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Digital twin-driven decision support system for opportunistic preventive maintenance scheduling in manufacturing 制造业机会性预防性维修调度的数字双驱动决策支持系统
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.060
Anis Assad Neto , Bruna Sprea Carrijo , João Guilherme Romanzini Brock , Fernando Deschamps , Edson Pinheiro de Lima

Preventive maintenance interventions are scheduled in industrial systems to prevent machine failures and breakdowns, which are associated with the incurrence of repair, unavailability, and quality-related costs. The execution of such interventions, however, generally represents a penalty to a manufacturing system’s production throughput due to machine interruption requirements. By the use of a digital twin architecture, we develop a decision support system to schedule preventive maintenance interventions with the aim of minimizing production throughout penalties via the exploitation of real-time opportunities such as supply shortages, momentary machine idleness or machine breakdowns. The decision support system has its application demonstrated by a case in a furniture manufacturer in the State of Santa Catarina – Brazil.

预防性维护干预是在工业系统中安排的,以防止机器故障和故障,这些故障和故障与维修、不可用和质量相关成本的发生有关。然而,由于机器中断需求,此类干预措施的执行通常意味着对制造系统的生产吞吐量的惩罚。通过使用数字孪生架构,我们开发了一个决策支持系统来安排预防性维护干预措施,目的是通过利用实时机会(如供应短缺、机器暂时闲置或机器故障),在整个处罚期间最大限度地减少产量。该决策支持系统以巴西圣卡塔琳娜州的一家家具制造商为例进行了应用验证。
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引用次数: 9
A systematic approach for planning, analyzing and evaluating internal material provision 有计划、分析和评估内部物资供应的系统方法
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.061
Meike Herbert , Pascal Heinlein , Jens Fürst , Jörg Franke

Efficient material supply is a key requirement for production and assembly processes, but the related planning process is complex due to different factors influencing internal material provision. Different strategies and techniques for storage, order picking and transportation of components as well as for material flow control exist. In this paper, a holistic approach for planning, analyzing and evaluating internal material provision is introduced, influencing factors are revealed and a brief planning guideline is presented. An evaluation approach is pointed out based on qualitative, quantitative and monetary aspects. Finally, the planning approach is applied in a specific use case analyzing different planning variants such as line stocking, kitting and a hybrid solution for material provision at assembly stations in medical technology industry.

高效的材料供应是生产和装配过程的关键要求,但由于影响内部材料供应的各种因素,相关的规划过程是复杂的。不同的策略和技术的存储,拣货和运输组件以及物料流控制存在。本文介绍了一种综合规划、分析和评价内部物资供应的方法,揭示了影响因素,并提出了简要的规划指导方针。从定性、定量和货币三个方面提出了评价方法。最后,将规划方法应用于一个特定的用例中,分析了不同的规划变体,例如医疗技术行业装配站的生产线库存、配套和混合解决方案。
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引用次数: 0
Development of a Morphological Box to Describe Worker Assistance Systems in Manufacturing 描述制造业工人援助系统的形态盒的发展
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.024
Lennart Späker, Benedikt G. Mark, Erwin Rauch

This paper focuses on the complex selection process of worker assistance systems for human-centered manufacturing systems. Due to rising complexity of products and processes in the manufacturing sector, as well as changing work environments, the choice for suitable support systems on the shop floor becomes more difficult. The selection of worker assistance systems is yet not well studied and there is a lack in scientifically based methodologies to assist designers of manufacturing systems in this process. In this work we identify a broad variety of influencing attributes for selecting the most appropriate worker assistance systems depending on each individual field of application. These attributes are building the ground for the development of a morphological box to facilitate the selection process of worker assistance systems. The proposed procedure to use the morphological box is finally explained with a practical example.

