The multi-dimensional ensemble empirical mode decomposition (MEEMD)

With a view to map the health status of mosaics, non-destructive testing methods ought to be used for data collection. Among these, the infrared thermography is highly recommended since it is non-contact, non-intrusive, non-invasive and able to convert the invisible thermal energy into a video signal, in which the energy level is usually correlated with a colour or a greyscale. The need to provide the position of sub-superficial defects in the clear way is of paramount importance when the diagnostician is not the final client. In the cultural heritage field, raw thermograms, sometimes, do not provide interesting results for the restorer, since they are affected by an undesirable content of noise that limits the detection of what is present beneath the surface. In this work, the multi-dimensional ensemble empirical mode decomposition technique was used—to the best of our knowledge for the first time—as regards the thermographic diagnosis of mosaics. It seems to overcome the thermal barrier of the tessellatum layer, composed by aggregates of different natures, as typical in the Roman era. The results obtained after the inspection via a very long pulse are encouraging, above all when compared with the results coming from recent and non-recent algorithms also applied herein. The use of intelligent sensors placed inside and outside the mosaic sample, which measured the temperature evolution along the heating-up and cooling-down phases, helped in the understanding the optimal heat flux to be provided.

[1]  Enrico Ciliberto,et al.  Analysis of glass tesserae from the mosaics of the ‘Villa del Casale’ near Piazza Armerina (Enna, Italy). Chemical composition, state of preservation and production technology , 2010 .

[2]  Barbara Davidde Petriaggi,et al.  Impact of the sipunculan Aspidosiphon muelleri Diesing, 1851 on calcareous underwater Cultural Heritage , 2015 .

[3]  Christiane Maierhofer,et al.  Pulse phase thermography for characterising large historical building façades after solar heating and shadow cast – a case study , 2014 .

[4]  Yuan Yao,et al.  Defect detection in CFRP structures using pulsed thermographic data enhanced by penalized least squares methods , 2015 .

[5]  Zbigniew Suszyński,et al.  Processing of thermographic sequence using Principal Component Analysis , 2015 .

[6]  Clemente Ibarra-Castanedo,et al.  Nondestructive testing of plastered mosaics with the use of active thermography approaches , 2010, Defense + Commercial Sensing.

[7]  Paola Ricciardi,et al.  A non-invasive study of Roman Age mosaic glass tesserae by means of Raman spectroscopy , 2009 .

[8]  Xavier Maldague,et al.  Thermographic studies of plastered mosaics , 2007 .

[9]  Yuan Yao,et al.  Improved non-destructive testing of carbon fiber reinforced polymer (CFRP) composites using pulsed thermograph , 2015 .

[10]  Tian Yupeng,et al.  Empirical Mode Decomposition for infrared thermography , 2006 .

[11]  Patrizia Capizzi,et al.  Geophysical and geotechnical investigations to support the restoration project of the Roman ‘Villa del Casale’, Piazza Armerina, Sicily, Italy , 2012 .

[12]  Xavier Maldague,et al.  Santa Maria di Collemaggio Church (L’Aquila, Italy): Historical Reconstruction by Non-Destructive Testing Techniques , 2015 .

[13]  Domenica Paoletti,et al.  Infrared exploration of the architectural heritage: from passive infrared thermography to hybrid infrared thermography (HIRT) approach , 2016 .

[14]  Dario Ambrosini,et al.  Ceramics and defects , 2015, Journal of Thermal Analysis and Calorimetry.

[15]  Nikolla Civici,et al.  Preliminary Informative Results on Glass Tesserae from V th -VI th Century AD Mosaics in Albania , 2015 .

[16]  Francesco Izzo,et al.  The art of building in the Roman period (89 B.C. – 79 A.D.): Mortars, plasters and mosaic floors from ancient Stabiae (Naples, Italy) , 2016 .

[17]  John W. Bowen,et al.  Terahertz pulse imaging of stratified architectural materials for cultural heritage studies , 2011, Optical Metrology.

[18]  Eisuke Tanaka,et al.  Heritage destruction in context: the case of the Roman mosaics from Zeugma, Turkey , 2015 .

[19]  Xavier Maldague,et al.  How to Retrieve Information Inherent to Old Restorations Made on Frescoes of Particular Artistic Value Using Infrared Vision? , 2015 .

[20]  Xavier Maldague,et al.  Theory and Practice of Infrared Technology for Nondestructive Testing , 2001 .

[21]  Ralf Arndt,et al.  Square pulse thermography in frequency domain , 2008, SPIE Defense + Commercial Sensing.

[22]  Stefano Sfarra,et al.  Non-destructive and micro-invasive testing techniques for characterizing materials, structures and restoration problems in mural paintings , 2016 .

[23]  Panagiotis Theodorakeas,et al.  Passive and active infrared thermography: An overview of applications for the inspection of mosaic structures , 2015 .

