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Process-aware graph-temporal framework for equipment prognostics with multimodal data at semiconductor final test | Synapse
March 3, 2026
Process-aware graph-temporal framework for equipment prognostics with multimodal data at semiconductor final test
LR
Lerroy Ashwin Amal Roy
JB
James Sze Boon Beh
CY
Chai Kiat Yeo
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Puntos clave
Equipment prognostics shows significant improvements in predictive accuracy, which can lead to decreased downtime.
The framework integrates multimodal data, enhancing the reliability of failure prediction across semiconductor test processes.
Methodological assessment of the graph-temporal framework allows for improved data processing and analysis for better outcomes.
Significance is highlighted as the framework may enable more effective maintenance strategies in semiconductor manufacturing.
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Cite This Study
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Roy et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75d75c6e9836116a27879
https://doi.org/https://doi.org/10.1016/j.cie.2026.111872