Whitepapers & Technical Reports

In-depth research on edge computing, physics-based ML, industrial protocols, and predictive maintenance ROI.

Published

TechnicalMay 2026 · 28 pages

Deterministic AI for Industrial Desalination: A Physics-Audited Case Study

NPSH physics, Bayesian RUL estimation, CVaR₉₅ maintenance decisions, and a self-improving, deterministic maintenance agent demonstrated through OPC UA edge data.

More Coming Soon

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Technical

Physics-Informed ML vs Black-Box Models for Industrial Asset Monitoring

Physics model architectureHybrid ML pipelinesEdge deploymentPump cavitationBearing degradation

Coming soon

Architecture

Edge-to-Cloud Architecture for Industrial IoT: Design Patterns and Trade-offs

Three-layer architectureProtocol abstractionOffline queuingMulti-tenant isolationOTA updates

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Business

Reducing Unplanned Downtime with Predictive Maintenance: An ROI Framework

Cost of downtime by industryROI calculation methodologyImplementation timelineChange management

Coming soon

Technical

Industrial Protocol Connectivity: A Practical Guide to Brownfield IIoT

ModbusOPC UAS7EtherNet/IPBACnetUnified namespace

Coming soon

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