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Multi-objective optimization of loading path for sheet hydroforming of tank bottom 罐底薄板液压成形加载路径的多目标优化
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-30 DOI: 10.1177/09544054231181281
Zaifang Zhang, Liang Zhou, Feng Xu, Xiwu Sun, Zhichao Zhang
As a critical component of the propellant tank, the tank bottom is subjected to complex loads such as internal pressure and vibration and has high requirements for structural load-bearing capacity. Hydroforming deep drawing is one of the techniques for the integral forming of the tank bottom. As the tank bottom is a large-size thin-walled structure, defects such as cracks and wrinkles are prone to occur during the hydroforming deep drawing process. Aiming at reducing these defects, the hydraulic pressure loading path and blank holder force loading path of the hydroforming deep drawing process are studied, and a multi-objective optimization method is proposed to improve the surface accuracy and thickness distribution uniformity of the tank bottom. The complex loading path curve optimization problem is transformed into a functional relationship between hydraulic pressure and blank holder force with time. The hydraulic pressure and blank holder force at each time node are used as design variables, and the maximum wall thickness reduction rate, rupture trend factor, wrinkle height, and wrinkle trend factor are used as optimization targets. The radial basis function (RBF) neural network is used to establish the approximate model between the loading path and the optimization target, and the multi-objective particle swarm optimization (MOPSO) algorithm is used to optimize the solution. Taking the hemispherical tank bottom as an example, the optimal hydraulic pressure loading path and blank holder force loading path are obtained, and the quality of the formed part is improved.
罐底作为推进剂储罐的关键部件,承受内压、振动等复杂载荷,对结构承载能力要求较高。液压成形深拉深是罐底整体成形的技术之一。由于罐底为大尺寸薄壁结构,在液压成形拉深过程中容易产生裂纹、起皱等缺陷。针对这些缺陷,对液压成形拉深过程的液压加载路径和压边力加载路径进行了研究,提出了提高罐底表面精度和厚度分布均匀性的多目标优化方法。将复杂加载路径曲线优化问题转化为液压与压边力随时间的函数关系。以各时间节点的液压压力和压边力为设计变量,以最大壁厚减薄率、破裂趋势因子、起皱高度和起皱趋势因子为优化目标。采用径向基函数(RBF)神经网络建立加载路径与优化目标之间的近似模型,采用多目标粒子群优化(MOPSO)算法对解进行优化。以半球形罐底为例,得到了最优的液压加载路径和压边力加载路径,提高了成形件的质量。
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引用次数: 0
The multi-sensor-based measurement of machining signals and data fusion to develop predictive tool wear models for TiAlN-PVD coated carbide inserts during end milling of Inconel 617 基于多传感器的加工信号测量和数据融合,以建立Inconel 617立铣削过程中TiAlN-PVD涂层硬质合金刀片的刀具磨损预测模型
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-30 DOI: 10.1177/09544054231185155
Pramod Adishesha, D. Lawrence K., J. Mathew
Machining signals from the Force dynamometer, Acoustic Emission (AE), and Accelerometer are acquired and fused to develop Machine Learning (ML) models for tool wear monitoring of TiAlN-PVD coated carbide inserts. Milling experiments were performed on Inconel 617 with varied process parameter combinations until the tool flank wear met the failure criterion. Support Vector Regression, Random Forest Regression, and Long Short-Term Memory models are developed and compared based on a combination of sensor data fusion for tool wear predictions. It is observed that the Random Forest Regression approach can predict the tool wear with 94% accuracy compared to Support Vector Regression (85%) and Long Short-Term Memory (84%) models while using three-sensor data fusion. Further, the two-sensor data combination was used to test the relative efficacy of all the three developed machine learning tool wear models and found that the force dynamometer and the AE sensor fared better for Random Forest Regression and Long Short-Term Memory models in comparison to Support Vector Regression. For Support Vector Regression-based tool wear predictive models, force dynamometer and accelerometer data fusion performed better.
