Peter Burggräf , Fabian Steinberg , Philipp Nettesheim , Gerald Kolter
{"title":"使用级联人工智能对生产流程进行网络物理优化：机器人引导的 MAG 焊接应用案例","authors":"Peter Burggräf , Fabian Steinberg , Philipp Nettesheim , Gerald Kolter","doi":"10.1016/j.procir.2024.08.342","DOIUrl":null,"url":null,"abstract":"<div><div>In last year's article, we proposed a cyber-physical optimization of a robot-guided gas metal arc welding process using two artificial intelligences. These are set up in a cascade to control the welding parameter. This means the first AI performs a rough adjustment of the parameter, while the fine-tuning is done by the second AI. In this paper, we present the results when using this setup. The predicted welding parameter are close to the ideal parameter found experimentally. These findings are already seen with relatively low training data.</div></div>","PeriodicalId":20535,"journal":{"name":"Procedia CIRP","volume":"126 ","pages":"Pages 295-300"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cyber-Physical Optimization of Production Processes Using Cascade AIs: A Robot-Guided MAG Welding Use-Case\",\"authors\":\"Peter Burggräf , Fabian Steinberg , Philipp Nettesheim , Gerald Kolter\",\"doi\":\"10.1016/j.procir.2024.08.342\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>In last year's article, we proposed a cyber-physical optimization of a robot-guided gas metal arc welding process using two artificial intelligences. These are set up in a cascade to control the welding parameter. This means the first AI performs a rough adjustment of the parameter, while the fine-tuning is done by the second AI. In this paper, we present the results when using this setup. The predicted welding parameter are close to the ideal parameter found experimentally. These findings are already seen with relatively low training data.</div></div>\",\"PeriodicalId\":20535,\"journal\":{\"name\":\"Procedia CIRP\",\"volume\":\"126 \",\"pages\":\"Pages 295-300\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Procedia CIRP\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2212827124009132\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Procedia CIRP","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2212827124009132","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Cyber-Physical Optimization of Production Processes Using Cascade AIs: A Robot-Guided MAG Welding Use-Case
In last year's article, we proposed a cyber-physical optimization of a robot-guided gas metal arc welding process using two artificial intelligences. These are set up in a cascade to control the welding parameter. This means the first AI performs a rough adjustment of the parameter, while the fine-tuning is done by the second AI. In this paper, we present the results when using this setup. The predicted welding parameter are close to the ideal parameter found experimentally. These findings are already seen with relatively low training data.
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