First published 10/1/2026, 9:40:15 PM · Last updated 10/1/2026, 9:40:30 PM

Instability margin-based damage severity assessment of breathing-cracked cantilever beams using physics-guided surrogate modelling

Journal article published by Elsevier BV on 2026-12-01 describing a method for assessing damage severity in breathing-cracked cantilever beams using physics-guided surrogate modelling. The provided source data contains only the title, publisher, content type, and publication date with no additional methodological or impact details.

Categories: science-and-space, technology

Generated scores

Scores are based on the cited reporting and use a 1–10 scale. Read the methodology.

Confidence: 2/10How certain the assessment is based on the clarity and evidence in the cited reporting.
Geographic reach: 1/10How widely the event reaches, from a local area (1) to worldwide impact (10).
Global importance: 3/10The event's broader significance, from limited importance (1) to major global importance (10).
Impact magnitude: 3/10The scale or severity of the real-world impact, from minor (1) to extreme (10).
Positivity: 6/10How harmful or beneficial the event is, from strongly harmful (1) to strongly positive (10).
Urgency: 1/10How time-sensitive the event is, from low urgency (1) to immediate attention needed (10).

Why it matters

The article presents a specialized method for assessing structural damage severity in cantilever beams.

Sources

Instability margin-based damage severity assessment of breathing-cracked cantilever beams using physics-guided surrogate modelling

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