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Sara Capriotti, Alessio Devoto, Donatella Genovese, Silvano Mignardi, Simone Scardapane, Laura Medeghini
Exploring the Application of Interpretable Neural Networks for the Petrographic Classification of Ceramic Samples from the Levant

The archaeological context of the Levantine region is both rich and complex, particularly during the transition from the Late Chalcolithic to the Early Bronze Age, a period marked by urban development, craft specialization, and interregional trade. This study explores the use of Artificial Intelligence techniques to classify Levantine ceramic thin sections based on their petrographic fabrics. Deep learning models, including Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs), were applied to a large dataset of thin section images from ceramics dating to the Uruk period, Bronze Age, and Iron Age, collected from various archaeological sites across the Levant. To improve model transparency, explainable AI methods such as Guided Grad-CAM and attention maps were applied to identify key features and interpret latent representations. The results show that deep learning can achieve high accuracy in automated ceramic classification and provide important insights into ancient ceramic technologies and cultural interactions.

Adi Sela Wiener, Laura Medeghini, Gabriele Favero
A matter of materiality: the use of multi-analytical methods for reinforcing urban heritage

The Jerusalem cityscape is characterized by stone, the dominant building material that comprises the entire urban fabric, from buildings to street furniture, pavement to walls. Consequently, this material - stone - is identified as one of Jerusalem’s attributes, and materiality as one of the city’s values. As the city undergoes urban renewal processes including the demolition of historic structures, conservation challenges threaten Jerusalem’s urban materiality. Responding to a recently published policy paper on the reuse of dressed stones, an issue not previously addressed, this paper proposes the implementation of a multi-analytical approach, specifically the application of methods used in archaeometry and conservation science on a macro scale of the urban environment. This proposed tool expands the information and data existing in the municipality's GIS in regard to Jerusalem stone, thus ensuring material compatibility in the historic city of Jerusalem and its urban heritage.

George Papatheodorou, Dimitrios Christodoulou, Xenophon Dimas, George Karelas, Maria Geraga
Discovery and study of “S.S. Egypte” shipwreck using remote sensing techniques, off north harbour of Patras city, Greece

A very interesting historical shipwreck has been discovered close to the entrance of the old (north) harbour of Patras during a systematic remote sensing survey of the wider area. Multibeam echo sounder (MBES), side-scan sonar (SSS) and subbottom profiling system (SBP) were used for the study of the shipwreck and the seabed around the wreck site. The shipwreck has been identified as “SS Egypte” based on historical archive research. The ship was a Belgian cargo ship which sank in 1909 after a collision with Greek steamer “Andreas”. The marine remote sensing survey located and identified the “SS Egypte” shipwreck, delineated the shipwreck “scene” and determined the horizontal extent and the origin of the wreck debris field and shipwreck’s condition based solely on acoustic data.

Nicodemo Abate, Alessia Frisetti, Gabriele Ciccone, Antonio Minervino Amodio, Maria Sileo, Rosa Lasaponara, Nicola Masini
From Point Clouds to Cultural Landscapes: Open-Source Machine Learning Applications for Archaeological UAV LiDAR segmentation

This study presents an open-source methodological workflow for processing Unmanned Aerial System (UAS) LiDAR data using a probabilistic machine learning algorithm to enhance the visibility and detection of archaeological features under vegetation. The proposed framework combines the 3DMASC plugin for CloudCompare with the Relief Visualization Toolbox (RVT) and QGIS to deliver an accessible, non-programmer-friendly solution for point cloud classification and derivative model enhancement. The methodology is validated through two case studies: the Kastrì-Pandosia site in Epirus, Greece, and Torre Castiglione in Apulia, Italy. Both sites, obscured by dense vegetation, revealed critical archaeological structures—including defensive walls, terraces, and ancient routes—following segmentation and visualization. Results confirm the robustness and replicability of the approach, reinforcing the value of open-source strategies in archaeological remote sensing.

Davide Tanasi, Rosa Lanteri, Vincenzo di Fiore, Michele Punzo, Daniela Tarallo, Dora Francesca Barbolla, Lara De Giorgi, Ivan Ferrari, Francesco Giuri, Giovanni Leucci
GPR survey at the archaeological site of Heloros (Noto, Sicily)

Results related to GPR survey at the archaeological site of the ancient Greek city of Heloros, located on the southeastern coast of Sicily near modern-day Noto. Data analysis demonstrates the abandonment of a remarkable settlement by highlighting the presence of various wall structures.