本文主要研究以人为中心的制造系统中工人辅助系统的复杂选择过程。由于制造业产品和工艺的日益复杂,以及工作环境的不断变化,在车间选择合适的支持系统变得更加困难。工人辅助系统的选择尚未得到很好的研究,并且在这一过程中缺乏科学的方法来帮助制造系统的设计者。在这项工作中,我们根据每个单独的应用领域确定了选择最合适的工人辅助系统的各种影响属性。这些属性正在为形态盒的发展奠定基础,以促进工人援助系统的选择过程。最后以实例说明了该方法的应用过程。
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引用次数: 2
Optimizing the metastability of high-strength ultrafine grained microstructure from large strain machining 大应变加工中高强度超细晶组织亚稳态优化
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.035
Sepideh Abolghasem , Luis Felipe Hernández Rivera , Shashank Shekhar

Ultrafine-grained (UFG) microstructure of Cu processed by large strain machining (LSM) is explored in order to create highly refined grain structures to achieve the highest strength while postponing the available nuclei for future recrystallization. The optimum solution is obtained theoretically using the Strength Pareto Evolutionary Algorithm (SPEA) and empirically using LSM. The thermal stability of the optimal solution is verified across the comparable LSM conditions using isothermal annealing curve. We also studied the kinetics of crystallization on the optimal solution using the Johnson–Mehl–Avrami–Kolmogorov (JMAK) theory. The optimal solution encountered leads to the latest time for the point where hardness start decline among a comparable sample conditions and lower the rate constant (1/τ) among LSM conditions.

研究了大应变加工(LSM) Cu的超细晶(UFG)微观结构,以形成高度细化的晶粒组织,从而获得最高的强度,同时推迟了未来再结晶的可用核。理论上采用强度帕累托进化算法(SPEA),实证上采用LSM算法。利用等温退火曲线验证了最优解在可比LSM条件下的热稳定性。我们还利用JMAK理论研究了最优溶液的结晶动力学。遇到的最优解导致在可比样品条件下硬度开始下降的最迟时间,并且在LSM条件下速率常数(1/τ)较低。
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引用次数: 0
Application and role of ergonomic innovations in small and medium-sized enterprises 人机工程学创新在中小企业中的应用与作用
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.071
Aleksandra Dewicka-Olszewska

Active involvement of entrepreneurs in the development and implementation of innovations is associated with the ability to use all external and internal human, material, capital and information resources, and this is associated with innovative maturity. This is determined by the level of organizational culture that uses the entrepreneurial sense, creativity and other abilities to create and implement innovations, including ergonomic innovations. Ergonomic innovations integrate the achievements of many sciences humanizing the work and life environment so that they are friendly to the psychophysical needs of the user. Small and mediumsized enterprises play an extremely important role in the Polish economy (enterprises in the territory of the Republic of Poland), constituting a strong group of 99.8% of all economic entities operating on the market. In this article, qualitative studies of ergonomic innovations have been made on the basis of complex online and paper surveys. The results of the conducted research and analyzes on ergonomic innovations can be assessed both in the substantive and utilitarian level, and the value of the article is its contribution to the development of innovation management.

企业家积极参与创新的开发和实施与利用所有外部和内部人力、物力、资本和信息资源的能力有关,这与创新成熟度有关。这是由组织文化的水平决定的,它利用企业家意识、创造力和其他能力来创造和实施创新,包括人体工程学创新。人体工程学的创新融合了许多科学的成果,使工作和生活环境人性化,使它们对用户的心理和生理需求友好。中小型企业在波兰经济中发挥着极其重要的作用(波兰共和国境内的企业),构成了一个强大的集团,占市场上所有经济实体的99.8%。在本文中,在复杂的在线和书面调查的基础上,对人机工程学创新进行了定性研究。对人体工程学创新的研究分析结果可以从实体性和功利性两个层面进行评价,本文的价值在于其对创新管理发展的贡献。
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引用次数: 0
Education and training of manufacturing and supply chain processes using business simulation games 利用商业模拟游戏对制造和供应链流程进行教育和培训
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.10.076
Roland Schmuck

Various studies confirm the positive outcomes of business simulation games, which can be effectively used in the education of manufacturing and supply chain processes. The use of them in education increases business knowledge, causes better understanding of business processes, improves decision making, problem-solving, and interpersonal communication skills. General business simulation games with manufacturing functions included are described briefly. Twenty-two specialized manufacturing and supply chain simulations are discussed in detail showing their features and decision-making possibilities. The study is useful for educators, trainers, and companies looking for practical learning methods. The discussion of the games gives them an opportunity to better understand available business simulations and be able to choose the appropriate one for their expected learning outcomes.

