Control-Relevance-Aware Sensor Integrity in a Position-Controlled DC Motor: Surrogate Evaluation and an Exploratory Direct-Simulation Crossover Test
Control-relevance-aware sensor integrity (CRASI) combines heuristic relevance, common-evidence subtraction, finite trust retention and bias tracking. We evaluate an internally specified 2520-episode DC-motor surrogate campaign calibrated from Proteus characterization. In the held-out modeled 70% load domain, CRASI reduced integral absolute error (IAE) versus residual-plus-uncertainty by 37.6% for encoder bias, 19.9% for drift, 15.9% for current under-read and 4.4% for current bias. Fixed control performed better for drift/current bias, under-read matched fixed, and dropouts were effectively null; adaptive Huber was 2.0% better for drift. Revision diagnostics identify comparator-dependent attribution, simultaneous-fault blindness, current self-masking, inactive position-uncertainty derating, and no hard-safety superiority. Matched-observer, detection/recovery, parameter-sensitivity and guard-stress analyses therefore restrict mechanism claims. A revision-era direct Proteus audit is not treated as validation because its acquisition/analysis gates were amended after partial outcome inspection and protection trips materially affected several 50% cells; the audit is retained only as a transparent research record and is not used as evidence for the manuscript conclusions. Findings support selective tracking comparisons under modeled sensor/plant confounding, while fresh pre-specified direct Proteus/HIL/physical validation remains necessary.
Authors
- Mohammad Sarfraz (ORCID: https://orcid.org/0000-0002-5586-3546)
- Sobhi Mejjaouli (ORCID: https://orcid.org/0000-0001-8339-8402)
- Abdalla Alrashdan
- Fahad M. Alqahtani (ORCID: https://orcid.org/0000-0002-1431-7290)
- Ali S. Allahloh (ORCID: https://orcid.org/0000-0003-0466-9222)
- Mohammed A. H. Ali (ORCID: https://orcid.org/0000-0002-5179-7027)
- Adel Al-Shayea (ORCID: https://orcid.org/0000-0003-4192-8713)
- Atef M. Ghaleb (ORCID: https://orcid.org/0000-0003-4666-3283)
Institutions
- Alfaisal University (SA)
- Aligarh Muslim University (IN)
- King Saud University (SA)
- University of Malaya (MY)
Publication Details
- Journal
- Sensors
- Published
- 2026-10-28
- DOI
- https://doi.org/10.3390/s26216818
- Primary Topic
- Fault Detection and Control Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- King Saud University