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16 Jan 2026
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The impact of normal mapping on the appearance of geometrically simplified archaeological 3D models

A robust method for simplifying 3D models while keeping high fidelity vizualisation of archaeological artifacts

Recommended by ORCID_LOGO based on reviews by Julien Looten and Kevin Secret-Morland

The general context of the study is the use of 3D digitization techniques in archaeology and cultural heritage preservation, where high-resolution models capture detailed artifacts and sites but often result in large, computationally intensive files. This necessitates simplification methods like mesh decimation, which can lose perceptual details, prompting techniques such as normal mapping to restore visual fidelity efficiently for visualization, analysis, and dissemination purposes.

I'm particularly interested in how normal mapping can bridge the gap between geometric simplification and perceptual accuracy in 3D archaeological models, especially for artifacts with intricate details like inscriptions, reliefs, and weathered surfaces, as this addresses practical challenges in digital heritage workflows.

I evaluated this article because the methodology is robust, combining photogrammetric acquisition, mesh simplification, normal map baking, and a mixed quantitative-perceptual evaluation, while the results demonstrate convincing visual preservation, and the discussion thoughtfully highlights limitations and applicability in archaeological contexts.

I decided to accept the role of recommender for this article because of my interest in the scientific question and the strengths in methodology and results; additionally, the work aligns with emerging trends in digital twins for cultural heritage, such as those in the ARTEMIS project referenced in the paper.

The authors tackled the questions through a structured workflow involving SfM photogrammetry for 3D model generation, progressive mesh simplification using Quadric Edge Collapse decimation, normal map baking in Adobe Substance 3D Painter, and de-lighting/pre-processing for consistent evaluation. Notable was their perceptual user study with 80 participants across expertise levels, randomized presentations, and multiple viewing angles, combined with quantitative geometric deviation analysis, which provided a balanced assessment of visual fidelity beyond purely technical metrics.

Normal-mapped simplified models were preferred or closely competitive with high-resolution originals in user evaluations (50-60% preference across cases), effectively preserving perceptual details like inscriptions and reliefs despite 90-97% geometric reduction, with expert users favoring them for shading and detail cues; quantitative deviations were minimal but highlighted limits for precise geometric analysis.

Reviewers feedback was taken into account and the authors significantly improved the quality the paper.

As recommender, I particularly appreciated the emphasis on archaeological applicability, including how normal mapping supports non-destructive visualization and hypothesis testing; the inclusion of ambient occlusion and de-lighting for enhanced realism; the breakdown of results by user expertise levels, revealing expert preferences; and the forward-looking insights on complementary techniques like radiance scaling for rough surfaces.

References

Stefanos Costopoulos, Georgios Papaioannou (2025) The impact of normal mapping on the appearance of geometrically simplified archaeological 3D models. Zenodo, ver.3 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.17107525

The impact of normal mapping on the appearance of geometrically simplified archaeological 3D modelsStefanos Costopoulos, Georgios Papaioannou<p style="text-align: justify;">A great challenge in 3D digitization and modelling lies in striking a balance between surface detail and model size, while accommodating the geometric information representation requirements of diverse archaeologica...Computational archaeologyGeorge Pavlidis2025-09-10 14:12:21 View
06 Jan 2026
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Speaking Types into Being: Language Acts, Typological Persistence and Performing Archaeological Space

Categorizing Spatial Entities in Archaeology: A Speech Act Approach

Recommended by ORCID_LOGO, ORCID_LOGO and based on reviews by Isto Huvila and Julie Gravier

“Speaking Types into Being: Language Acts, Typological Persistence and Performing Archaeological Land” by Piraye Hacıgüzeller (2025) is a contribution to a forthcoming volume on the role of typology and type-thinking in current archaeological theory and praxis. This volume is edited by the recommenders, and Hacıgüzeller’s contribution is recommended based on two independent expert evaluations. 

A GIS specialist in archaeology, Hacıgüzeller offers a range of critical reflections on categorization and representation of archaeological space. She illustrates how specific spatial types and categories, in general and the “site” category in particular, shape archaeological praxis, notably spatial analysis and imagination. As rightly stressed by the author, spatial categories suffer from issues of vagueness in their definition that are even greater compared to, say, the categorisations used to handle more obviously bounded objects such as artifacts.

As a result, the foundational vagueness of spatial categories makes it vital to pay critical attention to how and why certain concepts persist in, and continue to shape, archaeological discourses despite mounting theoretical critique and what may be termed “empirical resistance”. Hacıgüzeller here points out that mere “usefulness” in organizing archaeological materials and framing archaeological knowledge-production projects does not provide a complete, particularly relevant or satisfying answer, suggesting that spatial types and categories should instead be regarded as “language acts” (p. 5-6).

Based on this recognition, the author develops a constructivist, practice-oriented approach to archaeological concepts, arguing that “types do not merely describe material realities; they are constitutive of them”  (p. 1). All concepts are human products. This in turn leads to the desideratum to carefully examine “typological language acts” and “the role ‘language acts’ play in the materialisations of archaeological types” vis-à-vis tangible contexts of archaeological analysis and interpretation. Generalizing types as categories, Hacıgüzeller thereby examines two linguistics aspects of categorization operations in particular:

  1. Drawing on Gavin Luca’s (2019) work — and echoing his chapter included in the same edited volume (Lucas 2022) — Hacıgüzeller advocates for approaching archaeological spatial types not as “stable classifications” but as “relational entities — assemblages that are always in the process of becoming”;
  2. Addressing the implications of large language models (LLMs) for her “language act” approach to spatial archaeological categories, drawing in current scholarship in discourse analysis in archaeology and beyond, for example a recent edited volume on Discourse and Argumentation in Archaeology: Conceptual and Computational Approaches (Gonzalez et al. 2023).

