Coliseum project: Correlating climate change data with the behavior of heritage materials
A Cormier (C2RMF, ETIS - UMR 8051, CICRP), David Roqui (ETIS - UMR 8051, C2RMF), Fabrice Surma, Martin Labour\'e, Jean-Marc Vallet (CICRP), Odile Guillon (CICRP), N Grozavu (ETIS - UMR 8051), Ann Bourg\`es (C2RMF)

TL;DR
The paper introduces the COLISEUM project, which combines climate data and heritage material monitoring using AI models across three French sites to predict deterioration under climate change scenarios.
Contribution
It presents a novel methodology for collecting multimodal data at heritage sites and developing AI-based weathering models to forecast material deterioration due to climate change.
Findings
Initial diagnostic results from Strasbourg Cathedral site.
Development of a climate monitoring methodology for heritage sites.
First weathering prediction models using collected data.
Abstract
Heritage materials are already affected by climate change, and increasing climatic variations reduces the lifespan of monuments. As weathering depends on many factors, it is also difficult to link its progression to climatic changes. To predict weathering, it is essential to gather climatic data while simultaneously monitoring the progression of deterioration. The multimodal nature of collected data (images, text{\ldots}) makes correlations difficult, particularly on different time scales. To address this issue, the COLISEUM project proposes a methodology for collecting data in three French sites to predict heritage material behaviour using artificial intelligence computer models. Over time, prediction models will allow the prediction of future material behaviours using known data from different climate change scenarios by the IPCC (Intergovernmental Panel on Climate Change). Thus, a…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsConservation Techniques and Studies · Building materials and conservation · Cultural Heritage Materials Analysis
