变化趋势及特点。结论:实现了在不具备专业软件的条件下对电动八杆开合模机构的分析,缩短了设计和试制周期。 展开更多
关键词 热成型机 开合模机构 八杆 连杆机构 食品包装
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基于机器视觉的食品瓶罐包装缺陷检测研究进展
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作者 陈卫东 刘超 +1 位作者 王莹 范冰冰 《粮油食品科技》 CAS CSCD 北大核心 2024年第4期185-191,共7页
根据近年文献资料,介绍了机器视觉技术在食品瓶罐包装缺陷检测上的应用和发展,概述瓶罐包装缺陷检测系统的硬件结构和检测流程;梳理并分析基于图像处理技术和基于深度学习方法在食品瓶罐包装缺陷检测领域取得的研究成果,探讨分类网络模... 根据近年文献资料,介绍了机器视觉技术在食品瓶罐包装缺陷检测上的应用和发展,概述瓶罐包装缺陷检测系统的硬件结构和检测流程;梳理并分析基于图像处理技术和基于深度学习方法在食品瓶罐包装缺陷检测领域取得的研究成果,探讨分类网络模型和目标检测网络模型两种技术在该领域的优势和不足,并对未来的发展进行了展望,为智能瓶罐包装检测的创新和发展提供参考。 展开更多
关键词 机器视觉 包装缺陷检测 图像处理 深度学习
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糖果包装机虚拟拆装碰撞检测研究
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作者 晏祖根 肖俊 董旭涓 《包装工程》 CAS 北大核心 2024年第9期158-163,共6页
目的为了提高虚拟装配系统中碰撞检测的效率,提出以AABB包围盒粗检测和深度图细检测的碰撞检测方法。方法首先利用SolidWorks软件建立BZ350糖果包装机模型,以STL格式导入到引擎中,通过对零件先建立AABB包围盒做粗检测后,分别对2个零件... 目的为了提高虚拟装配系统中碰撞检测的效率,提出以AABB包围盒粗检测和深度图细检测的碰撞检测方法。方法首先利用SolidWorks软件建立BZ350糖果包装机模型,以STL格式导入到引擎中,通过对零件先建立AABB包围盒做粗检测后,分别对2个零件获取对应的深度图,使用OpenCV对2张深度图相叠加,根据叠加后像素值的大小来判断零件是否发生了碰撞。结果实验表明,当叠加后深度值小于100的数量占所有深度值不为0的数量的比例大于86.2736%时,即可认定两零件发生碰撞。结论对比传统检测算法,此算法在保证了检测速度和检测精度的前提下,对复杂模型的检测具有优势,并且保证了运行的速度在40帧/s以上的流畅运行。 展开更多
关键词 糖果包装机 碰撞检测 实验研究
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多品种医疗试板自动包装系统研发
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作者 徐金瑜 陆玉 +1 位作者 刘继斌 王婷 《机械设计与制造》 北大核心 2024年第10期178-182,共5页
为满足异形医疗试板热封设备的精度及快速需求,研发一种多品种、高精度、高效率的热封包装控制系统。分析了包装机的工艺流程和控制要求,采用RBF-PID温度控制算法提升热封效果及效率,运用机器视觉系统采集预制袋特征数据,经图像处理实... 为满足异形医疗试板热封设备的精度及快速需求,研发一种多品种、高精度、高效率的热封包装控制系统。分析了包装机的工艺流程和控制要求,采用RBF-PID温度控制算法提升热封效果及效率,运用机器视觉系统采集预制袋特征数据,经图像处理实现47种异形试板检测。基于欧姆龙NJ系列运动控制PLC和两种工业以太网的控制方式进行系统硬、软件设计,改进优化了上料、装袋、热封、检测、出料等运动过程,开发了人机交互界面实现装置和生产状态的可视化。经过设备投产验证,该系统在高温、振动的工作环境中运行稳定,平均包装速度高达1806个/h,平均合格率高达98.1%,平均温度误差仅±0.88℃,其可靠性和准确性显著提升。 展开更多
关键词 医疗试板包装机 RBF-PID 多品种 机器视觉
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