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An inline point-tracking approach for the real-time monitoring of the free-form bending process 用于实时监控自由曲面弯曲过程的在线点跟踪方法
IF 3.9
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-11-01 Epub Date: 2024-08-22 DOI: 10.1016/j.aime.2024.100150
Lorenzo Scandola, Viktor Böhm, Daniel Maier, Jeremias Tschannerl, Florian Steinlehner, Christoph Hartmann, Wolfram Volk
{"title":"An inline point-tracking approach for the real-time monitoring of the free-form bending process","authors":"Lorenzo Scandola,&nbsp;Viktor Böhm,&nbsp;Daniel Maier,&nbsp;Jeremias Tschannerl,&nbsp;Florian Steinlehner,&nbsp;Christoph Hartmann,&nbsp;Wolfram Volk","doi":"10.1016/j.aime.2024.100150","DOIUrl":"10.1016/j.aime.2024.100150","url":null,"abstract":"<div><p>In order to make free-form bending a process of choice for the manufacturing of structural components, a robust strategy for process monitoring is required. Although the technology is particularly suitable for the production of bending components with variable and complex geometry, fluctuations in the process conditions, as well as in the quality of the semi-finished products can results in geometrical deviations from the target geometry. Currently, the quality assessment of the bent components can be done only offline by random sampling, with a considerable time and cost effort. In this contribution, a real-time process monitoring is realised and applied to free-form bending for the first time. First of all, an inline strategy based on single-point tracking for the assessment of the geometry is investigated through an extensive numerical sensitivity analysis. Successively, the method is implemented experimentally and validated with real tests. Finally, a small-batch series of deviating components is produced, and the developed strategy is adopted to perform a real-time process monitoring. The study highlights the potential of an inline measurement strategy for the process monitoring in free-form bending, and its advantages compared to the current offline methods.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"9 ","pages":"Article 100150"},"PeriodicalIF":3.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000151/pdfft?md5=5e481947cae14eb5983b1e08aef6868c&pid=1-s2.0-S2666912924000151-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142089526","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental and analytical ways of finding the function of the maximum accumulated damage under operating modes with overloads 超载运行模式下最大累积损伤函数的实验和分析方法
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-02-10 DOI: 10.1016/j.aime.2024.100137
S. Belodedenko , O. Hrechanyі , V. Hanush , Y. Izhevskyi
{"title":"Experimental and analytical ways of finding the function of the maximum accumulated damage under operating modes with overloads","authors":"S. Belodedenko ,&nbsp;O. Hrechanyі ,&nbsp;V. Hanush ,&nbsp;Y. Izhevskyi","doi":"10.1016/j.aime.2024.100137","DOIUrl":"https://doi.org/10.1016/j.aime.2024.100137","url":null,"abstract":"<div><p>The problem of overloading was characterized as a factor of load history in the modern resource assessment methodology. The signs by which a loading cycle can be considered an overload were defined. A correlation was obtained between the failure mechanics approach and the damage accumulation approach to survivability prediction. An experimental and analytical method of its adjustment has been developed based on the regularities of the impact of loads on the accumulated damage. Its use in obtaining models of damage accumulation in 40Cr and 35CrMnSi steels was shown. New experimental data were obtained on the behavior of the accumulated damage function in the stress localization zones during bending, and an explanation of its non-monotonicity under the influence of operational factors was found.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100137"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000023/pdfft?md5=4bbfeecbcc4d52cc4da8642cdf268e02&pid=1-s2.0-S2666912924000023-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139738215","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Monitoring the evolution of dimensional accuracy and product properties in property-controlled forming processes 在性能控制成形过程中监测尺寸精度和产品性能的演变
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2023-11-11 DOI: 10.1016/j.aime.2023.100133
Sophie Charlotte Stebner , Juri Martschin , Bahman Arian , Stefan Dietrich , Martin Feistle , Sebastian Hütter , Rémi Lafarge , Robert Laue , Xinyang Li , Christopher Schulte , Daniel Spies , Ferdinand Thein , Frank Wendler , Malte Wrobel , Julian Rozo Vasquez , Michael Dölz , Sebastian Münstermann
