As asset-intensive companies grapple with the increased complexity of maintaining reliable, high performing equipment, the challenge grows exponentially when critical asset data—maintenance records, sensor data, historical information, etc.—is siloed across various systems, departments and formats.

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Developing a robust distillation design often requires more than achieving a converged solution. Engineers must evaluate design alternatives, assess model robustness and understand the technical and economic trade-offs before finalizing a design.