Framed as a “position paper”, Hacıgüzeller’s contribution certainly offers much food for thought and will be of interest to all those who are interested in meta-archaeological questions. Firmly grounded in postmodern and gender studies, it raises awareness about the risks and challenges of categorisation as a praxis — more generally and for archaeology in particular. She notably cautions against the risk of excessive stabilisation and fixation, and points to some of related consequences of drawing exaggeratedly on generative intelligence and artificial intelligence-based (computing) technologies. In doing so, Hacıgüzeller’s helps to re-activate, and thereby expand and re-situate, Austin’s (1962) original theory of speech acts for contemporary archaeological concerns, tapping into its potential to illuminate archaeology as a situated “cultural praxis” (Assimakopoulos 2025) and resonating with recent work on the “literary archaeologist” (Lucas 2019).

References

Austin J . L. 1962. How to Do Things With Words. Oxford: Clarendon Press.

Assimakopoulos, S. 2025. Speech Act Theory: Between Narrow and Broad Pragmatics. Cambridge: Cambridge University Press, https://doi.org/10.1017/9781009378376.

Gonzalez-Perez, C., Martin-Rodilla, P. and Pereira-Fariña, M. (eds). 2023. Discourse and Argumentation in Archaeology: Conceptual and Computational Approaches, Cham: Springer International Publishing, https://doi.org/10.1007/978-3-031-37156-1.

Hacıgüzeller P. 2025. “Speaking Types into Being: Language Acts, Typological Persistence and Performing Archaeological Space”, Zenodo, https://doi.org/10.5281/zenodo.18152352.

Lucas, G. 2012. Understanding the Archaeological Record. Cambridge: Cambridge University Press.

Lucas, G. 2019. Writing the Past: Knowledge and Literary Production in Archaeology. London: Routledge.

Lucas, G. 2022. “Archaeology, Typology and Machine Epistemology”, Zenodohttps://doi.org/10.5281/zenodo.7622162.

Speaking Types into Being: Language Acts, Typological Persistence and Performing Archaeological SpacePiraye Hacıgüzeller<p>In this chapter, I explore how archaeological types are performed through language acts. Drawing on Judith Butler’s theory of performativity, I emphasise that archaeologists do not merely describe orreference types, but actively materialise the...Theoretical archaeologySébastien Plutniak2024-07-14 09:04:13 View
29 Dec 2025
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Designing a mobile digital application for the museum of Asia Minor culture: enhancing intangible cultural heritage through digital storytelling

Designing Mobile Heritage Experiences for Asia Minor Refugee Memories

Recommended by ORCID_LOGO and ORCID_LOGO based on reviews by 3 anonymous reviewers

The proposal by Lalopoulos et al. (2025), dedicated to the design of a mobile application for the Museum of Asia Minor Culture, falls within a field of great relevance for archaeology and digital heritage studies: the use of mobile devices and digital storytelling to give visibility and continuity to forms of intangible cultural heritage, particularly in small-scale museum contexts. Recently, the literature has emphasized the need to go beyond the simple digitization of exhibited objects to construct narratives that are situated, participatory, and sensitive to the memories of communities. In this context, the case study presented by the authors is exemplary because it focuses on the cultural heritage of the diaspora from Asia Minor, interweaving oral accounts, archival materials, and physical exhibition spaces into a single narrative ecosystem accessible via smartphone.

My interest in this contribution stems precisely from the combination of a formulated research question and a museum context that is often underrepresented in international literature. The authors ask how a mobile app can, on the one hand, respond to the concrete needs of visitors and residents – in terms of practical information, linguistic accessibility, and orientation within the museum space – and, on the other hand, become a device capable of enhancing intangible dimensions such as family memories, daily practices, traumas, and resettlement processes. The choice to focus on a small community museum, with limited resources but a strong sense of identity, makes the questions addressed particularly relevant and transferable to other, similar contexts.

From a methodological perspective, I found the work to be solid and well structured. The authors articulate a multi-stage process that includes a preliminary analysis of the context and needs through questionnaires and interviews, the definition of functional and narrative requirements for the application, and finally an evaluation of the prototype with a targeted sample of users. The mixed-methods design is well justified: the data collected are not presented as statistically representative but as a sufficient qualitative and quantitative basis for guiding design choices. I especially like how the steps connecting the survey and interview evidence to the design choices for the interface and content are explained, as well as the transparency in discussing the sample's limitations and future expansion possibilities.

In terms of results, the contribution shows how the application developed integrates “classic” information features (news sections, timetables, visit planning) with more innovative elements: a 3D map of the museum that facilitates orientation, narrative paths focused on the community's intangible heritage, and a bilingual structure that dialogues with both the descendants of refugees and a wider audience. The evaluation phase, although necessarily limited in scope, offers intriguing observations about users' expectations of digital tools in museums of this type, confirming that the opportunity to listen to personal stories and testimonies, as well as to “see” the objects, represents a decisive added value.

One of the aspects that convinced me to recommend this article is the care with which the authors transform a localized case study into a reusable methodological model. Far from being a simple technical report on software development, the paper proposes a real “path” of participatory design, which can be adopted – with the appropriate adaptations – by other small and medium-sized institutions interested in integrating intangible heritage into their digital strategies. In particular, the distinction between narrative, functional, and usability requirements, as well as the reflection on technological choices (development platforms, content management, future interoperability with possible AR extensions, or AI-based assistants), are elements of great practical use for the community of digital heritage professionals.

I also appreciated the way in which the revised version of the manuscript incorporated the feedback received during the peer review rounds. The authors clarified the research questions and the specific role attributed to intangible cultural heritage in the overall framework; they made the methodological sections more linear, specifying the number and profile of participants in the various stages of data collection; finally, they strengthened the link between the user evaluation results and the concluding discussion, avoiding excessive generalizations and focusing instead on what their case study can credibly offer as guidance for other projects.