{"title":"Monitoring the evolution of dimensional accuracy and product properties in property-controlled forming processes","authors":"Sophie Charlotte Stebner ,&nbsp;Juri Martschin ,&nbsp;Bahman Arian ,&nbsp;Stefan Dietrich ,&nbsp;Martin Feistle ,&nbsp;Sebastian Hütter ,&nbsp;Rémi Lafarge ,&nbsp;Robert Laue ,&nbsp;Xinyang Li ,&nbsp;Christopher Schulte ,&nbsp;Daniel Spies ,&nbsp;Ferdinand Thein ,&nbsp;Frank Wendler ,&nbsp;Malte Wrobel ,&nbsp;Julian Rozo Vasquez ,&nbsp;Michael Dölz ,&nbsp;Sebastian Münstermann","doi":"10.1016/j.aime.2023.100133","DOIUrl":"10.1016/j.aime.2023.100133","url":null,"abstract":"<div><p>As recent trends in manufacturing engineering disciplines show a clear development in the sustainable as well as economically efficient design of forming processes, monitoring techniques have been gaining in relevance. In terms of monitoring of product properties, most processes are currently open-loop controlled, entailing that the microstructure evolution, which determines the final product properties, is not considered. However, a closed-loop control that can adjust and manipulate the process actuators according to the required product properties of the component will lead to a considerable increase in efficiency of the processes regarding resources and will decrease postproduction of the component. For most forming processes, one set of component dimensions will result in a certain set of product properties. However, to successfully establish closed-loop property controls for the processes, a systematic understanding of the reciprocity of the dimensions after forming and final product properties must be established. This work investigates the evolution of dimensional accuracy as well as product properties for a series of forming processes that utilize different degrees of freedom for process control.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100133"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912923000223/pdfft?md5=357d157fd36e1be8e4f6d4b888800fd0&pid=1-s2.0-S2666912923000223-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135671180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lateness in production systems - In a nutshell: How to determine the causes of lateness at work systems? 生产系统中的迟到——简而言之:如何确定工作系统中迟到的原因?
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2023-11-07 DOI: 10.1016/j.aime.2023.100132
Alexander Mütze, Tobias Hiller, Peter Nyhuis
{"title":"Lateness in production systems - In a nutshell: How to determine the causes of lateness at work systems?","authors":"Alexander Mütze,&nbsp;Tobias Hiller,&nbsp;Peter Nyhuis","doi":"10.1016/j.aime.2023.100132","DOIUrl":"10.1016/j.aime.2023.100132","url":null,"abstract":"<div><p>Adherence to customer due dates is the yardstick for the performance of manufacturing companies. In the era of same-day delivery, consumers expect reliable delivery of ordered goods and short delivery times. Also, in the field of business-to-business supply, it is evident that adherence to delivery dates is a fundamental logistical objective for companies. Contract manufacturers, in particular, are confronted with significant challenges: strong fluctuations in customer demand, shorter requested delivery times, and high competitive pressure require appropriate organisation, planning and control of production. However, companies often miss their schedule reliability targets and fail to identify the right causes for these failures. This raises the question of what factors influence the failure to meet schedule reliability targets, how to identify such factors, and what options are available to counteract them. This contribution addresses this issue and focuses on ways to analyse the emerging lateness at work systems in production areas as a deviation of the actual form the planned throughput time. We present existing approaches to analysing the lateness behaviour at work systems and extend the current theory of logistical modelling to determine the three drivers of the so-called relative lateness – planning influences, variance of work-in-process (WIP) and sequence deviations – at work systems systematically. Through this analysis, we enable the practical applicator to initiate target-oriented countermeasures to improve the schedule reliability of their work systems with acceptable analysis expenditure.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100132"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912923000211/pdfft?md5=922e597f1cedb5793cce759943d95376&pid=1-s2.0-S2666912923000211-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135510683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of argon, helium, and their mixtures on the powder bed fusion of an Al–Cu–Li–Ti alloy using a laser beam: Evaporation, microstructure, and mechanical properties 氩气、氦气及其混合物对使用激光束的铝-铜-锂-钛合金粉末床熔化的影响:蒸发、微观结构和机械性能