Maurizio Lazzari, Davide Palma, Pierpaolo Moretti, Valentina Leopizzi
Multidisciplinary approach for the stability analysis of a historical hypogeum in the municipality of Cisternino in the UNESCO site of the Itria Valley (Puglia, Southern Italy), aimed at a refunctionalization and valorization of the site

This contribution focuses on a multidisciplinary study approach in a cultural context of excellence, protected by UNESCO, in which there are many hypogea of anthropic origin, unexplored and sometimes unknown, which should be studied and valorized. Among these, the case of a historical hypogeum is reported, located under a trullo (a typical historical rural structure of the Itria Valley) that could be repurposed and valorized. The problem was addressed with a preliminary geophysical (seismic refraction, MASW and georadar), geotechnical, geological and geomorphological investigation on site, which allowed to define and size the hypogeum, the thickness of the vault that separates it from the overlying flooring of the trullo and the state of fracturing of the calcareous rock mass, in which it was excavated. This investigation was followed by the archaeological verification of the soil deposits, the levels of frequentation and the artefacts present inside the hypogeum, which allowed us to frame the historical period of its first use in the Late Middle Ages. The stability analysis was performed using a model, also defined thanks to geophysical investigations, along two transversal sections of the hypogeum, applying a calculation code that provides a synthetic representation of the set of deformation vectors found in the various sectors of the hypogeum section, analyzing the elastic stresses that affect the underground excavation, with the definition of the two-dimensional plane deformation. The result of the stability verification showed that the areas affected by the vaults and areas close to the central septum are in conditions of potential collapse due to a greater structural weakness of the hypogeum both for the state of fracturing and for the alterations of the rock mass. This structural weakness could also be responsible for some crack patterns present in correspondence with the walls and vaults of the trullo above. All this has made it possible to obtain the information that is absolutely essential for the correct planning of the consolidation interventions and subsequent enhancement of the site, without distorting it and preserving its historical-archaeological peculiarities, which constitute an added and indispensable value. Therefore, in order to use the hypogeum for tourist and cultural enhancement purposes, a structural consolidation intervention with low visual impact is advisable, which can favor the increase of the safety factor and at the same time preserve the nature and historical identity of the hypogeum.

Salvatore Piro
New results from the GPR surveys at the area surrounding the Basilica at S. Croce in Gerusalemme (Rome, Italy)

The ERC Rome Transformed Project, launched for the study of the Eastern Caelin in Rome, aimed to detect and map the archaeological structures under this portion of the town without performing excavations. In the present paper, the new results from surveys conducted using the GPR method to investigate different sites in the surrounding area of the Basilica at Santa Croce in Gerusalemme, as part of the ERC-funded Rome Transformed project (2019–2025), are presented and discussed. In particular, the results obtained in the area of the Castrense amphitheatre and the carceres near Circus Varianus are presented and analysed.

Stefania Porcu, Michela Podda, Giovanni Brodu, Stefano Columbu, Daniele Chiriu
3D Fluorescence Mapping: A promising Technique for the Analysis of the Degradation of Pigments

This study promotes 3D Fluorescence Mapping as an effective, non-invasive technique for analyzing pigments. By exciting pigments with different wavelengths, the method highlights characteristic fluorescence emissions that reveal chemical composition and detect degradation processes such as oxidation, fading, and molecular rearrangement. Despite conventional techniques like XRD and FTIR, which often require physical sampling, 3D Fluorescence Mapping allows real-time, surface-level analysis with no damage to the object.

Irene Ferrara, Paola Benedetta Castellino, Salvatore Gallo, Anna Maria Gueli, Giuseppe Politi, Giuseppe Stella
Intelligent Workflow for Real Time and Automated Analysis of Historical Pigments

In archaeological and conservation contexts, rapid and reliable access to information on painting materials is essential. To address this requirement, a completely automated system has been developed, combining data from Raman spectroscopy, spectrophotometry, and colorimetry, acquired on a set of 100 historical pigments from the ©Kremer Pigmente collection. After collecting the spectral data, which included a preliminary study to find the best settings and conditions for each measurement, the analysis workflow involved signal smoothing, baseline correction, identifying key features of each pigment, and data processing through custom Python pipelines. Raman, spectrophotometry, and colorimetric techniques contribute complementary molecular and chromatic information, enabling non-invasive diagnostics of polychrome materials. Automation dramatically reduces processing time compared to traditional manual analysis. This method offers a robust and transferable solution for the spectral documentation and recognition of pigments, providing immediate feedback on the pigment being examined and enhancing responsiveness in conservation and archaeological fieldwork.

Martina Bernabale, Anna Candida Felici, Pierfrancesco Atanasio, Luca Buccini, Daniele Passeri, Marco Rossi, Paolo Binaco, Danilo Dini
Natural ultramarine in the Roman context of Volsinii (Bolsena, Italy): a multianalytical characterization

This study presents a comprehensive analysis of a blue pigment lump discovered near Volsinii (modern Bolsena, Italy), employing ED-XRF, micro-Raman spectroscopy, and XRPD techniques. The pigment was conclusively identified as natural lazurite, the primary component of lapis lazuli. ED-XRF analyses, supported by principal component analysis, revealed elemental compositions aligning closely with synthetic ultramarine pigments, yet distinct from Egyptian and Herculaneum blues. Micro-Raman spectroscopy detected characteristic S3⁻ radical peaks at 548 cm⁻¹, with additional shoulders at 585 cm⁻¹ indicative of natural origin. XRPD confirmed a predominantly lazurite crystalline structure, lacking kaolinite impurities typical of synthetic variants. The presence of such a rare and valuable pigment in a provincial Roman context suggests sophisticated material procurement and artistic practices, challenging prevailing assumptions about pigment distribution in antiquity.

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