During the review process, the referees unanimously emphasized the originality of the focus on the heritage of the diaspora and the attention to the usability and accessibility aspects of the interface, positively evaluating the clarity of the writing and the adequacy of the bibliography. From my perspective, in addition to these elements, the choice to address a topic that is often evoked but rarely documented with such precision is particularly commendable: how to reconcile, in practical terms, the institutional communication needs of a museum with the representation requirements of a community that carries with it a history of uprooting and identity reconstruction.

In summary, I believe that the article by Lalopoulos et al. makes a significant contribution both to digital museology studies and to the broader debate on the role of mobile technologies in the transmission of intangible heritage. The combination of a strong theoretical framework, a clear and repeatable methodological approach, and an honest look at the case study's strengths and weaknesses fully supports my recommendation for publication. The work offers the reader not only a concrete example of good practice but also a series of operational suggestions that can guide the design of digital experiences sensitive to the memories, stories, and emotions of the communities that museums intend to represent.

References

Charisis Lalopoulos, Markos Konstantakis, Panayiotis Koutsabasis (2025) Designing a mobile digital application for the museum of Asia Minor culture: enhancing intangible cultural heritage through digital storytelling. Zenodo, ver.3 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.17975868

Designing a mobile digital application for the museum of Asia Minor culture: enhancing intangible cultural heritage through digital storytellingCharisis Lalopoulos, Markos Konstantakis, Panayiotis Koutsabasis<p>The Asia Minor Catastrophe (1922) marked a pivotal moment in modern history, resulting in the forced migration of millions of individuals and the loss of invaluable tangible and intangible cultural heritage. The Museum of Asia Minor Culture in ...Computational archaeologyMichele Pellegrino2025-09-14 12:05:41 View
17 Dec 2025
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The role of heritage databases in typological reification: a case study from the Final Palaeolithic of southern Scandinavia

Data Infrastructures and their Consequences for Scientific Thought: A Case Study from Prehistoric Archaeology in 20th-century Denmark

Recommended by ORCID_LOGO and ORCID_LOGO based on reviews by Anaïs Vignoles and Christophe Tuffery

“The role of heritage databases in typological reification: a case study from the Final Palaeolithic of southern Scandinavia” by Felix Riede (2023) is a chapter contribution to an upcoming edited volume on the role of typology and type-thinking in current archaeological theory and praxis. This volume is edited by the recommenders and by Riede himself. This being said, the present recommendation is grounded in, and based on, the independent evaluations of two reviewers. 


At the core of the paper lies an effort to document a series of conceptual slippages that regularly occur when archaeological objects are transformed into archaeological data, scrutinized and discussed based on the case of handling a specific type of lithic object from the Terminal Pleistocene - the iconic large tanged point - in 20th century Danish prehistoric archaeology. Namely, the author shows how 1) stratigraphic distinctions were readily aligned with ethnic categories and distinctions; and how 2) type definitions were eagerly, and typically uncritically, transferred between different archaeological specializations and object categories, for example from Metal Ages objects to the “often significantly more variable artifact classes of the Palaeolithic”. In addition, the paper illustrates the role of particular ways of doing archaeology in stabilizing particular type-concepts, i.e. how “the registration protocol of a national register reified previous typological assumptions”.


Written by a prehistoric archaeologist with a strong data-driven research background, this paper demonstrates how several disciplinary perspectives can be fruitfully and critically combined to shed light on how the use of particular kinds of databases, and specific data infrastructures and ecologies more generally, feeds into and therefore directly shapes archaeological knowledge production: a) the history of science (with a particular focus on scientific publishing methods and formats), b) empirical Palaeolithic archaeology, and the c) digital-computational archaeology . It successfully brings these three, too-often separared fields of research into productive conversation and is accordingly of interest to a broad interdisciplinary readership. As such – prehistoric archaeology being situated at the crossroads of the natural sciences, the humanities, and museology – the paper adds to a growing body of scholarship on the history and consequences of data infrastructures in the natural sciences (Hine 2006), museum practices (cf. e.g. the seminal paper by Star and Griesemer 1989), and the nascent digital humanities (cf. Lejeune 2025 for a case study in medieval history).

References

The role of heritage databases in typological reification: a case study from the Final Palaeolithic of southern ScandinaviaRiede, Felix<p>Large tanged points are cherished cultural index fossil artefacts in European prehistory. In different research traditions and different regions, they are known by different labels – Lyngby points, Bromme points, and Teyjat points, for instance...Ancient Palaeolithic, Computational archaeology, Conservation/Museum studies, Lithic technology, Theoretical archaeologySébastien Plutniak2023-01-23 11:16:09 View
15 Dec 2025
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A 3D Digital Documentation Framework for the Early Helladic Cemetery of Asteria, Glyfada: Challenges and Innovations

Integrated 3D Documentation as a Heuristic Tool in Prehistoric Attica

Recommended by ORCID_LOGO and ORCID_LOGO based on reviews by 2 anonymous reviewers

The integration of three-dimensional recording techniques into archaeological practice has shifted significantly in recent years, moving from simple visual preservation to complex analytical frameworks. This evolution was a central theme of Session S24 (Digital Fieldwork Documentation in Archaeology: Innovations, Challenges and Standards) at the Computer Applications and Quantitative Methods in Archaeology (CAA) 2025 conference, where the work of Konstantakis and colleagues was originally presented. The paper "A 3D Digital Documentation Framework for the Early Helladic Cemetery of Asteria, Glyfada: Challenges and Innovations" exemplifies this transition, offering a robust methodology for documenting a complex, multi-phase site in the culturally rich region of Attica, Greece.

