2022
DOI: 10.1162/dint_a_00142
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A Semantic Approach to Workflow Management and Reuse for Research Problem Solving

Abstract: The investigation proposes the application of an ontological semantic approach to describing workflow control patterns, research workflow step patterns, and the meaning of the workflows in terms of domain knowledge. The approach can provide wide opportunities for semantic refinement, reuse, and composition of workflows. Automatic reasoning allows verifying those compositions and implementations and provides machine-actionable workflow manipulation and problem-solving using workflows. The described approach can… Show more

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Cited by 2 publications
(1 citation statement)
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“…• Discovering Similar Workflows: Semantic code search powered by AI can assist researchers in finding workflows that are functionally or structurally similar to their own. Semantic techniques (Starlinger et al 2014;Skvortsov and Stupnikov 2022) can be especially beneficial when looking for existing solutions to similar scientific problems, thus promoting knowledge sharing and collaboration.…”
Section: Role Of Ai In Workflows and Hpcmentioning
confidence: 99%
“…• Discovering Similar Workflows: Semantic code search powered by AI can assist researchers in finding workflows that are functionally or structurally similar to their own. Semantic techniques (Starlinger et al 2014;Skvortsov and Stupnikov 2022) can be especially beneficial when looking for existing solutions to similar scientific problems, thus promoting knowledge sharing and collaboration.…”
Section: Role Of Ai In Workflows and Hpcmentioning
confidence: 99%