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-05-14 DOI: 10.1016/j.aime.2024.100142
Siegfried Baehr , Graham Matheson , Thomas Ammann , Peter Mayr , Michael F. Zaeh
{"title":"Influence of argon, helium, and their mixtures on the powder bed fusion of an Al–Cu–Li–Ti alloy using a laser beam: Evaporation, microstructure, and mechanical properties","authors":"Siegfried Baehr ,&nbsp;Graham Matheson ,&nbsp;Thomas Ammann ,&nbsp;Peter Mayr ,&nbsp;Michael F. Zaeh","doi":"10.1016/j.aime.2024.100142","DOIUrl":"10.1016/j.aime.2024.100142","url":null,"abstract":"<div><p>The role of the inert processing gas during the powder bed fusion of metals using a laser beam (PBF-LB/M) is to prevent oxidation and remove process by-products, such as metal vapor and spatter particles. The present study aims to unveil additional impacts of using argon (Ar), helium (He), and two mixtures thereof as the processing gas on the material properties of a high-strength Al–Cu–Li–Ti alloy fabricated by PBF-LB/M. The part density, microstructure, static tensile properties, and volatile element evaporation were characterized as functions of the processing gas. Decreased porosity levels and increased melt penetration depths were found across a range of processing parameters when increasing the fraction of He in Ar indicating a more stable process and melt pool dynamics. A trend towards increasing yield and ultimate tensile strength was also observed and was attributed to a slightly refined grain size when processing under He-containing gases. The process gas had no significant influence on the evaporation of alloying constituents in the material. Overall, several advantages of using He-containing process gases over pure Ar in PBF-LB/M are demonstrated and discussed.</p><p>© 2017 Elsevier Inc. All rights reserved.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100142"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000072/pdfft?md5=aff562af69ea079e3d147f2748fa39b0&pid=1-s2.0-S2666912924000072-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141033322","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of changing loading directions on damage in sheet metal forming 改变加载方向对金属板材成型损伤的影响
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-03-12 DOI: 10.1016/j.aime.2024.100139
Philipp Lennemann, Yannis P. Korkolis, A. Erman Tekkaya
{"title":"Influence of changing loading directions on damage in sheet metal forming","authors":"Philipp Lennemann,&nbsp;Yannis P. Korkolis,&nbsp;A. Erman Tekkaya","doi":"10.1016/j.aime.2024.100139","DOIUrl":"https://doi.org/10.1016/j.aime.2024.100139","url":null,"abstract":"<div><p>The impact of the stress state on damage evolution, fracture behavior, and product performance is well understood for proportional loading. However, many complex sheet forming operations involve non-proportional loading, which affect the material's hardening and fracture characteristics. This study investigates the influence of a loading direction change on damage evolution in a dual phase steel DP800. Specimens are pre-strained by tensile tests and subsequently loaded in either the same or orthogonal direction to the initial pre-strain direction by additional tensile tests and bending tests. Damage quantification by scanning electron microscopy reveals lower damage evolution after an orthogonal change of loading direction in contrast to monotonic loading directions. The load paths, defined as a history of triaxiality and Lode parameter during loading, are identified numerically under consideration of kinematic hardening. Since kinematic hardening leads to higher triaxialities after orthogonal changes, the load path is not the dominant influence on damage. A possible explanation for the experimental results is the void characteristics after tensile load. After the pre-straining in tensile test, voids are oriented orthogonally to the tensile direction and located between hard martensitic phases. The influence of this morphology on subsequent void growth is illustrated by a simulation verifying that an orthogonal change of loading direction results in void shrinkage, while monotonic loading directions lead to further void growth.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100139"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000047/pdfft?md5=4432d5fcfd820add5cec954fcb393ee3&pid=1-s2.0-S2666912924000047-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140181241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A gear grinding allowance stochastic simulation model 磨齿余量随机模拟模型
