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A civil engineering–aware progressive learning framework for reliable diagnosis of concrete surface pathologies | Synapse
March 3, 2026
A civil engineering–aware progressive learning framework for reliable diagnosis of concrete surface pathologies
SP
S. Parvathy
SS
S. Sivasankar
Puntos clave
Diagnosis of concrete surface pathologies improves with a specialized learning framework, enabling more accurate assessments.
Key evidence shows that this framework can reliably identify multiple surface issues in concrete structures.
The analysis uses a progressive learning approach to enhance diagnostic accuracy, focusing on various concrete pathologies.
Highlights the need for better diagnostic methods in civil engineering, indicating potential for improved maintenance practices.
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Parvathy et al. (Fri,) studied this question.
synapsesocial.com/papers/69a76703badf0bb9e87df4bf
https://doi.org/https://doi.org/10.1007/s41024-026-00787-w
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