来自力测力仪、声发射(AE)和加速度计的加工信号被采集和融合,以开发用于TiAlN-PVD涂层硬质合金刀片刀具磨损监测的机器学习(ML)模型。采用不同工艺参数组合对Inconel 617进行铣削试验,直至刀面磨损满足失效准则。基于传感器数据融合的工具磨损预测,开发并比较了支持向量回归、随机森林回归和长短期记忆模型。在使用三传感器数据融合时,与支持向量回归(85%)和长短期记忆(84%)模型相比,随机森林回归方法预测工具磨损的准确率为94%。此外,使用双传感器数据组合来测试所有三种开发的机器学习工具磨损模型的相对功效,并发现与支持向量回归相比,力测功机和声发射传感器在随机森林回归和长短期记忆模型中表现更好。对于基于支持向量回归的工具磨损预测模型,力测功仪和加速度计的数据融合效果更好。
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引用次数: 0
Upgraded closed-form cutting force models for general-helix cylindrical milling tools with application to cutting power and energy demand modeling 改进了通用螺旋圆柱铣刀的封闭切削力模型,并将其应用于切削功率和能量需求建模
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-25 DOI: 10.1177/09544054231181158
C. Ozoegwu
This paper upgrades the original closed-form models of cutting force for general-helix milling tools for higher accuracy and demonstrates an application of the upgraded models in closed-form modeling of cutting power. The proposed models are shown to be numerically exact for the conventional fixed helix angle milling tools while the original models are not even though they are more accurate than the numerical methods. Errors of 0.00%, 12.15%, and 50.66% are recorded for an upgraded closed-form model, the equivalent original closed-form model, and an equivalent numerical method. Higher accurate applicability of the upgraded closed-form models to variable helix tools is also demonstrated for the harmonic case. Typical errors of 1.37%, 4.84%, and 9.94% are recorded for an upgraded closed-form model, the equivalent original closed-form model, and an equivalent numerical method. The proposed closed-form cutting force models are used to formulate new closed-form cutting power models for general-helix cylindrical milling tools which are applied in numerical evaluation of average cutting power. Evaluated data sets of average cutting power (seen to agree with published values) and spindle speed are then used in empirical calibration of average milling machine power demand. The high goodness-of-fit of the models with three published measured data sets are reflected in the high [Formula: see text] values of 0.9980, 0.9834, and 0.9472 and low mean percentage errors (MPE) of −0.1247, −0.4137, and −0.6242.
为提高通用螺旋铣刀切削力的精度,对原有的封闭模型进行了升级,并演示了升级后的模型在切削力封闭建模中的应用。结果表明,所提出的模型对传统的固定螺旋角铣刀具有较好的数值精度,而原有的模型对固定螺旋角铣刀具有较好的数值精度。升级封闭模型、等效原始封闭模型和等效数值方法的误差分别为0.00%、12.15%和50.66%。在谐波情况下,改进后的封闭模型对变螺旋刀具具有更高的精度适用性。升级封闭模型、等效原始封闭模型和等效数值方法的典型误差分别为1.37%、4.84%和9.94%。利用所建立的封闭切削力模型,建立了通用螺旋圆柱铣刀的封闭切削功率模型,并应用于平均切削功率的数值计算。评估平均切削功率(与公布的值一致)和主轴速度的数据集,然后用于铣床平均功率需求的经验校准。模型的高拟合优度体现在[公式:见文本]的高值为0.9980、0.9834和0.9472,平均百分比误差(MPE)的低值为- 0.1247、- 0.4137和- 0.6242。
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引用次数: 2
Development and testing of a stationary dynamometer using cross-beam-type force-sensing elements for three-axis cutting force measurement in milling operations 开发和测试一种固定式测力仪,该测力仪采用横梁式力传感元件,用于铣削作业中的三轴切削力测量
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-23 DOI: 10.1177/09544054231182175
Muhammad Rizal, J. A. Ghani, H. Usman, M. Dirhamsyah, A. Z. Mubarak
This study focused on the development and testing of a stationary dynamometer using force-sensing elements capable of measuring three axes of cutting force during milling operations. The force-sensing element was based on the Maltese cross-beam concept but has been improved and modified to increase sensitivity and reduce interference or cross-talk error. A Finite element analysis was conducted to study strain distribution and determine sensor positions in the force-sensing element. By using four force-sensing elements and several piezoresistive strain sensors, a stationary dynamometer prototype was constructed. A series of calibration tests were performed to evaluate the dynamometer’s sensitivity, linearity, hysteresis, and repeatability over three orthogonal axes. The dynamometer’s dynamic features and functionality for milling applications were examined through modal analysis and real milling tests. Additionally, the end-milling and slot-milling cutting force values were compared to those of a reference dynamometer (Kistler 9129AA). Overall, the experimental results indicated that the proposed stationary dynamometer is a reliable and accurate alternative for measuring cutting force during machining operations and other force measurements.