Methodologically rigorous 3D approaches have been established in the region by works such as Stal et al. (2014) at Thorikos, who evaluated the potential of image-based modeling for reconstructing complex structures. Extending this methodological discourse to the nearby site of Asteria Glyfada, Konstantakis and colleagues address a site of significant complexity, comprising both an Early Helladic workshop installation and a superimposed cemetery. To capture this intricate landscape, the authors propose a hybrid workflow that combines Unmanned Aerial Vehicle (UAV) photogrammetry for broad site coverage with Terrestrial Laser Scanning (TLS) for millimetric precision of the rock-cut chamber tombs and periboloi. Crucially, the authors did not stop at geometric recording; they integrated legacy excavation data, including digitized plans and diaries, into a unified spatial environment enriched with semantic metadata based on CIDOC-CRM standards.

We decided to recommend this article because it successfully demonstrates that high-resolution 3D models can serve as primary research tools rather than mere illustrative appendices. The methodology is rigorous, achieving a geometric accuracy of approximately 3 mm for TLS and 1.5 cm for photogrammetry. The analytical value of this integrated framework is evident in the study's results, where querying the 3D spatial data allowed the authors to identify previously undetected clustering in burial orientations along natural bedrock ridges. Furthermore, the model facilitated the cross-referencing of grave locations with artifact assemblages, revealing distinct spatial distribution patterns for Cycladic figurines and obsidian tools. These findings provide new insights into the social and ritual organization of the cemetery and support the hypothesis of intentional landscape repurposing from industrial to funerary use.

During the peer-review process, the manuscript underwent significant refinement that strengthened its contribution to the field. Reviewers rightly challenged the initial framing of the project as a "Digital Twin," noting especially that without real-time sensor integration, the term was misapplied. The authors constructively addressed this by refocusing the paper on the "Digital Documentation Framework," providing clearer technical specifications and comparative statistics between the recording methods. This shift clarified the paper's scope and highlighted its practical utility for fellow practitioners. As the reviewers noted, the inclusion of specific archaeological outcomes such as the artifact distribution analysis successfully demonstrated that the digital product generated new knowledge beyond simple documentation.

Looking forward, the workflows established at Asteria pave the way for even more advanced integration of spatial and attribute data. As 3D documentation becomes standard, the next frontier lies in the full integration of these geometric models into 3D Geographic Information Systems (3D GIS) capable of handling complex volumetric analyses. In this regard, recent work by Campbell (2025) offers a promising roadmap for the future development of such systems, suggesting how the models produced at sites like Asteria can be further activated for archaeological inquiry.

References

Rosie Campbell, Marie Floquet, Hallvard R Indgjerd, Michael J Boyd, Colin Renfrew (2026) Building blocks between past and present: Perspectives from a holistic 3D GIS-based intra-site excavation archive. Journal of Archaeological Science: Reports, 69. https://doi.org/10.1016/j.jasrep.2025.105522

Markos Konstantakis, Konstantina Kaza, Vasiliki Antonopoulou, Galini Daskalaki, Ioanna Gourtzioumi, Emmanouil Larentzakis, Eleftheria Iakovaki (2025) A 3D Digital Documentation Framework for the Early Helladic Cemetery of Asteria, Glyfada: Challenges and Innovations . Zenodo, ver.5 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.17432735

Cornelis Stal, Kim Van Liefferinge, Jeroen De Reu, Roald Docter, Guy Dierkens, Philippe De Maeyer, Sophie Mortier, Timothy Nuttens, Thomas Pieters, Floris van den Eijnde, Winfred van de Put, Alain De Wulf (2014) Integrating geomatics in archaeological research at the site of Thorikos (Greece). Journal of Archaeological Science, 45, 112-125. https://doi.org/10.1016/j.jas.2014.02.018

 

A 3D Digital Documentation Framework for the Early Helladic Cemetery of Asteria, Glyfada: Challenges and Innovations Markos Konstantakis, Konstantina Kaza, Vasiliki Antonopoulou, Galini Daskalaki, Ioanna Gourtzioumi, Emmanouil Larentzakis, Eleftheria Iakovaki<p>The Early Helladic cemetery at Asteria in Glyfada presents a key archaeological locus for understanding prehistoric Attica, combining evidence of metallurgical activities with a complex, multi-phase burial ground. This paper presents the creati...Computational archaeology, Conservation/Museum studiesQuentin DrillatAnonymous, Anonymous2025-09-10 09:08:02 View
09 Dec 2025
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A Network View on the Big Exchange Project: Integrating and Analysing Heterogeneous Datasets

Similarity Across Scales: Spatial PathSim for Heterogeneous Archaeological Data

Recommended by ORCID_LOGO based on reviews by Robert Bischoff and Tim Evans

Positioned as a proof-of-concept, this paper explores the integration of multiple heterogeneous datasets from the Big Exchange project (Kerig et al. 2023; Thor Straten 2025) into a heterogeneous information network (HIN), with the goal of demonstrating the utility of such data for cross-dataset comparison. The authors should be lauded for this approach, which, through its method and HIN data organization, enables comparison of material distributions across multiple spatial scales, broadly addressing Knappett’s (2011) call for linking multiple scales of analysis in archaeology. In this study, the authors incorporate the PathSim similarity measure, including its spatial extension, as an added metric for exploring spatial relationships and potential social connections reflected in the integrated dataset. One of the larger questions posed in this article is whether HINs and spatially extended similarity measures can meaningfully capture cross-dataset structures or expose relational patterns otherwise obscured by dataset heterogeneity. Through a few examples, they show how PathSim captures degrees of overlap between raw material distributions at multiple spatial scales, highlighting potential zones of contact. Their results demonstrate how some distributions (e.g. Rijckholt Flint and Actinolite-Hornblende Schist) exhibit strong similarity across scales, while others remain isolated unless larger distance thresholds are applied. More interestingly, I think, they use PathSim to evaluate whether absences in their dataset (e.g. Spondylus in the Rijckholt zone) reflect true social patterning or taphonomic processes, an important consideration when working with archaeological datasets that are often incomplete and biased.