各种研究证实了商业模拟游戏的积极成果,它可以有效地用于制造和供应链流程的教育。在教育中使用它们可以增加业务知识,使人们更好地理解业务流程,提高决策、解决问题和人际沟通技巧。简要介绍了包含制造功能的一般商业模拟游戏。详细讨论了22个专业制造和供应链仿真,展示了它们的特点和决策可能性。这项研究对寻找实用学习方法的教育工作者、培训师和公司都很有用。对游戏的讨论使他们有机会更好地理解现有的商业模拟,并能够根据他们预期的学习结果选择合适的模拟。
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引用次数: 8
Dimensional Analysis 量纲分析
Pub Date : 2021-01-01 DOI: 10.1036/1097-8542.196000
Jeffrey H Williams
Geometry has surprising consequences for the behaviour of matter. Living in three dimensions, we’re familiar with liquids that abruptly freeze into solids, or crystals under pressure that suddenly alter their molecular structures. Confine the same materials within a narrow, roughly one-dimensional (1D) wire, and everything changes. In one dimension, molecular interactions can’t overcome the disrupting influence of noise to create long-range order; liquids won’t freeze at any temperature. We know this from the theory of critical phenomena, which also reveals why geometry is so important — in effect, it controls the crucial supply lines for the forces of order in their battle against disrupting noise. In one dimension, one end of a chain can influence the other end only by interactions transmitted directly along the chain, so any disruption is necessarily ‘in the way’ and destroys the linking of behaviour in distant parts. In two or more dimensions, multiple paths connect any two points, and the number of possible paths grows rapidly with increasing dimension. Order then emerges out of chaos more readily. Clearly, all this has more to do with simple geometry than physics, and unsurprisingly its implications are evident elsewhere. A good example arises in evolutionary theory, especially in the effort to extend classical population genetics beyond the simplifying assumptions of early theorists such as Motoo Kimura or Ronald Fisher. They were mostly limited to studying evolution in ‘well mixed’ populations, in which each individual interacts in equal likelihood with any other, such as bacteria interacting in a well-stirred liquid. This assumption makes the maths easier, but is rarely, if ever, true in reality. Organisms often don’t move around enough to interact with more than a small fraction of others that live nearby. More generally, evolution itself, or the environment, frequently stirs up spatial structure by sorting genetic types preferentially into some regions, thereby strongly skewing subsequent interactions away from the well-mixed ideal. What does this have to do with dimension? As several researchers have recently noted, such departures from the well-mixed ideal frequently arise in situations in which evolution works in a lower-dimensional setting. In physics, ‘well mixed’ translates more or less as ‘mean field’, and mean field theory works well above a certain critical dimension, where noise and fluctuations have less influence. Below this dimension, we also know, it can be wildly inaccurate. One of the most common situations, as Kirill Korolev et al. discuss (Rev. Mod. Phys. 82, 1691–1718; 2010), emerges out of the expansion of a population. Say a bacterial colony is expanding by growth into a new food source. In the simplest picture of roughly circular surface growth, individuals at the expanding front exist in a roughly 1D world; they’re almost certainly the offspring of other individuals living in the same front. Experiments show that
