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COGNITEHybrid AI Software

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Deploy physics-guided machine learning for sensitive production use cases. Cognite Data Fusion® lets you take a hybrid approach to artificial intelligence, combining the best of data-driven machine learning and physics-based modeling.

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There is more to industrial AI than ML/DL

Cloud connect to established physics simulators as a service for synthetic data—fast-track implementation with virtual IIoT sensors. Deploy physics-guided machine learning at scale.

Integration to physics simulators

Cognite is vendor-neutral and has delivered several solutions enabling physics simulators.

With Cognite Data Fusion®, you can configure, run, and schedule industry leaning simulations such as Unisim, Olga, Turbulent Flux, Multiflash, and Hysys using live contextualized data.

Automated workflow using Cognite Data Fusion®

Synthesize more data using domain insights from process simulations to unlock missing training data.

Automate routine simulator studies, or monitor problem cases by automatically running a simulator with live data, collecting the results, triggering actions, and visualizing output.

Hybrid AI starts with Industrial DataOps

One central, contextualized source of truth for an organization`s data ensures all necessary live data is available for both hybrid AI models and the subject matter experts supervising the decision-making process that optimize production and create value in:

  • asset optimization
  • soft sensor setup
  • tracking and simulator model quality
  • autotuning of a model on deviation
  • equipment/asset performance tracking
  • forecasting what-if analysis