本研究的重点是开发和测试一种固定式测力计,该测力计使用力传感元件,能够在铣削操作期间测量三轴切削力。力感元件是基于马耳他交叉光束的概念,但已经改进和修改,以增加灵敏度和减少干扰或串扰误差。通过有限元分析研究应变分布,确定传感器在力传感元件中的位置。采用4个力敏元件和多个压阻式应变传感器,构建了固定式测功机样机。在三个正交轴上进行了一系列校准试验,以评估测功机的灵敏度、线性度、滞后和可重复性。通过模态分析和实际铣削试验,验证了该测功机的动态特性和铣削应用功能。此外,将端铣和槽铣切削力值与参考测功机(Kistler 9129AA)的切削力值进行了比较。总体而言,实验结果表明,所提出的固定式测力仪是一种可靠和准确的替代方法,可用于测量加工过程中的切削力和其他力的测量。
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引用次数: 0
Tool life and wear mechanisms of CVD coated and uncoated SiAlON ceramic milling inserts when machining aged Inconel 718 CVD涂层和未涂层SiAlON陶瓷铣刀刀片加工时效Inconel 718时的刀具寿命和磨损机理
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-23 DOI: 10.1177/09544054231180653
Luke Osmond, I. Cook, David Curtis, T. Slatter
In this study, an investigation has been conducted to fully characterise for the first time the tribological benefits of adding two different types of chemical vapour deposition (CVD) coatings to silicon aluminium oxynitride milling inserts with a chemical composition of (Si3N4 + Al2O3 + Y2O3), known by the trade abbreviation ‘SiAlON’, typically used to cut difficult to machine materials such as Inconel 718. The experimental tests compared the tool life, material removed and wear resistance of the two different CVD coated inserts against that of uncoated SiAlON ceramic milling inserts. Coating A was a multilayer CVD coating and had a composition of (TiN + TiCN + Al2O3), Coating B was a bilayer CVD coating and had a composition of (Al2O3 + TiN). It was determined that at 900 m/min the uncoated SiAlON ceramic milling inserts exhibited the least amount of wear and variation in cutting force when milling precipitation hardened Inconel 718 samples. Coating A demonstrated significantly lower adhesion to the SiAlON substrate but had higher tool life and material removal rates, Coating B demonstrated excellent adhesion to the SiAlON substrate. The interfacial bonding of Coating B allowed for much higher adhesion to the substrate, but it suffered from much lower tool life and higher rates of rake and flank face wear. The flank wear measurements concluded a cutting speed of 900 m/min to be the optimum cutting speed for machining Inconel 718 with uncoated SiAlON ceramic milling inserts.
