
Why does a correct sensor produce a wrong system decision? Timing errors
Timestamps, clock drift, sampling and latency budgets in camera and sensor integration: how individually correct measurements become misleading combinations.
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We develop hardware interfaces that connect digital training environments with physical equipment, supporting repeatable setup and device-level validation.

We connect requirements analysis, interface definition, multidisciplinary design, prototype integration and verification planning. Delivery scope, environmental conditions and acceptance criteria are defined for the application.
Service access, energy budgets, configuration control and technical documentation are considered throughout product development.

Timestamps, clock drift, sampling and latency budgets in camera and sensor integration: how individually correct measurements become misleading combinations.
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Bringing optical, mechanical, electronic and software interfaces into one acceptance plan reduces integration uncertainty.
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