Exploring the Genesis Platform Capabilities to Accelerate Scientific Discovery in OPAL

Abstract

Autonomous, cross-facility science requires capabilities that no individual project should have to build for itself: managed execution for long-lived services, versioned distribution of models to remote compute systems, governed access to large language models, a shared substrate for experimental data, and end-to-end provenance. The U.S. Department of Energy Genesis Mission platform, delivered through the American Science Cloud, provides these as reusable services. This paper reports how the Genesis platform enables cross-facility experiments and accelerates scientific discovery. We explore the plant phenotyping workflow of the Orchestrated Platform for Autonomous Laboratories as the exemplar: it couples Oak Ridge National Laboratory's Advanced Plant Phenotyping Laboratory with the Frontier supercomputer. In a 40-day nickel-treatment campaign, the resulting workflow replaced roughly twelve hours of manual analysis with interactive queries returning in seconds to minutes.

Plant phenotyping relevance

植物フェノタイピングのワークフローを実証例として、実験施設とスーパーコンピュータを連携する再利用可能なプラットフォーム基盤を報告しており、フェノタイピング基盤が中心的である。

Code and data availability

The paper describes the OPAL plant phenotyping workflow (imagery, ViT models, trait data, provenance) but provides no public dataset, image, code, or model deposit with an authors' URL. The only URLs present are the DOE Public Access Plan and the Model Access Gateway documentation, which are generic platform/policy资源,不

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