在这项研究中,首次进行了一项调查,以充分表征在化学成分为(Si3N4 + Al2O3 + Y2O3)的硅铝氧氮化铣削刀片上添加两种不同类型的化学气相沉积(CVD)涂层的摩擦学益处,该铣削刀片的化学成分为(Si3N4 + Al2O3 + Y2O3),俗称“SiAlON”,通常用于切割难以加工的材料,如Inconel 718。实验测试比较了两种不同CVD涂层刀片与未涂层SiAlON陶瓷刀片的刀具寿命、材料去除和耐磨性。涂层A为多层CVD涂层,由(TiN + TiCN + Al2O3)组成,涂层B为双层CVD涂层,由(Al2O3 + TiN)组成。结果表明,当铣削沉淀硬化的Inconel 718样品时,未涂层的SiAlON陶瓷铣刀刀片在900 m/min的速度下磨损最小,切削力变化最小。涂层A对SiAlON基板的附着力明显降低,但具有更高的刀具寿命和材料去除率,涂层B对SiAlON基板的附着力极佳。涂层B的界面结合允许与基体有更高的附着力,但它遭受了更低的刀具寿命和更高的前刀和后刀磨损率。侧面磨损测量得出的结论是,使用无涂层SiAlON陶瓷铣削刀片加工Inconel 718的最佳切削速度为900米/分钟。
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引用次数: 0
An optimal energy-efficient scheduling with processing speed selection and due date constraint in a single-machine environment 单机环境下具有加工速度选择和到期日约束的最优节能调度
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-18 DOI: 10.1177/09544054231180659
Youjun An, Chuwei Li, Xiaohui Chen, Yinghe Li, Ziye Zhao, H. Cao
To relive the pressure of electricity grid during the peak period, time-of-use (TOU) pricing strategy has been implemented in industries to encourage manufacturers to transfer some processing tasks from peak periods to non-peak periods, and the due date of each job cannot be violated. Under these contexts, this paper addresses a speed-scaling single machine scheduling problem with due date constraint to minimize the total electricity cost (TEC). More precisely, the main innovative works are described as follows: (1) seven critical problem properties (including four theorems and three lemmas) based on different processing time window forms are formally derived; and (2) a property-based genetic algorithm (PGA) with hybrid initialization method is designed according to the characteristics of the studied problem. In the numerical experiments, the Taguchi method of design-of-experiment is employed to seek the optimal combination of four key parameters in PGA. Subsequently, the effectiveness and superiority of the proposed hybrid initialization method and problem properties are separately demonstrated by randomly generated 20 instances. After that, compared with other two traditional scheduling strategies, the proposed energy-efficient strategy can save at least 16% of TEC on average. Next, a relaxation coefficient (CR) is designed to measure the intrinsic link between TEC and the instance parameters (i.e. the due date and normal processing time). Finally, a real case is presented to verify the benefits of the proposed PGA algorithm and variable processing speeds, and the results show that the newly generated scheduling scheme based on the proposed PGA can reduce up to 46.36% of TEC compared with the existing company’s scheduling scheme.
为了缓解电网在高峰时段的压力,行业采用分时电价策略,鼓励制造商将一些加工任务从高峰时段转移到非高峰时段,并且每个任务的到期日不能违反。在此背景下,本文研究了以总电力成本(TEC)最小为目标的具有到期日约束的单机调度问题。更准确地说,主要创新工作如下:(1)形式化地推导了基于不同处理时间窗形式的7个关键问题性质(包括4个定理和3个引理);(2)根据所研究问题的特点,设计了基于属性的混合初始化遗传算法(PGA)。在数值实验中,采用实验设计的田口法寻求PGA中四个关键参数的最优组合。随后,通过随机生成的20个实例分别证明了所提出的混合初始化方法和问题性质的有效性和优越性。之后,与其他两种传统调度策略相比,所提出的节能策略平均至少可以节省16%的TEC。接下来,设计一个松弛系数(CR)来衡量TEC与实例参数(即到期日和正常处理时间)之间的内在联系。最后,通过实例验证了所提出的PGA算法和变处理速度的优势,结果表明,与现有的调度方案相比,基于所提出的PGA算法生成的新调度方案可减少高达46.36%的TEC。
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引用次数: 0
A scheduling mechanism for hybrid flow shops with reworks under general queue time limits 一般队列时间限制下具有返工的混合流车间调度机制
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-15 DOI: 10.1177/09544054231182174
Yoon-Jae Cho, Hyeon-Il Kim, Y. Kim, S. Yoo, Byoung-Hee Kim, Dong-Ho Lee
This study addresses multi-stage hybrid flow shop scheduling in which a job is reworked if the queue time between two arbitrary stages exceeds an upper limit. The problem is to determine the allocations of jobs to machines at each stage and the start times of jobs and rework setups/operations when incurred. A mixed integer programming model is proposed for each of the makespan and the total tardiness measures. Then, because the problem is NP-hard, a scheduling mechanism is proposed that consists of three phases: (a) filtering the jobs to be delayed; (b) searching the jobs to be reworked; and (c) dispatching non-delayed and delayed jobs sequentially. Simulation results show that the mechanism proposed in this study outperforms the conventional dispatching approach in the high rework setup time case for the makespan problem and low/high setup time cases for the tardiness problem. The best priority rules of the mechanism under each of the measures are also reported.