几何学对物质的行为有着惊人的影响。生活在三维空间中,我们熟悉液体突然冻结成固体,或者在压力下突然改变分子结构的晶体。将相同的材料限制在一个狭窄的,大致一维(1D)的电线中,一切都改变了。在一维中,分子间的相互作用不能克服噪声的干扰影响而产生长程有序;液体在任何温度下都不会结冰。我们从临界现象理论中知道这一点,这也揭示了为什么几何如此重要——实际上,它控制着秩序力量对抗干扰噪音的关键补给线。在一个维度中,链的一端只能通过直接沿着链传递的相互作用来影响另一端,因此任何破坏都必然是“拦路”,并破坏远距离部分之间的行为联系。在二维或多维空间中,有多条路径连接任意两个点,并且可能路径的数量随着维度的增加而迅速增加。这样,秩序就更容易从混乱中出现。显然,所有这些都与简单的几何有关,而不是物理,毫不奇怪,它的含义在其他地方也很明显。一个很好的例子出现在进化理论中,特别是在努力扩展经典种群遗传学,超越早期理论家如Motoo Kimura或Ronald Fisher的简化假设。他们大多局限于研究“混合良好”群体的进化,在这种群体中,每个个体与其他个体相互作用的可能性相等,比如细菌在搅拌良好的液体中相互作用。这种假设使数学计算更容易,但在现实中很少是正确的。生物通常不会到处移动,与附近的一小部分生物相互作用。更一般地说,进化本身或环境,经常通过将基因类型优先分类到某些区域来搅动空间结构,从而强烈地扭曲了随后的相互作用,使其远离混合良好的理想状态。这和维度有什么关系?正如几位研究人员最近指出的那样,这种与混合良好的理想的背离经常出现在进化在低维度环境中工作的情况下。在物理学中,“混合良好”或多或少可以翻译为“平均场”,而平均场理论在某个临界维度上工作得很好,在这个维度上噪声和波动的影响较小。我们也知道,在这个维度以下,它可能非常不准确。最常见的情况之一,正如Kirill Korolev等人所讨论的(Rev. Mod. Phys. 82, 1691-1718;2010年),出现了人口的扩张。比如说,一个细菌菌落正在通过生长扩展成一种新的食物来源。在最简单的大致圆形表面增长图中,扩张前沿的个体存在于一个大致为一维的世界中;它们几乎肯定是生活在同一前线的其他个体的后代。实验表明,在这种条件下,随机波动的增强功率会导致奇怪的效应,包括强烈的基因分离趋势。例如,Oskar Hallatschek等人研究了大肠杆菌和酿酒酵母在培养皿中的传播(Proc. Natl Acad. Sci.)。美国104,19926-19930;2007)。他们给每个微生物一个(选择性中性的)遗传类型——一个编码蛋白质的基因,具有两种不同的荧光光谱之一,这样他们就可以光学地检测细菌类型。有趣和典型的结果是,最初混合良好的50/50人口随着增长而逐渐分离,因此前线有明确定义的对应于两种类型的同质域。这种分离仅仅反映了在这个低维系统中随机波动的增强作用。生物学家早就知道,随机的基因变化(他们称之为基因“漂变”)在进化过程中具有强大的作用。以一个混合均匀的种群为例,50%是绿眼睛,50%是蓝眼睛,并将其分成25个个体的小亚种群:这个新群体可能仅凭统计波动就有80%是绿眼睛,这种不平衡可能会在新种群的进化中持续存在(因此,“创始人效应”一词是指与从小群体中播种新种群相关的遗传多样性的强烈丧失)。同样的效应也发生在人口扩张的维度上。基里尔·科罗廖夫(Kirill Korolev)和他的同事们分析地研究了这一现象,他们使用了一个“踏脚石”模型,将一维世界分解成小区域,每个区域都可以被认为是混合良好的(http://arxiv)。org/abs/0904.4625;2009)。每个地区都受到突变、选择、基因漂变的影响,邻近地区之间也存在迁移。他们的工作表明,个体的空间隔离(以两个中性等位基因为特征,正如刚刚描述的实验)发生在两个阶段。 在第一阶段,从混合良好的种群中出现可区分的域。然后,在第二阶段,这些区域的边界随机移动并在碰撞时湮灭;一些域消失了,而另一些域却在增长。这与混合良好的理想截然不同。正如Korolev等人指出的那样,其中一个有趣的结果是,这种自发的基因分离意味着自然选择只在这些区域边界附近发生作用,在这些区域边界附近,遗传上不同的个体存在于同一环境中。由于这些边界只涉及到极小部分的种群,所以在混合良好的种群中,具有进化上不利特征的等位基因可能会在单一种群中持续存在很长时间。这直接类比于物理学中低维系统中无序的增强持久性。这些结果之前已经在种群遗传学文献中得到了解决,但从物理学的角度来看可能是统一的。维度显然比我们天真地认为的更重要,正如物理学家在过去25年里所了解到的那样,大约有5万篇关于低维系统的论文发表。也许生物学界也在等待着类似的大爆发。正如在物理学中一样,低维的影响是破坏自然有序的影响。这种类型的影响也可以是更广泛的,不仅仅是在不断扩大的种群中——例如,一个种群生活在河岸上,或者局限于一些线性结构(草,其他生物的生物管,或相交的表面)。我们对这些后果的探索才刚刚开始。很可能这个维度在人类层面上也有影响。正如Korolev等人所指出的,他们所探索的基本模型与所谓的选民模型(voter model)有关,该模型与意见在人群中的传播有关。假设基本社会互动的维度并不是一种延伸。我们可能只是离行动太近而看不到它。❐
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引用次数: 16
Monitoring and Diagnosis of Multistage Manufacturing Processes Using Hierarchical Bayesian Networks 基于层次贝叶斯网络的多阶段制造过程监测与诊断
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.06.007
Partha Protim Mondal , Placid Matthew Ferreira , Shiv Gopal Kapoor , Patrick N Bless

