The problem
Industrial intelligence must work with unreliable connectivity, operational continuity, sensor integration, security boundaries, and limited computing resources.
Work and evidence
The work covers sensor acquisition, local processing, integration with digital-twin systems, and connection to PLC/SCADA environments, including offline operation, network segmentation, and edge-computing constraints.
Evidence limits
The record establishes architecture and research, not a deployed edge system or field-validated performance.
Next validation gate
Demonstrate a representative edge-to-intelligence pipeline covering disconnected operation, data integrity, recovery behaviour, latency, and access controls.