Smart Optical Fingerprint Analysis for Soft Failure Diagnosis in Transport Network

A novel multistage ML model identifies the type, severity, and localization of failures based on their optical fingerprint. Data is sourced from a test-bed emulating two common optical network failures: connector issues and laser drift.

Authors

Institutions

Publication Details

Published
2025-05-06
DOI
https://doi.org/10.23919/ondm65745.2025.11029363
Primary Topic
Integrated Circuits and Semiconductor Failure Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Smart Optical Fingerprint Analysis for Soft Failure Diagnosis in Transport Network

Bertrand Le Guyader, Abdennour Ben Terki, Nicola Sambo, Maxime Laye et al.
Integrated Circuits and Semiconductor Failure Analysis
article

Smart Optical Fingerprint Analysis for Soft Failure Diagnosis in Transport Network

Bertrand Le Guyader, Abdennour Ben Terki, Nicola Sambo, Maxime Laye, Ahmed Triki, Sébastien Buis, Mathieu Herviou
article en

Abstract

A novel multistage ML model identifies the type, severity, and localization of failures based on their optical fingerprint. Data is sourced from a test-bed emulating two common optical network failures: connector issues and laser drift.

Scuola Superiore Sant'Anna (IT), Orange (France) (FR)
Openalex Percentile: Top 88%
Integrated Circuits and Semiconductor Failure Analysis
DOISourceOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Smart Optical Fingerprint Analysis for Soft Failure Diagnosis in Transport Network — Bertrand Le Guyader, Abdennour Ben Terki, et al. · (2025) | TGRS Research Map | TGRS