In recent years, manufacturing systems have given rise to manufacturing big data due to the rapid developments in sensor and information technology and that has fueled data-driven research techniques towards addressing the issues in multistage quality control and diagnosis. In this paper, a unified framework with dual Hierarchical Bayesian Networks (HBNs) has been presented for simultaneous online process monitoring and fault diagnosis of a multistage manufacturing system. To achieve this, a novel AMDS (Absolute Mean Deviation of States) control chart has been developed for monitoring the unobserved inputs. The AMDS control chart is built on the AMDS statistic, which is calculated using the inferred states distribution generated utilizing the HBNs of the unobserved inputs. Discrete event simulation results of the two-stage process demonstrate that the methodology can successfully detect process changes and diagnose the root causes of the change. In addition, it can also identify the time at which the fault has occurred and the type (mean shift or variance change) and nature (step faults or slow drifts) of the change. The robustness of the proposed methodology is extensively tested against multiple randomly generated non-linear quadratic process models for two-stage systems.

近年来,由于传感器和信息技术的快速发展,制造系统产生了制造大数据,并推动了数据驱动的研究技术,以解决多阶段质量控制和诊断中的问题。本文提出了一种基于双层次贝叶斯网络的多阶段制造系统过程在线监测与故障诊断的统一框架。为了实现这一点,开发了一种新的AMDS(状态绝对平均偏差)控制图来监测未观察到的输入。AMDS控制图建立在AMDS统计量的基础上,该统计量是使用利用未观察到的输入的hbn生成的推断状态分布来计算的。两阶段过程的离散事件仿真结果表明,该方法能够成功地检测过程变化并诊断出变化的根本原因。此外,它还可以识别故障发生的时间以及变化的类型(平均位移或方差变化)和性质(阶跃故障或慢漂移)。针对两阶段系统的多个随机生成的非线性二次过程模型,对所提出方法的鲁棒性进行了广泛的测试。
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引用次数: 9
Optimizing the Expected Utility of Shape Distortion Compensation Strategies for Additive Manufacturing 增材制造中形状畸变补偿策略的预期效用优化
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.06.038
Nathan Decker, Qiang Huang

In the past two decades, the field of additive manufacturing (AM) has seen tremendous growth, especially in the production of functional parts. Unfortunately, improving the dimensional accuracy of these printed parts to the point where they can be used for a broad range of applications has proven challenging. Several methodologies to improve the dimensional accuracy of 3D printed parts have been proposed in the literature. One approach that has seen a considerable amount of work in recent years is product design adjustment based on predictive modeling. Under this approach, predictions of geometric deviations across the surface of a part are used to modify the shape of a part before printing so as to counteract or compensate for the predicted deviations. However, a majority of compensation methods aim at minimizing expected geometric and dimensional error, with a lack of consideration of cost and uncertainty. This study presents a new strategy based on multi-attribute utility theory to account for cost and inherent uncertainty associated with a compensation decision. By establishing manufacturer preferences and prior beliefs about the efficacy of a predictive model, the proposed decision-making strategy for compensation significantly increases the value of a given print to a manufacturer under simulated preferences.

