Search results for "informed tree search"

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Robust Assembly Assistance Using Informed Tree Search with Markov Chains

2022

Manual work accounts for one of the largest workgroups in the European manufacturing sector, and improving the training capacity, quality, and speed brings significant competitive benefits to companies. In this context, this paper presents an informed tree search on top of a Markov chain that suggests possible next assembly steps as a key component of an innovative assembly training station for manual operations. The goal of the next step suggestions is to provide support to inexperienced workers or to assist experienced workers by providing choices for the next assembly step in an automated manner without the involvement of a human trainer on site. Data stemming from 179 experiment partici…

Markov chainsChemical technologytraining stationsTP1-1185predictionIndustry 4.0artificial intelligenceBiochemistryArticleAtomic and Molecular Physics and OpticsAnalytical ChemistryA* algorithmassembly assistance systems; training stations; smart manufacturing; Industry 4.0; digital transformation; informed tree search; A* algorithm; Markov chains; prediction; artificial intelligenceinformed tree searchHumansdigital transformationassembly assistance systemssmart manufacturingElectrical and Electronic EngineeringInstrumentationAlgorithmsSensors; Volume 22; Issue 2; Pages: 495
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