What remains challenging, albeit still a goal worth pursuing, is the integration of multiple other heterogeneous datasets into a “global, interoperable network,” something that the authors indeed acknowledge (Thor Straten et al. 2025). Still, this application of HIN analysis to archaeology seems to be the first of its kind, highlighting the potential for future analyses that combine multiple, heterogeneous datasets. The value of this approach lies in its potential for integrating multiple material categories for cross-data comparisons that preserve their semantic distinctions that might be otherwise lost in traditional network approaches that homogenize data. Overall, this study offers an accessible proof-of-concept that opens new avenues for analysing interaction and exchange in archaeology. The reproducibility and accessibility of the dataset and code make it a valuable addition to the archaeological analysis toolkit.

References

Kerig, T., Hilpert, J., Strohm, S., Berger, D., Denis, S., Gauthier, E., Gibaja, J. F., Mallet, N., Massa, M., Mazzucco, N., Nessel, B., Pelegrin, J., Pétrequin, P., Sabatini, S., Schumacher, T. X., Serbe, B. and Wilkinson, T. (2023). Interlinking research: the Big Exchange project. Antiquity 97, e22. https://doi.org/10.15184/aqy.2023.78.

Knappett, C. (2011). An Archaeology of Interaction: Network Perspectives on Material Culture and Society. (Oxford University Press). https://doi.org/10.1093/acprof:osobl/9780199215454.001.0001.

Thor Straten, M. (2025). Big Exchange HIN (CAA 2025). (Zenodo). https://doi.org/10.5281/zenodo.17019270.

Thor Straten, M., Strohm, S., Hilpert, J., Serbe, B., Kerig, T. and Renz, M. (2025). A Network View on the Big Exchange Project: Integrating and Analysing Heterogeneous Datasets. Zenodo, ver.2 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.17856414

A Network View on the Big Exchange Project: Integrating and Analysing Heterogeneous DatasetsMattis thor Straten, Steffen Strohm, Johanna Hilpert, Benjamin Serbe, Tim Kerig, Matthias Renz<p>This study presents a proof-of-concept for integrating 14 datasets on 11 archaeologically relevant raw materials from the Big Exchange project into a heterogeneous information network (HIN), an informational structure explicitly modelling multi...Computational archaeology, Raw materials, Spatial analysisPaula Gheorghiade2025-09-03 10:59:15 View
27 Nov 2025
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Future-Proofing Heritage with ARGUS: A Multimodal Digital Twin Approach for Sustainable Preservation

Digital Twins, Ontologies and Decision Systems for Cultural Heritage

Recommended by based on reviews by Florian Thiery, Lizzie Scholtus and 1 anonymous reviewer

The increased use of digital twins in archaeology has led to the emergence of new proposals and methodologies regarding its practices and, specifically, how we understand and experience cultural heritage (Themistocleous et al 2022). In parallel, sensors, aspects of IoT, drones, and other monitoring technologies help to overcome a static view of archaeological objects and structures with data-driven perspectives (Carvalho 2024; Cecere et al 2024). Finally, the role of relational semantics, in the form of ontologies and their consequent alignment, has been merging what previously had no apparent connection.

Viewed separately, all these topics have their value, but it is with paper “Future-Proofing Heritage with ARGUS: A Multimodal Digital Twin Approach for Sustainable Preservation” (Pavlidis et al 2025) that a proposal with great potential is achieved, creating a bridge between them all, with a very clear objective: to act proactively to safeguard cultural heritage. The pipeline described in this article not only informs us about the condition of archaeological or heritage sites, but also gives us clear actions to take in the event of any anomalies in terms of climate change, external disturbances, or peaks in any parameter that exceed a pre-established threshold. In fact, across five sites with widely differing characteristics, the first prototypes of this pipeline offer a low-cost and versatile solution for monitoring, collecting, and using data on the dynamics of this heritage. Thus, ARGUS paves the way for exploring broader multimodal models, different AI applications for communication and decision-making—such as RAG—and ontology migrations and alignments for event-based semantics.

For all these reasons, its publication is recommended, and it is hoped that these first steps will evolve into country-wide systems for the protection, safeguarding, and response of cultural heritage based on the best that technology has to offer. 

References

Carvalho, D. (2024). A critical theory of the drone in archaeology: On space, epistemology, and automation. Drone Systems and Applications, 12, 1–7. https://doi.org/10.1139/dsa-2023-0142

Cecere, L., Colace, F., Lorusso, A., Santaniello, D. (2024). Predictive Maintenance of an Archeological Park: An IoT and Digital Twin Based Approach. In: Degen, H., Ntoa, S. (eds) Artificial Intelligence in HCI. HCII 2024. Lecture Notes in Computer Science, vol 14735. Springer, Cham. https://doi.org/10.1007/978-3-031-60611-3_23

Pavlidis, G, A. Koutsoudis, D. Tsiafaki, M. Karta, V. Sevetlidis, V. Arampatzakis, A. Sarris, M. Polidorou, V. Klinkenberg, Z. Boukhers, L. Kong, E. Farinetti, F. Moreno Navarro, I. Kakogiannos, S. Aparicio, J. Ortega Heras, F. Ramonet, A. Agapiou, S. Hadjipetrou, K. Michaelides, S. Patsalidis, P. Kyriakidis, A. Papakonstantinou, D. Athanasoulis, C. Maris, T. Vakoulis, T. Nagata, K. Beyer, S. Saloustros (2025) Future-Proofing Heritage with ARGUS: A Multimodal Digital Twin Approach for Sustainable Preservation. Zenodo, ver.2 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.17630610

Themistocleous, K., Evagorou, E., Mettas, C. and Hadjimitsis, D. (2022) ‘The use of digital twin models to document cultural heritage monuments’, in Earth Resources and Environmental Remote Sensing/GIS Applications XIII. Earth Resources and Environmental Remote Sensing/GIS Applications XIII, SPIE, pp. 55–64. https://doi.org/10.1117/12.2636332.

