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Machine learning and numerical simulations for predicting critical crack conditions in wooden panels
10 references·0 citing·42 second hop
Machine learning and numerical simulations for predicting critical crack conditions in wooden panels (2025)Machine learning and numerical simulation…Hygromechanical behaviour of wooden panel paintings: classification of their deformation tendencies based on numerical modelling and experimental results (2023)Hygromechanical behaviour of …A numerical model for predicting the time for crack initiation in wood panel paintings under low-cycle environmentally induced fatigue (2023)A numerical model for predict…Novel risk assessment tools for the climate-induced mechanical decay of wooden structures: Empirical and machine learning approaches (2022)Novel risk assessment tools f…Three-dimensional numerical and experimental study of fracture saturation in panel paintings (2021)Three-dimensional numerical a…Fracture saturation in paintings makes them less vulnerable to environmental variations in museums (2020)Fracture saturation in painti…Microclimatic monitoring of the Duomo (Milan Cathedral): Risks-based analysis for the conservation of its cultural heritage (2018)Microclimatic monitoring of t…Evaluation of display conditions of the Ghent altarpiece at St. Bavo Cathedral (2017)Evaluation of display conditi…Painted wood. What makes the paint crack? (2012)Painted wood. What makes the …Fatigue Damage of the Gesso Layer in Panel Paintings Subjected to Changing Climate Conditions (2012)Fatigue Damage of the Gesso L…Painted Wood: History and Conservation (2000)Painted Wood: History and Con…Art in Transit: Studies in the Transport of Paintings (1990)Gilded Wood: Conservation and History (1992)Modelling of heat and moisture induced strain to assess the impact of present and historical indoor climate conditions on mechanical degradation of a wooden cabinet (2014)Mechanism of craquelure pattern formation on panel paintings (2016)Automatic pigment identification from hyperspectral data (2018)Structural Response of Painted Wood Surfaces to Changes in Ambient Relative Humidity (1998)Mechanical response of wooden boards subjected to humidity step variations: climatic chamber measurements and fitted mathematical models (2006)Hygro-mechanical response of oak wood cabinet door panels under relative humidity fluctuations (2018)Monitoring Acoustic Emission in an Epidemiological Pilot Study of a Collection of Wooden Objects (2018)Coupling numerical and experimental methods to characterise the mechanical behaviour of the Mona Lisa: a method to enhance the conservation of panel paintings (2023)The Zuni Indians Their Mythology Esoteric Fraternities and Ceremonies (1970)The Organic Chemistry of Museum Objects (1988)Artists' Pigments: A Handbook of Their History and Characteristics, Volume 2 (1995)The Establishment and Defeat of Hierarchy: Inalienable Possessions and the History of Collective Prestige Structures in the Pueblo Southwest (2004)Animal glues: a review of their key properties relevant to conservation (2007)Identification of reaction compounds in micrometric layers from gothic paintings using combined SR-XRD and SR-FTIR (2009)A proposed method to assess the damage risk of future climate change to museum objects in historic buildings (2012)The Deformometric Kit: A method and an apparatus for monitoring the deformation of wooden panels (2012)Historic Climate in Heritage Building and Standard 15757: Proposal for a Common Nomenclature (2022)Predicting damage evolution in panel paintings with machine learning (2022)A methodology for microclimatic quality evaluation in museums: Application to a temporary exhibit (2008)An advanced church heating system favourable to artworks: A contribution to European standardisation (2009)The restoration of severely damaged churches – Implications and opportunities on cultural heritage conservation, thermal comfort and energy efficiency (2019)Two new indices for preventive conservation of the cultural heritage: Predicted risk of damage and heritage microclimate risk (2020)Adaptive measures for preserving heritage buildings in the face of climate change: A review (2023)The museum environment (1978)Relative humidity re-examined (1994)After the paint has dried: a review of testing techniques for studying the mechanical properties of artists’ paint (2021)Shrinkage and mechanical properties of drying oil paints (2022)Response of Wood Supports in Panel Paintings Subjected to Changing Climate Conditions (2012)Moisture uptake and permeability of canvas paintings and their components (2016)Modelling of hygro-mechanical behaviour of wooden panel paintings: model calibration and artworks characterisation (2023)Preventive conservation, predictive analysis and environmental monitoring (2024)Painting cracks: A way to investigate the pictorial matter (2016)Mechanical properties of white clay used as wall painting substrate material: measurement of strength and modulus of elasticity of simulated substrate material of wall paintings Hiten at Kondo, the main hall at Horyu-ji Temple (2023)Critical exposure time for panel paintings due to change in environmental conditions (2024)General collections demography model with multiple risks (2025)Development of craquelure patterns in paintings on panels (2024)Mechanical and moisture-related properties of selected dried tempera paints (2024)Analysing the Main Standards for Climate-Induced Mechanical Risk in Heritage Wooden Structures: The Case of the Ringebu and Heddal Stave Churches (Norway) (2022)Microclimatic Monitoring—The Beginning of Saving Historical Sacral Buildings in Europe (2023)Sustainable management of heritage buildings in long-term perspective (SyMBoL): current knowledge and further research needs (2023)
this work references cited by second hop

References

  • 2000Painted Wood: History and Conservation115 cited
  • 2018Microclimatic monitoring of the Duomo (Milan Cathedral): Risks-based analysis for the conservation of its cultural heritage90 cited
  • 2012Fatigue Damage of the Gesso Layer in Panel Paintings Subjected to Changing Climate Conditions58 cited
  • 2020Fracture saturation in paintings makes them less vulnerable to environmental variations in museums37 cited
  • 2012Painted wood. What makes the paint crack?27 cited
  • 2022Novel risk assessment tools for the climate-induced mechanical decay of wooden structures: Empirical and machine learning approaches20 cited
  • 2023Hygromechanical behaviour of wooden panel paintings: classification of their deformation tendencies based on numerical modelling and experimental results20 cited
  • 2021Three-dimensional numerical and experimental study of fracture saturation in panel paintings19 cited
  • 2023A numerical model for predicting the time for crack initiation in wood panel paintings under low-cycle environmentally induced fatigue16 cited
  • 2017Evaluation of display conditions of the Ghent altarpiece at St. Bavo Cathedral9 cited

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