Archaeometric Analysis of Copper Coins from the Golden Horde Period from a Bulgarian Settlement as an Instrument of Artificial Intelligence

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Rezida Khavilovna Khramchenkova
Jamil Gabdrakhimovich Mukhametshin
Artem Aleksandrovich Elizarov
Ayrat Gabitovich Sitdikov
Pavel Vladimirovich Fedan

Abstract

The work is a pioneer in studying of the chemical composition at the micro-impurity level of archaeological copper coins as an information basis for identifying the features of monetary circulation in the medieval state. 


An interdisciplinary study of the numismatic material from the Bulgarian settlement of 98 copper coins, represented by 91 Golden Horde, 6 foreign coins of the same period and one coin of the pre-Mongol period of the Zengid dynasty, was conducted. The article contains attribution with images of the obverse and reverse of coins and data of archaeometric chemical composition study of monetary artifacts using two independent methods – X-ray fluorescence and emission spectral.


This is the first interdisciplinary study in our country at present time, covering a representative collection of copper coins of various rulers and mints from archaeological materials of the Bulgarian settlement. As a result of studying the chemical composition of the coins, the ratios of impurities in copper alloys were determined, which divide the collection into ten main groups, including coins of various minted courts and rulers of a certain date. The determination of the impurity composition allows not only to classify coins into groups, but also to put forward reasonable hypotheses about the geographical location of copper deposits used for minting.


The database, compiled from the research results and combining numismatic attribution, coin images, and chemical composition data, is published as an open dataset in the Zenodo repository and is intended for the application of machine learning and artificial intelligence methods in the tasks of automatic identification and provenance analysis of medieval coins.

Article Details

How to Cite
Khramchenkova, R. K., J. G. Mukhametshin, A. A. Elizarov, A. G. Sitdikov, and P. V. Fedan. “Archaeometric Analysis of Copper Coins from the Golden Horde Period from a Bulgarian Settlement As an Instrument of Artificial Intelligence”. Russian Digital Libraries Journal, vol. 29, no. 4, July 2026, pp. 1445-76, doi:10.26907/1562-5419-2026-29-4-1445-1476.

