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Parallel evaluation is enabled through use of a serverless computing environment allowing thousands of simultaneous experiments, on demand, without the need to explicitly provision or manages hardware. A standard Simulation Evaluation application programming interface (API) was designed for evaluating simulation functions that enables language independence between client application and simulation model, encouraging reuse of simulation models for multiple purposes (what-if analysis, ranking and selection, sensitivity analysis, or optimization). Extensions to the Java Simulation Library (JSL)\n                    <jats:sup>27<\/jats:sup>\n                    enable rapid deployment of models built with the JSL as parameterized serverless functions implementing the Simulation Evaluation API. New Java packages facilitate the calling of any serverless functions that implement the Simulation Evaluation API.\n                  <\/jats:p>","DOI":"10.1177\/00375497241233284","type":"journal-article","created":{"date-parts":[[2024,3,15]],"date-time":"2024-03-15T08:57:30Z","timestamp":1710493050000},"page":"789-811","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":1,"title":["Enabling massively parallel, ad hoc exploration of the design space for simulation models within a serverless environment"],"prefix":"10.1177","volume":"100","author":[{"given":"Andrew","family":"Gibson","sequence":"first","affiliation":[{"name":"AutoScheduler-AI, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6825-4926","authenticated-orcid":false,"given":"Manuel D","family":"Rossetti","sequence":"additional","affiliation":[{"name":"Department of Industrial Engineering, University of Arkansas, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2024,3,15]]},"reference":[{"key":"bibr1-00375497241233284","first-page":"129","volume":"84","author":"Cohen MA","year":"2006","journal-title":"Harvard Bus Review"},{"key":"bibr2-00375497241233284","unstructured":"Jensen EJ. 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