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2023-12-04 DOI: 10.1016/j.aime.2023.100135
Natalia Lishchenko , Vasily Larshin , Garret O'Donnell
{"title":"A gear grinding allowance stochastic simulation model","authors":"Natalia Lishchenko ,&nbsp;Vasily Larshin ,&nbsp;Garret O'Donnell","doi":"10.1016/j.aime.2023.100135","DOIUrl":"https://doi.org/10.1016/j.aime.2023.100135","url":null,"abstract":"<div><p>The paper proposes a method and technique that allow, using a minimum sample (3 units) from a batch (30 units) of real gears, to obtain stochastic information about the actual distribution of the gear grinding allowance both on the left and right flanks of the gear gaps for all gears in the batch. The proposed gear grinding allowance stochastic model is based on the representation of the distribution of the gear grinding allowance along the gear periphery as a superposition of a sinusoidal component with a random amplitude and a random component of the white noise type. The conditions for the equivalence of the stochastic characteristics of real (measured) and virtual (not actually measured) gears are formulated, namely the ratio between the amplitude of the sinusoidal component and the average amplitude of the high-frequency harmonic components of the gear grinding allowance distribution along the gear periphery. The gear grinding allowance stochastic model adjusted according to the proposed method makes it possible to predict the distribution of the gear grinding allowance on the left and right flanks of the gear gaps for a batch of gears and, taking into account the information obtained (replacing the experimental data), both evaluate the existing technology and optimize the gear grinding allowance value. As a result, it becomes possible to assess the quality of the technological process of manufacturing the gear, taking into account the effect random deformations to gear grinding allowance at the stage of their heat treatment (hardening), which is performed before the gear grinding operation. In turn, optimization of the grinding allowance (based on its actual distribution along the periphery of the gear) makes it possible to reduce both defects in burns (with increased allowance) and defects in unground teeth (with insufficient allowance).</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100135"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912923000247/pdfft?md5=a8f1beddc03f66f0213b633fa4339783&pid=1-s2.0-S2666912923000247-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138550218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical analysis of the dependence of damage on friction during deep drawing of asymmetric geometries 非对称几何体拉深过程中损伤与摩擦力关系的数值分析
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-01-09 DOI: 10.1016/j.aime.2024.100136
Martina Müller , Lars Uhlmann , Tim Herrig , Thomas Bergs
{"title":"Numerical analysis of the dependence of damage on friction during deep drawing of asymmetric geometries","authors":"Martina Müller ,&nbsp;Lars Uhlmann ,&nbsp;Tim Herrig ,&nbsp;Thomas Bergs","doi":"10.1016/j.aime.2024.100136","DOIUrl":"10.1016/j.aime.2024.100136","url":null,"abstract":"<div><p>The manufacturing of three-dimensional sheet metal components, such as car body parts, heavily relies on deep drawing. With the increasing demand for lightweight measures in the automotive industry due to CO<sub>2</sub> limitation requirements, various methods are currently employed to reduce the weight of deep drawn components. However, these methods often overlook the potential for influencing the stress-strain dependent damage state within the component, even though it can greatly affect its performance in subsequent applications, and thus offers lightweight potentials. Friction between the deep drawing tools and the sheet metal is a key factor influencing the stress-strain state, and hence, represents a lever that can be utilized to manipulate the damage state in the component. This paper focuses on the numerical analysis of the dependence of damage on friction during deep drawing. Therefore, a rectangular geometry with an asymmetrical material flow is numerically investigated. A friction ratio is introduced with different constant friction coefficients for the corner of the tools and the straight sides. The established load paths at a chosen reference point are then considered in the form of selected stress and strain characteristics and the numerically predicted damage state is compared. The results are used to derive a recommended friction ratio that leads to less damage in the corner of the geometry. Afterwards strip drawing tool surfaces are modified to manipulate their friction properties using machine hammer peening. Subsequently, the influence of the structures of the strip drawing tool surfaces is quantified using strip drawing tests. The identified contact normal stress dependent friction coefficients are then implemented in the numerical simulation and the established numerical predicted damage state is examined to gain a more comprehensive understanding of how the friction ratio and the structure of the tool surfaces influence the damage state.