 

Future-Proofing Heritage with ARGUS: A Multimodal Digital Twin Approach for Sustainable PreservationG. Pavlidis, A. Koutsoudis, D. Tsiafaki, M. Karta, V. Sevetlidis, V. Arampatzakis, A. Sarris, M. Polidorou, V. Klinkenberg, Z. Boukhers, L. Kong, E. Farinetti, F. Moreno Navarro, I. Kakogiannos, S. Aparicio, J. Ortega Heras, F. Ramonet, A. Agapiou...<p>The preservation of cultural heritage faces increasing challenges from environmental, climatic, and anthropogenic pressures. The ARGUS Horizon Europe project addresses these challenges by proposing an innovative predictive preservation approach...Buildings archaeology, Computational archaeology, Conservation/Museum studies, Landscape archaeology, Remote sensing, Theoretical archaeologyDaniel Carvalho2025-09-05 17:00:34 View
13 Nov 2025
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Detection of temporal changes of the Omega House at the Athenian Agora

Retrospective Photogrammetry as a Basis for Reconstructing Physical Changes in Architecture

Recommended by ORCID_LOGO and based on reviews by Robert Bischoff, Sebastian Hageneuer and 1 anonymous reviewer

A growing number of examples show that archival photographs can be repurposed to create 3D models of archaeological features and sites. Even though archival photographs are rarely, if ever, optimal for photogrammetry, it often is possible to create coherent 3D models that are useful for various purposes (e.g., Bischoff and Allison 2023; Discamps et al. 2016; Reinhard 2016; Tharandt 2024). Models constructed from archival data are not without challenges, however. Older photographs are often taken with a variety of settings,  lack metadata, and/or provide incomplete coverage of the features of interest. Therefore, models constructed from these suboptimal photographs will lack accuracy or distort geometry, and it is difficult to estimate their accuracy.

Panagiotopoulou et al. (2025) compare two 3D models to evaluate changes in the Omega House, a residential complex on the Athenian Agora that covers about 1,800 square meters. One model was created from archival photos dating to the 1972 excavation of the complex; the second model was created in 2017 from photographs taken specifically for photogrammetry. Not surprisingly, the recent model is highly accurate, but it is difficult to evaluate the accuracy of the earlier model. Comparisons to fixed check points unlikely to have changed between 1972 and 2017 indicate that horizontal position of the earlier model is correct with submeter accuracy (to approximately 33-34 cm in easting and northing). The vertical position is less accurate, approximately 1.8 meters. How much the earlier model distorts the geometry of the building is difficult to evaluate.

In an earlier paper, the same authors compared distance, surface area, and volume differences between the two models for a number of specific locations within the complex (Panagiotopoulou et al. 2023). That comparison showed that, overall, the structure of the Omega House complex was preserved between 1972 and 2017 but changes in volume in some areas could represent deterioration of walls, removal of debris, or addition of fill.  Some of the largest differences between the models were around the edges of the structure were photographic coverage for the 1972 model was sparse. Thus, it is possible that some of the observed differences between the models reflect inaccuracies in the earlier model rather than physical changes to the site.

The new preprint (Panagiotopoulou et al. 2025) improves on the earlier analysis by focusing on the south-central parts of the Omega House where the 1972 model has the best photographic coverage and should be most accurate.  Focusing analytical attention there minimizes the uncertainty about the accuracy of the earlier model, which allows for more confidence that the differences between the two models reflect real physical changes between 1972 and 2017. The authors divide the area into seven subareas and point to one subarea that shows substantial decreases in model volume, suggesting deterioration due to natural decay or erosion. Two areas display substantial increases in surface area and volume, perhaps indicating (undocumented?) restoration work.

The preprint is valuable for several reasons. At the Omega House, specifically, it demonstrates heterogenous changes in the monument that call for targeted preservation work. More generally, the paper provides a quantitative framework for comparisons between 3D models that will be useful to other conservation projects. It also provides a good example of the value of retrospective photogrammetry and of the usefulness of comparing 3D models created at different times to detect changes in surface, area and volume.

References

Robert Bischoff and James R. Allison (2023). Using Nonoptimal or Archival Photographs for Constructing 3D Models. In Human History and Digital Future: Proceedings of the 46th Annual Conference on Computer Applications and Quantitative Methods in Archaeology, edited by Matthias Lang, Volker Hochschild, and Till Sonnemann, pp. 104-116. Tübingen University Press, Tübingen, Germany. http://dx.doi.org/10.15496/publikation-87770

Emmanuel Discamps, Xavier Muth, Brad Gravina, François Lacrampe-Cuyaubère, Jean-Pierre Chadelle, Jean-Philippe Faivre, and Bruno Maureille (2016). Photogrammetry as a tool for integrating archival data in archaeological fieldwork: Examples from the Middle Palaeolithic sites of Combe–Grenal, Le Moustier, and Regourdou. Journal of Archaeological Science: Reports 8:268–276. http://dx.doi.org/10.1016/j.jasrep.2016.06.004

Antigoni Panagiotopoulou, Colin A. B. Wallace, Lemonia Ragia, and Dorina Moullou (2023). Change Detection between Retrospective and Contemporary 3D Models of the Omega House at the Athenian Agora. Heritage  6(2):645-1679. https://doi.org/10.3390/heritage6020088

