Submitted:
01 April 2025
Posted:
02 April 2025
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Abstract
Keywords:
1. Introduction
2. The analytical Method
2.1. Experimental
2.2. Determination of Glass Types According to the Euclidean Distance
3. Results
3.1. Elemental Concentrations and Broad Distribution into Groups

3.2. Natron-Type Glass
3.3. Plant Ash Glass
4. Discussion
4.1. Natron Glass
4.2. Plant Ash Glass
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Abbreviations
| PIXE | Particle-Induced X-ray Emission |
| PIGE | Proton-Induced Gamma-ray Emission |
| PCA | Principle Component Analysis |
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| No. | ID | Description | Color | Archaeological dating | Compositional dating | Glass Type | d (eq. 1) |
|---|---|---|---|---|---|---|---|
| 1 | 626 | vessel base | aqua | Middle Ages? | 10th-11th c. | plant ash | 0.803; Tyre |
| 2 | 429a | bottle neck | aqua | Middle Ages? | 10th-11th c. | plant ash | 0.638; Raqqa 1 |
| 3 | 429b | vessel base | brown | indeterminable | 10th-11th c. | plant ash | 1.227; Tyre; 1.317 Nishapur |
| 4 | 429c | vessel base | aqua | Middle Ages? | 10th-11th c. | plant ash | 0.785; Tyre |
| 5 | 429d | vessel base | aqua | Middle Ages? | 10th-11th c. | plant ash | 0.912; Raqqa 1 |
| 6 | 624 | goblet foot | aqua (patina) | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.534 |
| 7 | 646 | goblet foot | greenish (patina) | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.709 |
| 8 | 633 | goblet foot | aqua | Late Antiquity | 6th c. | Apollonia (Lev. I) | 1.009 |
| 9 | 695 | vessel fragment | aqua | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.610 |
| 10 | 601 | goblet foot | aqua | Early Middle Ages? | ? | Egypt (?) r | 0.888 Magby |
| 11 | 447 | beaker base | indeterm. (patina) | Antiquity/Late Antiquity | ? | indeterminable | 0.636 High Al |
| 12 | 619 | lamp/balsamarium | aqua | LA/EMA | 6th-7th c. | Foy 2.1 r | 0.449 |
| 13 | 151 | goblet foot | aqua | Late Antiquity | 6th c. | Apollonia (Lev. I) | 0.668 |
| 14 | 594 | goblet stem | aqua | EMA/MA | 6th-7th c. | Foy 2.1 r | 0.432 |
| 15 | 715 | goblet foot | aqua | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.429 |
| 16 | 417a | rim of a small bottle | indeterm. (patina) | Middle Ages? | 10th-11th c. | plant ash | 0.990; Tyre |
| 17 | 417b | vessel fragment | aqua | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.364 |
| 18 | 875 | goblet foot | aqua | Late Antiquity? | ? | Egypt (?) r | 0.852 Magby |
| 19 | 647 | goblet foot | greenish (patina) | Early Middle Ages? | 6th-7th c. | Foy 2.1 r | 0.376 |
| 20 | 186 | lamp handle | aqua (patina) | Late Antiquity? | late 6th-7th c. | Magby | 0.471 |
| 21 | 170a | goblet rim | aqua | Early Middle Ages | late 6th-7th c. | Magby r | 0.531 |
| 22 | 170b | goblet stem and foot | greenish (patina) | Early Middle Ages (C2) | 6th-7th c. | Foy 2.1 r | 0.574 |
| Na2O | MgO | Al2O3 | SiO2 | SO3 | Cl | K2O | CaO | TiO2 | MnO | Fe2O3 | CuO | ZnO | Br | Rb2O | SrO | ZrO2 | BaO | PbO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 10.7 | 3.75 | 0.93 | 66.2 | 0.43 | 0.77 | 2.44 | 13.6 | 0.106 | 0.27 | 0.65 | 57 | 127 | 33 | 14 | 841 | 241 | 0 | 95 |
| 2 | 12.1 | 3.03 | 0.79 | 67.3 | 0.43 | 0.84 | 2.34 | 12.2 | 0.087 | 0.18 | 0.63 | 29 | 83 | 61 | 19 | 866 | 271 | 0 | 12 |