在过去的二十年中,增材制造(AM)领域取得了巨大的发展,特别是在功能部件的生产方面。不幸的是,将这些打印部件的尺寸精度提高到可用于广泛应用的程度已被证明具有挑战性。文献中提出了几种提高3D打印零件尺寸精度的方法。近年来,基于预测建模的产品设计调整方法得到了相当多的研究。在这种方法下,对零件表面的几何偏差的预测用于在打印前修改零件的形状,以抵消或补偿预测的偏差。然而,大多数补偿方法的目的是最小化预期的几何和尺寸误差,缺乏对成本和不确定性的考虑。本文提出了一种基于多属性效用理论的补偿决策策略,以考虑与补偿决策相关的成本和内在不确定性。通过建立制造商偏好和对预测模型有效性的先验信念,所提出的补偿决策策略在模拟偏好下显著增加了给定印刷品对制造商的价值。
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引用次数: 2
Micromilling-induced Surface Integrity of Porous Additive Manufactured Ti6Al4V Alloy 微铣削诱导多孔添加剂制备Ti6Al4V合金的表面完整性
Pub Date : 2021-01-01 DOI: 10.1016/j.promfg.2021.06.041
Vinay Varghese , Soham Mujumdar

Surface integrity refers to the condition of the workpiece surface modified by a manufacturing process. Surface integrity plays an equally important role in the functional performance and quality of the components as the dimensional accuracy, especially for applications such as load-bearing components and energy absorbers. With the rise in additive manufacturing technologies, the components where surface characteristics play an important role are being manufactured by a combination of additive manufacturing process followed by a finishing process. A secondary finishing process such as machining is essential for components produced by additive manufacturing or powder metallurgy as these processes exhibit poor surface finish, dimensional inaccuracies, and other internal/surface defects such as porosity. High strain rates and cutting temperatures involved in the machining process affect the surface characteristics of the machined component. It is envisaged that the cutting mechanism of porous parts produced by additive manufacturing could be significantly different from that of the continuous material. Therefore, the machining parameters, depending on their interaction with the inherent part porosity, could give rise to different surface characteristics and could be critical in determining the functional performance of the part. This work investigates the effect of micro-machining on the surface integrity and cutting force of additive manufactured Ti6Al4V alloy. Experiments are carried out at different levels of porosity and depth of cut to explore their effects on the cutting force, roughness, micro-hardness, residual stress of the resulting surface. It is seen that the mean cutting force was minimum during machining of porous materials and was maximum during machining of continuous materials. As the depth of cut increased, cutting force increased for continuous and porous materials. Whereas cutting force decreased as the porosity increased and was minimum during machining of most porous material (46 % porous). The surface finish was better for wrought alloy compared to additively manufactured Ti6Al4V alloy. As the porosity increased, the surface finish reduced initially and improved later.

表面完整性是指工件表面经过制造工艺修饰后的状况。表面完整性在组件的功能性能和质量方面发挥着与尺寸精度同等重要的作用,特别是对于承重组件和能量吸收器等应用。随着增材制造技术的兴起,表面特性发挥重要作用的部件正在通过增材制造工艺和精加工工艺的结合来制造。二次精加工(如机械加工)对于增材制造或粉末冶金生产的部件是必不可少的,因为这些工艺表现出表面光洁度差、尺寸不精确和其他内部/表面缺陷(如气孔)。加工过程中涉及的高应变率和切削温度会影响被加工部件的表面特性。可以设想,通过增材制造生产的多孔部件的切割机制可能与连续材料的切割机制有很大不同。因此,加工参数取决于它们与固有零件孔隙率的相互作用,可能产生不同的表面特征,并且可能是决定零件功能性能的关键。研究了微加工对增材制造Ti6Al4V合金表面完整性和切削力的影响。在不同的孔隙度和切削深度下进行实验,探讨它们对切削力、粗糙度、显微硬度和残余应力的影响。可以看出,加工多孔材料时平均切削力最小,加工连续材料时平均切削力最大。对于连续和多孔材料,随着切削深度的增加,切削力增大。而切削力随着孔隙度的增加而减小,在大多数多孔材料(46%多孔)的加工过程中切削力最小。变形合金的表面光洁度优于增材制造的Ti6Al4V合金。随着孔隙率的增加,表面光洁度先降低后提高。
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引用次数: 7
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Procedia manufacturing
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