Antigoni Panagiotopoulou, Colin A. B. Wallace, Lemonia Ragia and Dorina Moullou (2025) Detection of temporal changes of the Omega House at the Athenian Agora. Zenodo, ver.2 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.15739599

Jochen Reinhard (2016). Structure-from-Motion-Photogrammetrie mit Agisoft PhotoScan. Erste Erfahrungen aus der Grabungspraxis, In 3D-Anwendungen in der Archäologie: Computeranwendungen und quantitative Methoden in der Archäologie, edited by Undine Lieberwirth and Irmela Herzog, pp 17-44,  Edition Topoi, Berlin, Germany. https://doi.org/10.17171/3-34

Louise Tharandt (2024). 3Duewelsteene - A website for the 3D visualization of the megalithic passage grave Düwelsteene near Heiden in Westphalia, Germany, https://3duewelsteene.github.io/, Zenodo, 7948379, ver. 4 peer-reviewed and recommended by Peer Community in Archaeology. https://doi.org/10.5281/zenodo.7948379

Detection of temporal changes of the Omega House at the Athenian AgoraAntigoni Panagiotopoulou, Colin A. B. Wallace, Lemonia Ragia and Dorina Moullou<p>This work presents the role of 3D visualization and analysis of monuments and archaeological sites in producing useful data regarding their preservation condition.The progress made in 3D digitization technologies, incombination with finding new...Buildings archaeology, Computational archaeology, Conservation/Museum studies, Contemporary archaeology, Environmental archaeology, Remote sensingJames Allison Sebastian Hageneuer, Bastien Rueff, Robert Bischoff2023-06-01 04:03:09 View
23 Oct 2025
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Convolutional Neural Networks and Outline Analyses for Archaeobotanical Studies of Domestication and Subspecific Identification

Deep Learning Outperforms Geometric Morphometrics for Archaeobotanical Seed Classification

Recommended by ORCID_LOGO based on reviews by Lloyd A. Courtenay, Mathias Bellat, Marco Corneli and 2 anonymous reviewers

Archaeology, because it works on material culture, tends to make regular use of scientific and standardized imagery to study and classify cultural features. Using these visual supports, archaeologists have progressively moved from discrete artefact measurements (e.g. lengths, widths) to shape analyses (GMM), and more recently to Convolutional Neural Networks (CNNs).

The paper entitled “Convolutional Neural Networks and Outline Analyses for Archaeobotanical Studies of Domestication and Subspecific Identification” by Vincent Bonhomme et al. examines the comparative performance of GMM and CNN for the classification of archaeobotanical seeds (wild vs. domestic) based on 2D orthophotographs. The results of this study show that CNNs outperform GMM in seed classification. It is worth mentioning that the first author of the paper is also the creator of the popular GMM R package Momocs, which adds further legitimacy to the study’s conclusions.

The paper is short, well-written, and goes straight to the point. The computational workflow is developed in R, a programming language widely used in archaeology, and relies on Python (via the reticulate package) to perform machine learning computations. The dataset (over 15,000 seed photographs) and the accompanying R code are publicly available. Their quality, structure, and documentation meet high standards, providing a strong foundation for anyone wishing to extend the analysis to larger datasets or to other types of material culture features, using both GMM and CNN approaches.

Although the authors publish their code and data to ensure reproducibility, one reviewer rightly noted that full reproducibility will not be entirely straightforward, since bridging R with Python can be technically challenging. Nonetheless, this paper represents a significant milestone in applying computer vision to archaeobotanical data, and I strongly recommend its publication.

Finally, as reviewers have also pointed out, it would be valuable to publish the confusion matrix and/or sensitivity and specificity metrics. Reviewers have additionally provided minor suggestions to further improve the paper.

References

Vincent Bonhomme, Laurent Bouby, Julien Claude, Camille Dham, Muriel Gros-Balthazard, Sarah Ivorra, Angèle Jeanty, Clémence Pagnoux, Thierry Pastor, Jean-Frédéric Terral, Allowen Evin (2025) Convolutional Neural Networks and Outline Analyses for Archaeobotanical Studies of Domestication and Subspecific Identification. biorXiv, ver.4 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.1101/2023.09.15.557939

Convolutional Neural Networks and Outline Analyses for Archaeobotanical Studies of Domestication and Subspecific IdentificationVincent Bonhomme, Laurent Bouby, Julien Claude, Camille Dham, Muriel Gros-Balthazard, Sarah Ivorra, Angèle Jeanty, Clémence Pagnoux, Thierry Pastor, Jean-Frédéric Terral, Allowen Evin<p>The identification of archaeological fruits and seeds is crucial for understanding the relationships between humans and plants within the cultural and biological history of both wild and cultivated species. We compared the relative performance ...Antiquity, Archaeobotany, ArchaeometryThomas Huet Amy Cromartie, Mathias Bellat, Lloyd A. Courtenay, Anonymous, Marco Corneli2024-04-29 10:06:06 View
22 Oct 2025
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Isobiography of the first farmers: effects of age-estimating referential and statistical models on reconstructing infant life

Modelling dental development and incremental dentine sampling - a new statistical method

Recommended by ORCID_LOGO based on reviews by Alexandra Johnson and 2 anonymous reviewers

In their article Bédécarrats and colleagues have generated new high resolution incremental dentine isobiographies (δ13C/ δ15N/δ34S) of Neolithic individuals from France, but what this study is truly centred on is refining statistical methods for aligning incremental sampling with tooth development models. This is a topic which has plagued human incremental isotope studies for some time now, with the tension between the practicalities of incremental sampling being hard to reconcile with the physiological realities and complexities of dental tissue formation (e.g. Beaumont and Montgomery 2015; Czermak et al. 2020).