本文研究了多阶段混合流水车间调度问题,当任意两个阶段之间的排队时间超过上限时,作业将被返工。问题是确定每个阶段的作业分配给机器,以及作业的开始时间和发生时的返工设置/操作。针对最大完工时间和总延迟度量,提出了一个混合整数规划模型。然后,由于问题是np困难的,提出了一种调度机制,该机制包括三个阶段:(a)过滤待延迟的作业;(b)查找需要返工的工种;(c)按顺序调度非延迟和延迟作业。仿真结果表明,在最大完工时间问题的高返工准备时间和延迟问题的低/高准备时间情况下,本文提出的调度机制优于传统调度方法。并报告了各措施下该机制的最佳优先规则。
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引用次数: 0
Predicting cutting forces in 5-axis milling of sculptured surfaces directly from a CAM tool path 预测切削力在五轴铣削雕刻表面直接从凸轮刀具路径
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-15 DOI: 10.1177/09544054231180353
Yacine Hamiche, N. Zeroudi
The present work is motivated by the fact that for predicting the cutting forces which arise under various cutting conditions, workpiece-tool pairs, machining depths and tool orientation, numerical methods are slower and less efficient than analytical methods. In addition, recent developments in Computer Assisted Machining (CAM) techniques have enabled analytical methods to be applied even with complex workpiece geometry. The method developed in this paper is both practical and inexpensive. It is based on an analytical method using only few approximations and uses the toolpath file as the main information source for the machined surface. This method takes into account both tool position and orientation in a 5-axis finishing milling process with ball-end cutter, independent of the machining parameters and the couple of tool-workpiece materials. However, this calculation must be supplemented by a mechanistic approach in order to obtain results equivalent to those of the experiment. The result is a model which is implemented in a program allowing the visualization of the cutting forces along a given path. The program is easy to apply in practical cases with the possibility of implementing it in a machining software.
在预测各种切削条件、工件-刀具对、加工深度和刀具方向下产生的切削力时,数值方法比解析方法速度慢且效率低,这是本研究的动机。此外,计算机辅助加工(CAM)技术的最新发展使分析方法甚至可以应用于复杂的工件几何形状。本文开发的方法既实用又便宜。它是基于一种仅使用少量近似的解析方法,并以刀具路径文件作为加工表面的主要信息源。该方法考虑了球头刀五轴精加工过程中刀具的位置和方向,不受加工参数和刀具-工件材料耦合的影响。然而,为了得到与实验结果相当的结果,这种计算必须辅以机械方法。结果是一个模型,该模型在一个程序中实现,允许沿给定路径的切削力可视化。该程序易于应用于实际情况,可在加工软件中实现。
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引用次数: 0
Research on die steel after turning heat treatment of built-in actuation ultrasonically assisted turning system 内置驱动型超声辅助车削系统模具钢车削后热处理研究
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-14 DOI: 10.1177/09544054231179852
Weitai Huang, Yi-Siang Chen
In this research, a built-in actuated ultrasonically assisted turning (UAT) system was developed. The structure design and turning parameters of the system were optimized to improve its efficiency. Finite element analysis and robust design are used in the system structure design to optimize the system structure. The primary purpose of this optimization is to achieve the best tooltip vibration displacement of the system. When the natural frequency mode of the system is 23.7 kHz, the best-simulated tool tip vibration displacement for computer-aided engineering is 4.16 μm; at an input voltage of 100 V, it is 3.91 µm, the error percentage is 6.39%, and the accuracy is very high. Afterward, we conducted an optimization study on the turning parameters of heat-treated die steel. The best turning force is 8.658 N, the turning temperature is 354.9°C, and the surface roughness is 0.394 μm. Compared with conventional turning, our UAT system can reduce the turning force by 92.32%, the turning temperature by 30.43%, the surface roughness by 42.89%, and the tool wear by 95.22%. The comparison results show that our UAT system can significantly improve the efficiency of post-hot die steel turning.
