Procedia CIRP最新文献_第4页

Evolving product passports for effective and efficient (re)commissioning 不断发展产品护照，以实现有效和高效的（重新）调试

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.03.052

Lucas Pronk , Roy Damgrave , Eric Lutters

引用次数: 0

Identifying key properties of thermoplastics affected by mechanical recycling processes to support material selection for circularity 确定受机械回收过程影响的热塑性塑料的关键性能，以支持循环性材料的选择

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.03.055

Mareike Tilenda , Ben Rodenwaldt , Max Ehleben , Max Juraschek

引用次数: 0

Deflection Compensation in Lightweight Robots Using a Digital Twin with Extended Dynamics as a Virtual Sensor 采用扩展动力学数字孪生体作为虚拟传感器的轻型机器人偏转补偿

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.03.029

Philipp Rodegast , Denis Pfeifer , Valentin Leipe , Lukas Steinle , Jonas Scheid , Marcel Hagedorn , Joerg Fehr

引用次数: 0

Modeling the Residual Stress Evolution in Wire-Arc Directed Energy Deposition with Interlayer Machining Interventions 带有层间加工干预的线弧定向能沉积残余应力演变建模

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.02.069

Akshar Kota , Asif Rashid , Shreyes N. Melkote

引用次数: 0

Seamless Edge-Server Collaboration for Real-Time Digital Twin in Machining Process 边缘与服务器无缝协作，在加工过程中实现实时数字孪生

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.02.070

Cemile Besirova , Yigit Anil Yucesan , Mehmet Alper Sahin , Ugur Uresin , Ismail Lazoglu

{"title":"Seamless Edge-Server Collaboration for Real-Time Digital Twin in Machining Process","authors":"Cemile Besirova , Yigit Anil Yucesan , Mehmet Alper Sahin , Ugur Uresin , Ismail Lazoglu","doi":"10.1016/j.procir.2025.02.070","DOIUrl":"10.1016/j.procir.2025.02.070","url":null,"abstract":"<div><div>With the rise of smart manufacturing systems aimed at creating efficient and cost-effective environments for mass production, various process data acquisition techniques and data models have been developed for CNC manufacturing to enable the creation of Digital Twin (DT) models. This article proposes an edge-server collaborative data architecture collecting crucial CNC machine data, including servo motor parameters, cutting tool information, and sensor data such as vibration, pressure, and temperature. The architecture is designed to process real-time data during mass production with minimal latency, considering the high-speed nature of machining processes, while also storing historical data in a Data Lake for the development of AI models. An infrastructure for Digital Twin of the brake disc machining process is created, a particularly challenging task due to the complex geometry of the disc and the unique material characteristics of cast iron. During machining, sudden tool failures or even brake disc breakages can occur due to the heterogeneous nature of cast iron. Given that brake discs are critical safety components in automobiles, monitoring process data linked to the cast iron and cutting tool supply chain during mass production is essential. Digital Shadow serves as a foundation for real-time anomaly detection, predictive maintenance, and tool wear prediction models. This paper also proposes several deterministic modeling approaches for real-time anomaly detection, predictive maintenance, and remaining useful life predictions for cutting tools. These models leverage machine data such as spindle and feed-drive motor currents, load, and positional errors during brake disc machining, in combination with sensor data, including temperature, pressure, electrical power, and vibration, to enhance the monitoring and optimization of the machining process.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"133 ","pages":"Pages 406-411"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143759208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Data-Driven Approach to Identify Acoustic Emission Source Motion and Positioning Effects in Laser Powder Bed Fusion with Frequency Analysis 利用频率分析确定激光粉末床熔合中的声发射源运动和定位效应的数据驱动方法

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.02.091

Ming Wu , Shivam Shukla , Bey Vrancken , Mathias Verbeke , Peter Karsmakers

{"title":"Data-Driven Approach to Identify Acoustic Emission Source Motion and Positioning Effects in Laser Powder Bed Fusion with Frequency Analysis","authors":"Ming Wu , Shivam Shukla , Bey Vrancken , Mathias Verbeke , Peter Karsmakers","doi":"10.1016/j.procir.2025.02.091","DOIUrl":"10.1016/j.procir.2025.02.091","url":null,"abstract":"<div><div>Acoustic signal analysis is a common technique for in-process monitoring of laser powder bed fusion (LPBF) to detect defects. However, the propagation of sound waves from the melting pool to sensors can introduce variability in the perceived acoustic signal due to the relative positioning between sensors and the melting pool. This study investigates this phenomenon using a data-driven approach. Sensors, both structural and airborne, not only capture process dynamics but also contextual factors in manufacturing, such as laser movement patterns, baseplate thickness, and printing positions. The frequency data derived from Fourier transforms of the acoustic signals per printing vector were employed as inputs for a 1D-Convolutional Neural Network (CNN) model that can classify these contextual factors. By leveraging Gradient-weighted Class Activation Mapping (Grad-CAM), frequencies crucial for printing positions and acoustic emission source dynamics were identified. The insights obtained from this research aid in developing robust acoustic monitoring systems for LPBF.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"133 ","pages":"Pages 531-536"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143759120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Experimental and numerical forming of sandwich structures consisting of thermoplastic laminates and soft-elastic foam 热塑性层压板与软弹性泡沫夹层结构的实验与数值成形

