Data · dataset · 2026
Scour depth prediction, using computer vision at a FlexiArch bridge
Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.17034/32641263.v1
Scour induced failure of masonry arch bridges is the most common cause of bridge collapse, especially during extreme flood events.
Description
Over recent years there has been a significant number of documented scour-induced failures of this bridge stock across the world. The extent of the scour can erode the supporting soil or sediment around the bridge piers or abutments, leading to a loss of support for the structure.
As the foundation becomes unstable, it can result in settlement of the bridge, potentially causing structural damage, while the ongoing nature of scour leads to the progressive deterioration of the bridge’s ability to safely transfer load. The development of the scour hole is not immediately obvious without the use of monitoring techniques since it is below the water line. Traditional monitoring methods are expensive to install, monitor and maintain as well as being sensitive to external interference and have the potential to be damaged during flood events.
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This research links the changes in arch displacement to the easement of support at the bridge foundation due to scour. Scour predictions are generally made using empirical equations which do not provide accurate estimations of scour and scour modelling has not reflected the true scour profile created by the fluid-structure interaction at individual bridges. Scale experiments and finite element modelling on a typical FlexiArch under loading with realistic simulated scour conditions and accurately modelled 3D scour, informed the development of a framework for computer vision-based monitoring (ArchIMEDES) and an artificial neural network (Keystone).
Scour depth and load carrying capacity predictions are made by Keystone for a monitored bridge based on the observed deformation in the arch ring extracted using ArchIMEDES. This contributes to the development of a low cost, non-intrusive sensor to identify scour development so it can be investigated and remediated before a bridge collapses. <br><br><i>Thesis is embargoed until 31 July 2030</i>
Links
Where it is published
- DOI doi.org/10.17034/32641263.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
Provenance · 3 source records, 14 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/32641263 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/32641263 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/32641263 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:460304 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['computer vision'] |
| concepts[field].anzsrc:field:460304 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['computer vision'] |
| concepts[field].anzsrc:field:460304 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['computer vision'] |
| concepts[field].local:field:computer-science-ai | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license_text | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |