Automated Field-to-Lab Feedback Loops: Accelerating Medical Electronics Reliability via Jira-LabVIEW Integration

The main challenge to the reliability of mobile medical electronics is the latency between field failure detection and effective design revision [3][4]. The F2L closed-loop system, or Field-to-Lab, allows for accelerated hardware reliability fixes by feeding FMEA taxonomy field failure data directly into automated R&D testing using Jira/LabVIEW. Results are 21 CFR 820 compliant. At the same time, this system enforces DFM, Design for Manufacturability, by Valor NPI and IPC-7351 standards. Hardware issues dropped by 28% implementation and there was a 15% drop in manufacturing scrap as well as a 35% reduction in Mean Time To Critical Revision.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-30
DOI
https://doi.org/10.5281/zenodo.20075638
Primary Topic
VLSI and Analog Circuit Testing
Type
article
Field-Weighted Citation Impact
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article

Automated Field-to-Lab Feedback Loops: Accelerating Medical Electronics Reliability via Jira-LabVIEW Integration

Nikunj Gajera
Zenodo (CERN European Organization for Nuclear Research)
VLSI and Analog Circuit Testing
article

Automated Field-to-Lab Feedback Loops: Accelerating Medical Electronics Reliability via Jira-LabVIEW Integration

Nikunj Gajera
article en

Abstract

The main challenge to the reliability of mobile medical electronics is the latency between field failure detection and effective design revision [3][4]. The F2L closed-loop system, or Field-to-Lab, allows for accelerated hardware reliability fixes by feeding FMEA taxonomy field failure data directly into automated R&D testing using Jira/LabVIEW. Results are 21 CFR 820 compliant. At the same time, this system enforces DFM, Design for Manufacturability, by Valor NPI and IPC-7351 standards. Hardware issues dropped by 28% implementation and there was a 15% drop in manufacturing scrap as well as a 35% reduction in Mean Time To Critical Revision.

Zenodo (CERN European Organization for Nuclear Research)
Sytronics (United States) (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 3%
VLSI and Analog Circuit Testing
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