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.01.039

Philipp Kabala , Ralf Kraft , Elmar Schröder , André Hürkamp , Klaus Dröder

{"title":"Experimental and numerical forming of sandwich structures consisting of thermoplastic laminates and soft-elastic foam","authors":"Philipp Kabala , Ralf Kraft , Elmar Schröder , André Hürkamp , Klaus Dröder","doi":"10.1016/j.procir.2025.01.039","DOIUrl":"10.1016/j.procir.2025.01.039","url":null,"abstract":"<div><div>Sandwich structures have a pivotal role in the development of lightweight structures. In addition to their outstanding mechanical properties compared to monolithic materials, they offer high potential in integrating functions such as acoustic and thermal insulation. Depending on the requirements, the materials for the face sheets and the core can be varied. Typically, the core has high compressive and flexural stiffness, which makes it challenging to produce complex-shaped sandwich structures through a forming process without partially damaging the core. In this context, sandwich structures comprising a soft-elastic foam core and organic sheets as face sheets are of particular interest. The soft-elastic foam core allows for the integration of acoustic and thermal insulating properties while enabling low-damage forming. To this end, the influence of foam thickness and contour as well as the integration of vacuum-assistance in the forming process on the dimensional accuracy are experimentally analysed. Additionally, a model for simulating the forming process is developed and validated based on the dimensional accuracy.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"131 ","pages":"Pages 86-93"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143509262","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

Integrating blockchain with digital product passports for managing reverse supply chain 集成区块链与数字产品护照，管理逆向供应链

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.01.036

Hanbing Xia , Jiahong Li , Qian (Jan) Li , Jelena Milisavljevic-Syed , Konstantinos Salonitis

引用次数: 0

On a heuristic evaluation system for Industry 5.0 with respect to interventions: the case of training in businesses 关于工业5.0干预的启发式评估系统：以企业培训为例

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.01.021

Alexios Papacharalampopoulos , Olga Maria Karagianni , Panagiotis Stavropoulos , Unai Ziarsolo , Peter Totterdill , Rosemary Exton , Steven Dhondt , Peter Oeij , Matteo Fedeli , Massimo Ippolito , Fabrizio Timo , Arturas Gumuliauskas , Dovilė Eitmantytė , Unai Elorza

{"title":"On a heuristic evaluation system for Industry 5.0 with respect to interventions: the case of training in businesses","authors":"Alexios Papacharalampopoulos , Olga Maria Karagianni , Panagiotis Stavropoulos , Unai Ziarsolo , Peter Totterdill , Rosemary Exton , Steven Dhondt , Peter Oeij , Matteo Fedeli , Massimo Ippolito , Fabrizio Timo , Arturas Gumuliauskas , Dovilė Eitmantytė , Unai Elorza","doi":"10.1016/j.procir.2025.01.021","DOIUrl":"10.1016/j.procir.2025.01.021","url":null,"abstract":"<div><div>Manufacturing has been undergoing many changes, with the latest one being the paradigm shift to Industry 5.0. In this long procedure, training is required at any level, from operators to managers. Thus, interventions must be made so that Teaching and Learning Factories are upgraded towards integrating Industry 5.0. To this end, an evaluation system has to be made, assessing the feasibility of the three pillars’ integration. This procedure can concern a qualitative assessment (or a quantitative one) of the feasibility and the other implicated concepts, such as upskilling. At the same time, multilevel metrics are relevant, such as Key Performance Indicators (KPIs) related to company practices, manufacturing itself, jobs and trainees. Herein, a summative differential evaluation scheme, based on heuristic aspects, is explored, under the framework of the aforementioned TLF interventions. Examples of companies’ ex-ante characterization are given. Then, potential extensions are being discussed towards achieving formative evaluation and potentially towards KPIs.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"132 ","pages":"Pages 122-128"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143510937","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

Generative assistant for digital twin simulations 数字孪生模拟生成助手

Procedia CIRP Pub Date : 2025-01-01 DOI: 10.1016/j.procir.2025.01.022

Pedro Antonio Boareto , Eduardo de Freitas Rocha Loures , Eduardo Alves Portela Santos , Fernando Deschamps

引用次数: 0