Application of orthogonal multi-sensor network for deep learning-based damage localization in composite laminates

This work reports a miniature (30 by 80 mm), silicon elastomer-encapsulated underwater ecosystem measurement sensor designed to record the behavior and environmental factors concerning the endangered white abalone (Haliotis sorenseni) and other morphologically similar mollusks in both captive breeding programs and in natural tidal zones. The sensor is flexible, wirelessly rechargeable, cost-effective, and optimized for survival at abalone habitat depths. It enables marine biologists to monitor and record in real time the relative location, temperature, external pressure, and underwater light conditions of an attached animal’s environment. To facilitate communications while submerged, this research explores potential acoustic and radio frequency communication techniques, with initial development utilizing Bluetooth Low Energy. Proposals to extend the battery longevity and provide passive power generation are additionally discussed.

Authors

Institutions

Publication Details

Published
2025-03-14
DOI
https://doi.org/10.1117/12.3055003
Primary Topic
Structural Health Monitoring Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Application of orthogonal multi-sensor network for deep learning-based damage localization in composite laminates

Muhammad Muzammil Azad, Heung Soo Kim, Jaehyun Jung
Structural Health Monitoring Techniques
article

Application of orthogonal multi-sensor network for deep learning-based damage localization in composite laminates

Muhammad Muzammil Azad, Heung Soo Kim, Jaehyun Jung
article en

Abstract

This work reports a miniature (30 by 80 mm), silicon elastomer-encapsulated underwater ecosystem measurement sensor designed to record the behavior and environmental factors concerning the endangered white abalone (Haliotis sorenseni) and other morphologically similar mollusks in both captive breeding programs and in natural tidal zones. The sensor is flexible, wirelessly rechargeable, cost-effective, and optimized for survival at abalone habitat depths. It enables marine biologists to monitor and record in real time the relative location, temperature, external pressure, and underwater light conditions of an attached animal’s environment. To facilitate communications while submerged, this research explores potential acoustic and radio frequency communication techniques, with initial development utilizing Bluetooth Low Energy. Proposals to extend the battery longevity and provide passive power generation are additionally discussed.

Dongguk University (KR)
Openalex Percentile: Top 95%
Structural Health Monitoring Techniques
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.

Application of orthogonal multi-sensor network for deep learning-based damage localization in composite laminates — Muhammad Muzammil Azad, Heung Soo Kim, et al. · (2025) | TGRS Research Map | TGRS