Prognostic and RUL Estimations of SAC105, SAC305, and SnPb Solders under Different Drop and Shock Loads using Long Short-Term Memory (LSTM) Deep …
This paper focuses on identifying feature vectors that can predict the Remaining Useful Life
(RUL) of the PCB at different acceleration levels of drop loads for a solder material. Three …
(RUL) of the PCB at different acceleration levels of drop loads for a solder material. Three …
Health Monitoring and Feature Vector Identification of Failure for SAC305 Solder PCB's under Shock Loads up to 10,000 g
This paper focusses on the prognostics of damage for a PCB under varying conditions of
shock loads. The test board is a multilayer FR4 of JEDEC standard JESD22-B111 specified …
shock loads. The test board is a multilayer FR4 of JEDEC standard JESD22-B111 specified …
Health monitoring of PCB's under mechanical shock loads
Feature vectors for health monitoring of electronic assemblies under repetitive mechanical
shock have been developed for assemblies subject to 3,000 g acceleration levels. The …
shock have been developed for assemblies subject to 3,000 g acceleration levels. The …
Feature Vector Identification and Prognostics of SAC305 PCBs for Varying G-Levels of Drop and Shock Loads
This paper focuses on feature vector identification and prognostics of failure for SAC305
solder PCB's under varying conditions of shock loads. The test board is a multilayer FR4 of …
solder PCB's under varying conditions of shock loads. The test board is a multilayer FR4 of …
Remaining Useful Life Estimation using a combined Physics of Failure and Deep Learning-based approach on SAC305 Solder PCBs subjected to Thermo …
This paper focuses on the real-time remaining useful life (RUL) estimation of SAC305,
SAC105 and SnPb solder alloy PCBs subjected to combined temperature and vibration …
SAC105 and SnPb solder alloy PCBs subjected to combined temperature and vibration …
Artificial Intelligence-Based Methods for Assessment of Accrued Damage and Remaining Use-Life in Automotive Underhood Electronics
To ensure the smooth and uninterrupted operation of electronic systems over their lifespan,
it is essential to assess progressive damage accrual and remaining useful life in operation …
it is essential to assess progressive damage accrual and remaining useful life in operation …
AI and Feature-Vector Based Damage Monitoring and Remaining Useful-Life Assessment for Electronics Assemblies in Mechanical Shock and Vibration
P Lall, T Thomas - … on Thermal, Mechanical and Multi-Physics …, 2023 - ieeexplore.ieee.org
In order to ensure uninterrupted operation over time-in-service, progressive assessment of
damage accrual and remaining useful life is needed to allow for early identification of …
damage accrual and remaining useful life is needed to allow for early identification of …
Feature Vector Based Remaining Useful-Life Assessment in Mechanical Shock and Vibration for Leadfree Electronics
Electronics in harsh environments including automotive and defense may be subjected to
shock and vibration in transport, storage, deployment and normal operation. High reliability …
shock and vibration in transport, storage, deployment and normal operation. High reliability …
[PDF][PDF] HEALTH MONITORING OF PCB'S UNDER SHOCK LOADS
The dependence of strain signals in health monitoring under shock is studied by conducting
drop experiments on a one package PCB at 3,000 G acceleration levels. The resistance and …
drop experiments on a one package PCB at 3,000 G acceleration levels. The resistance and …