在本研究中,开发了一种内置驱动超声辅助转弯系统。优化了系统的结构设计和车削参数,提高了系统的工作效率。在系统结构设计中采用有限元分析和稳健设计对系统结构进行优化。此优化的主要目的是实现系统的最佳工具提示振动位移。当系统固有频率为23.7 kHz时,计算机辅助工程模拟的最佳刀尖振动位移为4.16 μm;在输入电压为100 V时,误差为3.91µm,误差百分比为6.39%,精度很高。随后,对热处理模具钢的车削参数进行了优化研究。最佳车削力为8.658 N,车削温度为354.9℃,表面粗糙度为0.394 μm。与传统车削系统相比,UAT系统车削力降低92.32%,车削温度降低30.43%,表面粗糙度降低42.89%,刀具磨损降低95.22%。对比结果表明,该系统能显著提高模具钢热后车削效率。
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引用次数: 1
Wear prediction of BTA drill based on finite element method for drilling laminated Inconel 625 deposited metal and FeCr alloy material 基于有限元法的英科乃尔625层合沉积金属与铁铁合金材料BTA钻头磨损预测
IF 2.6 3区 工程技术 Q3 ENGINEERING, MANUFACTURING Pub Date : 2023-06-10 DOI: 10.1177/09544054231179278
Qinghe Guan, Yong Lu, Qiushi Li, Jining Li, Zhenchi Wang
This study investigated the wear prediction of BTA drills for laminated Inconel 625 deposited metal and FeCr alloy materials using 3D finite element modelling. High interface temperature owing to increased cutting speed enhances the abrasive wear mechanism of Inconel 625, while FeCr alloy exhibits a predominantly adhesive wear mechanism. The interface temperature and normal pressure required as inputs for tool-wear prediction were obtained using response surface methodology (RSM), which was developed by combining the central composite design (CCD) with finite element method simulation. This approach significantly improved the computational efficiency and provides accurate predictions with the calibrated friction model. A modified Usui wear model was established considering the sensitivity of temperature to wear rate for Inconel 625. A significant improvement in prediction accuracy was observed compared with the original Usui equation. The proposed tool-wear prediction model was validated through experimental tests. The maximum predicted flank wear width deviations for the outer and intermediate edges of BTA drill were 2% and 7%, respectively. The results demonstrate the effectiveness of the proposed BTA drill wear-prediction approach for laminated materials with different wear characteristics, providing theoretical guidance for cutting-parameter optimisation and tool-replacement strategies.
本研究利用三维有限元模型研究了叠层Inconel 625沉积金属和FeCr合金材料的BTA钻头的磨损预测。切削速度的提高导致界面温度升高,强化了Inconel 625的磨粒磨损机制,而FeCr合金则以黏着磨损为主。将中心复合设计(CCD)与有限元模拟相结合,开发了响应面法(RSM),得到了作为刀具磨损预测输入的界面温度和常压。该方法显著提高了计算效率,并对标定后的摩擦模型提供了准确的预测。考虑温度对Inconel 625磨损率的敏感性,建立了改进的Usui磨损模型。与原Usui方程相比,预测精度有显著提高。通过实验验证了所提出的刀具磨损预测模型。BTA钻头外边缘和中间边缘的最大预测侧面磨损宽度偏差分别为2%和7%。结果表明,BTA钻头磨损预测方法对具有不同磨损特性的层合材料是有效的,为切削参数优化和刀具更换策略提供了理论指导。
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引用次数: 0
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Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture
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