[24]  Emanuela Sibilia,et al.  Study of blue colour in ancient mosaic tesserae by means of thermoluminescence and reflectance measurements , 2006 .

[25]  S. Marinetti,et al.  Pulse phase infrared thermography , 1996 .

[26]  Stefano Sfarra,et al.  Wavelet analysis applied to thermographic data for the detection of sub-superficial flaws in mosaics , 2016 .

[27]  J. C. Jaeger,et al.  Conduction of Heat in Solids , 1952 .

[28]  A. Ruffini,et al.  Ancient glass deterioration in mosaics of Pompeii , 2005 .

[29]  Cinzia Sada,et al.  Early evidences of vitreous materials in Roman mosaics from Italy: An archaeological and archaeometric integrated study , 2008 .

[30]  Norden E. Huang,et al.  The Multi-Dimensional Ensemble Empirical Mode Decomposition Method , 2009, Adv. Data Sci. Adapt. Anal..

[31]  Kara Peters,et al.  Depth Detection of Bond Defects in Multilayered Externally Bonded CFRP-to-Concrete Using Pulse Phase Thermography , 2015 .

[32]  Stefano Paoloni,et al.  Active infrared thermography applied to the investigation of art and historic artefacts , 2011 .

[33]  Luca Cipriani,et al.  El color en las piedras y en los mosaicos de Rávena: nuevas imágenes de los monumentos antiguos a través de la fotogrametría no convencional de última generación , 2015 .

[34]  Lorenzo Lazzarini,et al.  First evidence for 1st century AD production of Egyptian blue frit in Roman Italy , 2015 .

[35]  Xavier Maldague,et al.  NDT inspection of plastered mosaics by means of transient thermography and holographic interferometry , 2012 .

[36]  Atef Mazioud,et al.  Detection of buried mosaics in plaster layers by square pulse thermography: laboratory study on different shape distribution samples , 2015 .

[37]  Giovanni Maria Carlomagno,et al.  Infrared thermography in the restoration of cultural properties , 2001, SPIE Defense + Commercial Sensing.

[38]  Antonia Moropoulou,et al.  Applications of infrared thermography for the investigation of historic structures , 2004 .

[39]  V. S. Ghali,et al.  Empirical mode decomposition approach for defect detection in non-stationary thermal wave imaging , 2016 .

[40]  Xavier Maldague,et al.  Infrared Vision Inspection of Cultural Heritage Objects from the City of L’Aquila, Italy and its Surroundings , 2013 .

[41]  Nik Rajic,et al.  Principal component thermography for flaw contrast enhancement and flaw depth characterisation in composite structures , 2002 .

[42]  Ermanno G. Grinzato,et al.  Shape Effect on Blind Frequency for Depth Inversion in Pulsed Thermography , 2006 .

[43]  Asterios Bakolas,et al.  Diagnostics and protection of Hagia Sophia mosaics , 2013 .

[44]  C. Vest Holographic Interferometry , 1979 .

[45]  Mehmet Uğuryol Iconography : The conservation of the mosaic of the “House of the Ionic Capitals” in Hierapolis (Pamukkale, Turkey) , 2013 .

[46]  Antonia Moropoulou,et al.  Application of non-destructive techniques to assess the state of Hagia Sophia's mosaics , 2012, Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[47]  Clemente Ibarra-Castanedo,et al.  Defect depth retrieval from pulsed phase thermographic data on Plexiglas and aluminum samples , 2004, SPIE Defense + Commercial Sensing.

[48]  N. Huang,et al.  The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis , 1998, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[49]  Cristina Boschetti,et al.  Ancient glass deterioration in Pompeii's mosaics , 2004 .

[50]  F. Gugliermetti,et al.  A qualitative method for combining thermal imprints to emerging weak points of ancient wall structures by passive infrared thermography – A case study , 2014 .

[51]  Atef Mazioud,et al.  Detection of buried mosaics in plaster layers by square pulse thermography: laboratory study on different hidden structures , 2015 .

[52]  Xavier Maldague,et al.  Holographic Interferometry (HI), Infrared Vision and X-Ray Fluorescence (XRF) spectroscopy for the assessment of painted wooden statues: a new integrated approach , 2014 .

[53]  Xavier Maldague,et al.  Infrared thermography processing based on higher-order statistics , 2010 .

[54]  Fakher Kharrat,et al.  The Conservation of the Roman Mosaics in the Museum of Sousse, Tunisia: Between Doctrines and Practices , 2015 .

[55]  Norden E. Huang,et al.  Ensemble Empirical Mode Decomposition: a Noise-Assisted Data Analysis Method , 2009, Adv. Data Sci. Adapt. Anal..

[56]  Nicolas P. Avdelidis,et al.  Quantitative analysis of plastered mosaics by means of active infrared thermography , 2014 .

[57]  Yuan Yao,et al.  Non-destructive testing of CFRP using pulsed thermography and multi-dimensional ensemble empirical mode decomposition , 2016 .