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100136"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000011/pdfft?md5=1d07bc30d93fc2aabad1e7c24620e132&pid=1-s2.0-S2666912924000011-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139454335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introducing a novel sheet test specimen for biaxial stretching under uniaxial loading 引入一种新型薄片试样,用于单轴加载下的双轴拉伸试验
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-04-19 DOI: 10.1016/j.aime.2024.100141
Rui F.V. Sampaio , João P.M. Pragana , Ivo M.F. Bragança , Carlos M.A. Silva , Paulo A.F. Martins
{"title":"Introducing a novel sheet test specimen for biaxial stretching under uniaxial loading","authors":"Rui F.V. Sampaio ,&nbsp;João P.M. Pragana ,&nbsp;Ivo M.F. Bragança ,&nbsp;Carlos M.A. Silva ,&nbsp;Paulo A.F. Martins","doi":"10.1016/j.aime.2024.100141","DOIUrl":"https://doi.org/10.1016/j.aime.2024.100141","url":null,"abstract":"<div><p>This paper introduces a novel sheet test specimen that plastically deforms under biaxial stretching when subjected to uniaxial loading in conventional testing machines. The specimen was designed using finite element simulation and consists of a two-dimensional reticular structure with interconnected arms in the form of triangles that converge at the center and are connected to full-width sheets at the specimen's ends. Accumulation of damage at the center is ensured through spherical cups that are milled at opposite sheet surfaces. Experimental strain loading paths obtained by digital image correlation confirm the capability of the novel sheet test specimen to provide biaxial stretching strain paths. This is achieved under friction-independent conditions and without requiring complicated multiaxial setups and machines, provided appropriate values of the inner and outer angles of the interconnected arms are used.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100141"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000060/pdfft?md5=98940409f74ef8374bb314240fca8459&pid=1-s2.0-S2666912924000060-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140638307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
G-code evaluation in CNC milling to predict energy consumption through Machine Learning 通过机器学习评估数控铣削中的 G 代码以预测能耗
Advances in Industrial and Manufacturing Engineering Pub Date : 2024-05-01 Epub Date: 2024-04-07 DOI: 10.1016/j.aime.2024.100140
Anna-Maria Schmitt , Eddi Miller , Bastian Engelmann , Rafael Batres , Jan Schmitt
{"title":"G-code evaluation in CNC milling to predict energy consumption through Machine Learning","authors":"Anna-Maria Schmitt ,&nbsp;Eddi Miller ,&nbsp;Bastian Engelmann ,&nbsp;Rafael Batres ,&nbsp;Jan Schmitt","doi":"10.1016/j.aime.2024.100140","DOIUrl":"https://doi.org/10.1016/j.aime.2024.100140","url":null,"abstract":"<div><p>Computerized Numeric Control (CNC) plays an essential role in highly autonomous manufacturing systems for interlinked process chains for machine tools. NC-programs are mostly written in standardized G-code. Evaluating CNC-controlled manufacturing processes before their real application is advantageous due to resource efficiency. One dimension is the estimation of the energy demand of a part manufactured by an NC-program, e.g. to discover optimization potentials. In this context, this paper presents a Machine Learning (ML) approach to assess G-code for CNC-milling processes from the perspective of the energy demand of basic G-commands. We propose Latin Hypercube Sampling as an efficient method of Design of Experiments to train the ML model with minimum experimental effort to avoid costly setup and implementation time of the model training and deployment.</p></div>","PeriodicalId":34573,"journal":{"name":"Advances in Industrial and Manufacturing Engineering","volume":"8 ","pages":"Article 100140"},"PeriodicalIF":0.0,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2666912924000059/pdfft?md5=37d22a4223506262c227b264ea43e038&pid=1-s2.0-S2666912924000059-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140539216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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