Incremental dentine (and enamel) studies of both archaeological humans and fauna have been steadily on the rise in recent years, with laboratory method development becoming more or less standardised and openly reported recently (see Cheung et al. 2022 for a good overview) allowing for a proliferation of new data. However, as mentioned above and in this study, there is still debate in the field around which dental maturation reference frames to use (i.e. they compare AlQahtani et al. 2010; and Moorrees et al. 1963 a and b), and how best to apply these to incremental isotopic profiles and align the longitudinal models to capture the non-linear process of tooth mineralisation and the age ranges captured in the isotopic increments.

The authors have provided extremely detailed and well-researched backgrounds here to incremental isobiographies, childhood in prehistory, and (incremental) age estimation from tooth development, which provide readers with ample context to both their data, methods and the issues at hand. Currently direct comparisons between individual incremental δ13C, δ15N and δ34S isotopic profiles is extremely limited, and largely confined to descriptions of broad trends and directionality as the propagated uncertainties due to laboratory and graphical methods limit most conventional quantitative approaches; and caution must be used when relating any one micro-sample to a particular formation age, again due to many sources of error and uncertainty, further limiting interpretational power. However, here Bédécarrats et al. (2025) not only compare the AlQahtani and Moorrees but also compare these mineralisation scaffolds within two different modelling approaches - linear models (LM) and generalised additive models (GAM), with their results showing that GAMs using Moorees et al.’s data perform best on their samples, however tooth choice and sex of the individuals will dictate model choice so this should be taken into account before applying these models - and I would perhaps add to their suggestions that if studying juveniles with these methods researchers should seriously considering including sexing via enamel peptides or aDNA where possible to enable better age estimates using their prescribed statistical methods.

This paper should serve as an exemplar for anyone undertaking destructive analysis on archaeological remains as it details and provides their pre-sampling recording and 3D models - something which is often absent in biomolecular studies but is becoming more common (see Bédécarrats et al. 2025, Esposito et al. 2024 and Haponava et al. 2025 for examples of best practice). Furthermore they provide clear, thorough and replicable laboratory and computational methods (see their extensive provided supplementary material for their R code, csv files etc.), which ensures this work is highly adoptable and adaptable. Their insightful case study lays the foundations for further studies whether new or utilising previously published incremental data, to further test/validate the modelling methods proposed here. I hope to see this adopted and tested widely by studies on a variety of time periods and teeth.  

References

AlQahtani, S.J., Hector, M.P., Liversidge, H.M., 2010. Brief communication: The London atlas of human tooth development and eruption. American Journal of Physical Anthropology 142, 481–490. https://doi.org/10.1002/ajpa.21258.

Beaumont, J., Montgomery, J., 2015. Oral histories: a simple method of assigning chronological age to isotopic values from human dentine collagen. Annals of Human Biology 42, 407–414. https://doi.org/10.3109/03014460.2015.1045027.

Bédécarrats, S., Le Roy, M., Sayle, K.L., Blaizot, F., Couvrat, M., Gleize, Y., Leduc, G., Rottier,S., Goude, G., 2025. Isobiography of the first farmers: effects of age-estimating referential and statistical models on reconstructing infant life. Zenodo, ver.2 peer-reviewed and recommended by PCI Archaeology https://doi.org/10.5281/zenodo.16362830.

Cheung, C., Fernández-Crespo, T., Mion, l., et al., 2022. Micro-Punches versus Micro-Slices for Serial Sampling of Human Dentine: Striking a Balance between Improved Temporal Resolution and Measuring Additional Isotope Systems. Rapid Communications in Mass Spectrometry 36, e9380. https://doi.org/10.1002/rcm.9380.

Czermak, A., Fernández-Crespo, T., Ditchfield, P.W., Lee-Thorp, J.A., 2020. A guide for an anatomically sensitive dentine microsampling and age-alignment approach for human teeth isotopic sequences. American Journal of Physical Anthropology 173, 776–783. https://doi.org/10.1002/ajpa.24126.

Esposito, C., Higgins, O.A., Galbusera, A., et al., 2024. NOthing Goes to WASte (NOWA): A Protocol to Optimise Sampling of Ancient Teeth. Journal of Archaeological Science 171: 106087. https://doi.org/10.1016/j.jas.2024.106087.

Haponava, V., Fibiger, L., Butler, I.B., Pickard, C., 2025. Towards Responsible Destructive Analysis: A Guide to the Recording of Archaeological Tooth Samples with Laboratory Process Visualisation. Internet Archaeology 69. https://doi.org/10.11141/ia.69.4.

Moorrees, C.F.A., Fanning, E.A., Hunt, E.E., 1963a. Age Variation of Formation Stages for Ten Permanent Teeth. Journal of Dental Research 42, 1490–1502. https://doi.org/10.1177/00220345630420062701.

Moorrees, C.F.A., Fanning, E.A., Hunt Jr., E.E., 1963b. Formation and resorption of three deciduous teeth in children. American Journal of Physical Anthropology 21, 205–213. https://doi.org/10.1002/ajpa.1330210212.

 

Isobiography of the first farmers: effects of age-estimating referential and statistical models on reconstructing infant lifeSamuel Bédécarrats, Mélie Le Roy, Kerry L. Sayle, Frédérique Blaizot, Maëlle Couvrat, Yves Gleize, Guillaume Leduc, Stéphane Rottier, Gwenaëlle Goude<p>The use of isotopic sequence allowing a longitudinal life tracking of an individual (isobiography), by taking a series of isotope measurements on dentine sections and estimating the age of the individual at their formation, provides a means of ...Bioarchaeology, Biomolecular/molecular archaeology, Europe, Neolithic, Physical anthropologySam Leggett2025-04-02 14:59:05 View