.png){kind=icon}
返回
Smart Rubber Extrusion Line Combining Multiple Sensor Techniques for AI-Based Process Control
.png){kind=icon}
OA
AI
DOI：10.1002/adem.202401316.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
The extrusion process is one of the most important methods for continuous processing of rubber compounds. An extruder is used to give the rubber compound a geometrically defined shape as an extrudate. To ensure that product-specific requirements are fulfilled, the extrusion process and the resulting extrudate are currently monitored using various sensor technologies. Nevertheless, a certain amount of scrap material is produced during the extrusion process, often as a result of unstable process conditions. In this context, one solution for enhancing resource efficiency is the digitalization of the production chain. The aim of this work is to demonstrate an approach for the digitalization of an extrusion line that combines the use of innovative measuring methods for process monitoring and algorithms from the field of artificial intelligence (AI) for process control. For the validation of the individual measuring systems and the process control, various production scenarios in the extrudate production are considered. The results show that the measurement systems for process and extrudate monitoring can directly detect changes in the extrusion process and extrudate quality. Furthermore, the generated data can be used to automatically adjust the extrusion process by the developed AI-based control system.
Keyword:
AI-based process control
digitalization
Laser-induced breakdown spectroscopy
optical metrology
rubber extrusion
期刊
IF:
3.3
论文数:
9.3K
被引数:
2.2W
机构
引用论文
Quantification of the Vulcanizing System of Rubber in Industrial Tire Rubber Production by Laser-Induced Breakdown Spectroscopy (LIBS)通过激光诱导击穿光谱 (LIBS) 量化工业轮胎橡胶生产中橡胶的硫化系统.png)
ANALYTICAL CHEMISTRY
ANALYTICAL CHEMISTRYIF6.7
PREAI
分享收藏SciPy 1.0: fundamental algorithms for scientific computing in PythonSciPy 1.0: Python中科学计算的基本算法NATURE METHODS
OAAI
NATURE METHODSIF32.1
OAAI分享收藏More time for judo matches? Analysis of type of techniques, time, scores, and penalties in the Tokyo 2020 Olympic Games更多时间进行柔道比赛？东京2020奥运会技术类型、时间、得分和处罚分析OAAI
OAAI分享收藏Measurements of electron-impact-ionization cross sections ofN2, CO,CO2, CS,S2,CS2, and metastableN2
PREAI
分享收藏
查看更多内容