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In this paper, a comprehensive method is used to explore the inter- relationships in the products domain and machines domain, and map the relations between products and systems.
In the food products domain, the European Food Safety Authority (EFSA) has recently initiated similar efforts, while the European Chemicals Agency (ECHA) is in the process of populating the IUCLID 5 database with physical/chemical and toxicity data on industrial chemicals currently in the European market.
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A mug was selected as the product domain.
Virtual manufacturing, or manufacturing simulation, can be divided into three domains: product domain, process domain, and resource domain.
As a method Kansei Engineering was used, describing a product domain from a physical and semantic point of view.
One of the main steps when applying this approach concerns the semantic description of the product domain.
The literature advocates functional modeling to capture these considerations but applies it separately to either the product domain or to the manufacturing domain.
The correction terms are given by the solution of correlation equations in the tensor product domain, which can efficiently be computed by means of H-matrices.
The resulting machine learning model achieved classification accuracies of 82.44% for within product classification, 80.84% for across product classification, 79.03% for across product type classification and 80.64% for across product domain classification.
Utilizing Object Process Methodology (OPM), the PPLM model integrates the project domain with the product domain via shared ontology that explicitly relates project to product entities within a unifying frame of reference.
The solutionʼs k-th moment satisfies a k-fold tensor product boundary value problem on the k-fold product domain which can efficiently be discretized in sparse tensor product spaces.
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