Knowledge Tree
industrial knowledge graph
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In the age of Industrial AI and knowledge graphs, don't overlook the ... symphonyai.com Aug 12, 2024 11 facts
claimAn asset hierarchy provides the foundation for combining operational technology (OT) data with information technology (IT) and engineering data into an industrial knowledge graph.
claimMaintaining an industrial knowledge graph without contextualization pipelines becomes unmanageable at scale because the mapping process must be repeated each time new data is added.
claimEquipment profiles and relationships in a dynamic asset hierarchy can be transposed into the nodes and edges of an industrial knowledge graph.
referenceIRIS Foundry is an industrial data operations product that includes standard requirements for building an industrial knowledge graph.
claimAn industrial knowledge graph can expand the scope of use cases for an asset hierarchy by incorporating data from IoT platforms, edge devices, Computerized Maintenance Management Systems (CMMS), Enterprise Resource Planning (ERP) systems, and engineering drawings such as Piping and Instrumentation Diagrams (P&IDs).
claimA dynamic, historian-agnostic asset hierarchy can structure operational technology (OT) data and provide the foundation for an industrial knowledge graph.
claimUsers can utilize a generative AI copilot to search for actionable information in an industrial knowledge graph using natural language queries, such as "list all of the alerts for pumps in my area."
claimBuilding an industrial knowledge graph requires integrating data from IT and engineering sources, including ERP, CMMS, offline spreadsheets, engineering drawings, documents, and existing data lakes, alongside operational data from historians, IoT solutions, edge devices, and reliability systems.
claimSymphonyAI’s industrial knowledge graph extends relationships between assets to include representations for mass and energy transfer, which enables production and energy efficiency use cases.
claimNew relationships may need to be established within an industrial knowledge graph to address specific process or production-oriented use cases.
claimExpanding an industrial knowledge graph to a second unit can be completed in a fraction of the time by reusing the rule sets established for the first unit.