Illustrative application pathways for engineering teams and enterprise planners. These examples explain design considerations; they are not supplied services or validated system designs.
Combine vibration, temperature or pressure measurements with a defined equipment baseline.
Mounting affects vibration response. Sampling must support the frequencies of interest. An alert needs an investigation and maintenance workflow.
A critical rotating asset with labelled operating states, consistent sensor mounting and a documented baseline.
Explore humidity, temperature and gas measurements across occupied zones and equipment.
Placement, airflow and calibration affect readings. CO₂ alone does not describe all aspects of air quality.
A small set of representative spaces, a commissioning check and comparison with a reference instrument.
Use inertial, position and optical sensing to understand movement and nearby objects.
Latency, time synchronisation, field of view and model validation require system-level testing.
A recorded dataset with known motion states and a measured latency and energy budget.
Monitor thermal, electrical or gas-related conditions around equipment and infrastructure.
Environmental ratings, isolation, installation and fault response must be reviewed by qualified engineers.
A non-critical observation-only installation with agreed access, calibration and escalation procedures.
[2] TE IoT sensing → [7] Sensirion product catalogue → [8] ST intelligent sensing and Physical AI →