Aytaj Huseynova

Prespecified held-out in silico robustness validation of a plantar-pressure gait-event classifier under sensor and transport perturbations

Wearable plantar-pressure signal processing for gait-event classification must remain robust when signals are affected by noise, drift, channel mismatch, data loss, or non-walking load cycles. We compared the NUWAC gait-event and plantar-contact classifier R4 with frozen R3 in a...

Prespecified held-out in silico robustness validation of a plantar-pressure gait-event classifier under sensor and transport perturbations

Wearable plantar-pressure signal processing for gait-event classification must remain robust when signals are affected by noise, drift, channel mismatch, data loss, or non-walking load cycles. We compared the NUWAC gait-event and plantar-contact classifier R4 with frozen R3 in a...

Low-density plantar-pressure sensing for gait-event and gait-phase detection: a scoping review of sensor topology, algorithms, validation rigor, robustness, and reproducibility

Preprint — not peer reviewed. Submitted to Gait & Posture on 29 August 2026. This scoping review maps 225 included reports on low-density plantar-pressure/contact sensing (≤16 discrete sensing elements per foot) for human walking gait-event and gait-phase detection. It characteri...

Low-density plantar-pressure sensing for gait-event and gait-phase detection: a scoping review of sensor topology, algorithms, validation rigor, robustness, and reproducibility

Preprint — not peer reviewed. Submitted to Gait & Posture on 29 August 2026. This scoping review maps 225 included reports on low-density plantar-pressure/contact sensing (≤16 discrete sensing elements per foot) for human walking gait-event and gait-phase detection. It characteri...

Prespecified held-out in-silico validation of a failure-informed plantar-contact algorithm under sensor and transport perturbations

Wearable gait-event algorithms may fail when plantar-pressure signals are affected by noise, drift, channel mismatch, data loss, or non-walking load cycles. We compared the NUWAC gait-event and plantar-contact classifier R4 with frozen R3 in a prespecified held-out in-silico vali...