References

1. Pernicka E. Provenance Determination of Archaeological Metal Objects // Archaeometallurgy in Global Perspective, Springer. 2014. P. 239–268. https://doi.org/10.1007/978-1-4614-9017-3_11
2. Smirnov V.I. Geology of Mineral Deposits. Moscow, 1969. 668 p.
3. Klein S., Rose T., Westner K.J., Hsu Y.-K. From OXALID to GlobaLID: Introducing a modern and FAIR lead isotope database with an interactive application // Archaeometry. 2022. Vol. 64, No. 4. P. 935–950. https://doi.org/10.1111/arcm.12762
4. Lahaye Y. The early Roman Imperial AES coinage II: Tracing the copper sources by analysis of lead and copper isotopes – copper coins of Augustus and Tiberius // Archaeometry. 2004. Vol. 46, No. 3. P. 469–480.
5. Merkel S.W., Oravisjärvi J., Kershawet J. Sources of early Islamic silver: lead isotope analysis of dirhams // Antiquity. 2023. Vol. 97 (396). P. 1564-1580. https://doi.org/10.15184/aqy.2023.165
6. Anwar H., Saeed Anwarc S., Zambaninie S., Porikliet F. CoinNet: Deep Ancient Roman Republican Coin Classification via Feature Fusion and Attention // Pattern Recognition. 2021. Vol. 114. 107871. https://doi.org/10.48550/arXiv.1908.09428
7. Bickler S.H. Machine Learning Arrives in Archaeology // Cambridge University Press. Advances in Archaeological Practice. 2021. Vol. 9, No. 2. https://doi.org/10.1017/aap.2021.6
8. Mnasri Z., D’Andrea A. Automatic inventory of archaeological artifacts based on object detection and classification using deep and transfer learning // Digital Applications in Archaeology and Cultural Heritage. 2025. Vol. 39. e00458. https://doi.org/10.1016/j.daach.2025.e00458
9. Assael Y., Sommerschield T., Shillingford B., Bordbar M., Pavlopoulos J., Chatzipanagiotou M., Androutsopoulos I., Prag J., De Freitas N. Restoring and attributing ancient texts using deep neural networks // Nature. 2022. Vol. 603. P. 280–283. https://doi.org/10.1038/s41586-022-04448-z
10. He H., Zhu H., Yang X., Zhang W., Wang J. Mineral prospectivity prediction based on CNN and ensemble learning // Nature. Scientific Reports. 2024. Vol. 14, No. 1. 22654. https://doi.org/10.1038/s41598-024-73357-0
11. Dong Y., Zhang Zh. Deep Forest Modeling: An Interpretable Deep Learning Method for Mineral Prospectivity Mapping // JGR: Machine Learning and Computation. 2024. Vol. 1, No. 4. https://doi.org/10.1029/2024JH000311
12. Dos Reis M.L. 1, Dos Santos S., Júnior E., de S Dias F., Teixeira L. Analysis of elemental composition using energy-dispersive X-ray fluorescence spectrometry and artificial intelligence for categorizing archaeological coins // Talanta. 2026. Vol. 298 (Pt A). 128846. https://doi.org/10.1016/j.talanta.2025.128846
13. Deep learning assisted XRF spectra classification // Scientific Reports. 2024. https://doi.org/10.1038/s41598-024-53988-z
14. Khramchenkova R.Kh., Mukhametshin D.G., Elizarov A.A., Fedan P.V. Data Library on Numismatic Attribution and Chemical Composition of Copper Coins of the Golden Horde Period from the Bulgarian Settlement [Data set]. Zenodo. 2026. https://doi.org/10.5281/zenodo.19947774
15. Klokov V.B., Lebedev V.P. Antiquities of the Volga region and other regions. Moscow: Digest of articles, Issue 4, Numismatic collection. Volume 3. IPR "Informelectro. 2002. P. 73–165.
16. Klokov V.B., Lebedev V.P. Antiquities of the Volga region and other regions // Moscow: Digest of articles, Issue 111, Numismatic collection. IPR "Informelectro". 2000. Vol. 2. P. 56–63.
17. Lebedev V.P., Begovatov E.A., Hramchenkova R.H. Coin-shaped cast pendants of Volga Bulgaria// Numismatics of the Golden Horde. 2012. No. 2. P. 163–174.
18. Khramchenkova R.KH., Begovatov Ye.A., Shaykhutdinova Ye.F., Sitdikov A.G. Preliminary results of archaeometric studies of 10th century silver coins of Volga Bulgaria// Series: Povolzhskaya arheologiya (Volga archeology). 2015. No. 13. P. 176–188.
19. Sitdikov A., Khramchenkova R., Shaykhutdinova E. Technological characteristics in manufacturing of cast coins // European Research Studies Journal. 2017. Vol. 20. No. S. P. 170–176.
20. Khramchenkova R., Shaykhutdinova E., Sitdikov A. Characteristics of the manufacturing technology of the 9th-10th century medieval silver coins discovered in the territory of Volga Bolgaria // 3rd International Multidisciplinary Scientific Conference on Social Sciences and Arts SGEM 2016, www.sgemsocial.org, SGEM2016 Conference Proceedings, Aug 24–31, 2016, Book 3. Vol. 2. P. 263–272.
21. Khramchenkova R., Shaykhutdinova E., Bugarchev A., Gareev B., Sitdikov A. Interdisciplinary study of 13th century silver coins of the Juchid (based on the materials of the Burundukovsky hoard, Tatarstan, Russia) // Acta Imeko. 2017. Vol. 6, No. 3. P. 94–101. https://doi.org/10.21014/acta_imeko.v6i3.463
22. Shereshev L.I. Antiquity and the Middle Ages // Sverdlovsk: Byzantium and its provinces. 1982. Issue 19. P. 38–47.
23. Karambahshov H.Z., Bobomulloev M.G., Safarova Z.A., Muboriz M.H., Samihov SH.R., Safarov S.SH. Analysis and restoration of a series of copper coins found during archaeological excavations (Mis Aynak, Afghanistan). // Reports of the Academy of Sciences of the Republic of Tajikistan. Physical chemistry. 2017. Vol. 60, No. 9. P. 447–451.
24. Calliari I., Magrini M., Zambon A., Guerriero P., Martini R. Microstructural and compositional characterization of roman coins // X-Ray Spectromenry. 1999. Vol. 28. P. 86– 90.
25. Ingo G.M., De Caro T., Padelerri G., Chiozzini G. Microchemical investigation on Renaissance coins minted at Gubbio (central Italy) // Applied Physics A. 2004. Vol. 79. P. 319–325.
26. Chiarantini L., Benvenuti M. The evolution of pre-Islamic South Arabian coinage: a metallurgical analysis of coins excavated in Sumhuram (Khor-Rori, Sultanate of Oman) // Archaeometry. 2014. Vol. 56, No. 4. P. 625–650.
27. Ali Allouch, Lamrhari M., Benyaich F. Physico-hemical, archaeological and numismatic analysis of Almoravid gold coins (Xith to XIIth century) // Journal of Human University (Natural Science). 2022. Vol. 49, No. 12. P. 227–234. http://jonuns.com/index.php/journal/index
28. Kirfel A., Kockelman W., Yule P. Non-destructive chemical analysis of old South Arabian coins, century to third century CE // Archaeometry. 2011. Vol. 53. P. 930–949.
29. Muhamadiev A.G. Bulgaro-Tatar monetary system of the XII-XIV centuries. Moscow, 1983, 168 p.
30. Berdenov S.A. Kazakhstan copper and tin deposits and their development in the Bronze Age // News of the National Academy of Sciences of the Republic of Kazakhstan. Series of social sciences. Primitive and ancient archeology. 2008. No. 1. P. 42–55.
31. Medvedev V.E., Malahov V.V., Vlasov A.A., Boldyreva N.N., Kundo L.P., Ovsyannikova I.A., Revuckaya G.K. On the chemical composition of metal products from the monuments of the Jurchen culture of the Amur region // Humanities in Siberia. 1997. No. 3. P. 19–26.
32. Savchuk-Kurbanov S. Ruzanov V.D. Ore base of metallurgy of the steppe tribes of the Fergana-Tashkent region in the Bronze Age // Volume 1: Margulan Readings. Archaeology of Antiquity. 2023. P. 120–129. https://doi.org/10.52967/3007-6528.2023.1.120.129
33. Sole L., Dario Giuffrida D. , Portale E.C., Armetta F., Perri M., Adinolfi O. , Saladino M.L., Ponterio R.C. Nummi Digitali: A pioneering multimodal platform for numismatic heritage // PLOS One. 2025. Vol. 20, No. 10. e0332151.
34. OCRE – Online Coins of the Roman Empire. https://numismatics.org/ocre/
35. Gruber E., Meadows A. Numismatics and Linked Open Data // ISAW. 2021. ISAW Papers 20. 6. http://hdl.handle.net/2333.1/q83bkdqf.
36. Zeno.ru – Oriental Coins Database. https://www.zeno.ru/


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