| 3 | 9.65 | 2.44 | 3.21 | 67.3 | 0.33 | 0.83 | 2.27 | 11.8 | 0.070 | 1.47 | 0.47 | 16 | 34 | 55 | 27 | 937 | 32 | 446 | 0 |
| 4 | 11.7 | 3.61 | 0.91 | 66.1 | 0.48 | 0.86 | 2.33 | 13.2 | 0.119 | 0.08 | 0.52 | 39 | 157 | 59 | 12 | 837 | 299 | 0 | 58 |
| 5 | 11.2 | 2.99 | 0.90 | 67.3 | 0.63 | 0.92 | 1.79 | 13.4 | 0.098 | 0.03 | 0.64 | 19 | 348 | 49 | 12 | 791 | 209 | 0 | 15 |
| 6 | 17.3 | 1.62 | 2.37 | 66.3 | 0.81 | 1.00 | 0.83 | 6.94 | 0.183 | 0.98 | 1.02 | 1300 | 74 | 7 | 8 | 645 | 117 | 0 | 2230 |
| 7 | 16.7 | 1.78 | 2.51 | 66.8 | 0.63 | 0.79 | 0.79 | 6.63 | 0.203 | 1.13 | 1.17 | 1950 | 96 | 10 | 9 | 590 | 125 | 0 | 4830 |
| 8 | 14.8 | 0.84 | 3.08 | 67.6 | 0.37 | 0.91 | 1.52 | 10.1 | 0.108 | 0.02 | 0.60 | 13 | 11 | 5 | 11 | 609 | 53 | 0 | 30 |
| 9 | 18.5 | 0.98 | 2.56 | 65.0 | 0.71 | 0.95 | 0.78 | 7.32 | 0.218 | 1.22 | 1.19 | 1290 | 62 | 13 | 5 | 697 | 136 | 0 | 2470 |
| 10 | 14.0 | 1.57 | 2.32 | 68.4 | 0.45 | 0.96 | 0.90 | 9.85 | 0.267 | 0.20 | 0.95 | 430 | 35 | 7 | 5 | 319 | 198 | 0 | 172 |
| 11 | 11.7 | 1.09 | 7.21 | 68.5 | 0.26 | 0.24 | 0.95 | 7.24 | 0.215 | 0.67 | 1.42 | 1050 | 69 | 10 | 7 | 588 | 145 | 0 | 2770 |
| 12 | 18.6 | 0.85 | 2.26 | 66.4 | 0.58 | 1.09 | 0.87 | 7.61 | 0.141 | 0.69 | 0.81 | 355 | 36 | 7 | 11 | 550 | 72 | 0 | 438 |
| 13 | 17.2 | 0.96 | 2.97 | 69.1 | 0.56 | 0.69 | 0.55 | 7.40 | 0.083 | 0.02 | 0.39 | 4 | 6 | 3 | 8 | 567 | 58 | 0 | 8 |
| 14 | 17.5 | 0.86 | 2.43 | 67.4 | 0.55 | 1.03 | 0.80 | 7.49 | 0.132 | 0.70 | 0.82 | 649 | 55 | 7 | 9 | 624 | 79 | 0 | 703 |
| 15 | 17.6 | 1.27 | 2.48 | 66.2 | 0.74 | 1.09 | 0.71 | 7.21 | 0.190 | 0.99 | 0.94 | 1070 | 54 | 10 | 9 | 580 | 102 | 0 | 2620 |
| 16 | 11.9 | 3.27 | 0.78 | 66.2 | 0.61 | 0.99 | 1.82 | 13.3 | 0.125 | 0.18 | 0.61 | 14 | 594 | 53 | 10 | 930 | 326 | 0 | 63 |
| 17 | 17.6 | 0.85 | 2.48 | 66.2 | 0.88 | 0.87 | 0.84 | 7.10 | 0.153 | 0.82 | 0.95 | 3030 | 177 | 15 | 0 | 649 | 39 | 0 | 6000 |
| 18 | 15.2 | 1.21 | 2.32 | 67.7 | 0.52 | 0.97 | 0.75 | 9.23 | 0.259 | 0.53 | 1.05 | 399 | 78 | 4 | 11 | 399 | 187 | 0 | 1150 |
| 19 | 16.7 | 1.21 | 2.16 | 65.8 | 1.14 | 1.07 | 0.79 | 7.58 | 0.149 | 0.90 | 1.05 | 3190 | 102 | 11 | 19 | 656 | 49 | 0 | 7160 |
| 20 | 18.3 | 2.10 | 1.65 | 64.8 | 0.64 | 0.70 | 1.69 | 8.85 | 0.171 | 0.13 | 0.83 | 12 | 17 | 4 | 9 | 845 | 138 | 0 | 19 |
| 21 | 16.6 | 1.52 | 2.41 | 66.7 | 0.66 | 0.92 | 1.11 | 8.04 | 0.173 | 0.55 | 0.91 | 895 | 96 | 4 | 7 | 522 | 123 | 0 | 1980 |
| 22 | 17.5 | 1.39 | 2.51 | 68.0 | 0.72 | 0.98 | 0.66 | 5.88 | 0.157 | 0.80 | 0.76 | 576 | 36 | 9 | 2 | 566 | 94 | 0 | 2110 |
| Na2O | MgO | Al2O3 | SiO2 | K2O | CaO | TiO2 | MnO | Fe2O3 | ||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Roman Sb | 18.7 ± 1.3 | 0.41 ± 0.11 | 1.91 ± 0.21 | 71.4 ± 1.8 | 0.45 ± 0.09 | 5.53 ± 0.84 | 0.06 ± 0.02 | 0.01 ± 0.01 | 0.36 ± 0.1 |
| 2 | Roman Mn (Britain) | 18.31 ± 2.09 | 0.67 ± 0.14 | 2.32 ± 0.17 | 69.62 ± 2.62 | 0.74 ± 0.14 | 6.66 ± 1.06 | 0.10 ± 0.03 | 0.99 ± 0.12 | 0.59 ± 0.17 |
| 3 | Roman Mn (Italy) | 15.18 ± 0.84 | 0.57 ± 0.10 | 2.59 ± 0.13 | 70.29 ± 1.08 | 0.51 ± 0.07 | 7.83 ± 0.3 | 0.07 ± 0.01 | 1.39 ± 0.21 | 0.20 ± 0.16 |
| 4 | Roman Mn | 16.1 ± 1.3 | 0.54 ± 0.10 | 2.62 ± 0.24 | 69.6 ± 2.3 | 0.65 ± 0.23 | 7.92 ± 0.76 | 0.07 ± 0.02 | 0.74 ± 0.56 | 0.4 ± 0.15 |
| 5 | HIMTa | 18.33 ± 1.21 | 1.05 ± 0.18 | 2.99 ± 0.33 | 65.43 ± 1.44 | 0.47 ± 0.14 | 6.30 ± 1.02 | 0.43 ± 0.15 | 1.92 ± 0.57 | 1.79 ± 0.38 |
| 6 | HIMTb | 18.25 ± 0.11 | 1.17 ± 0.12 | 3.31 ± 0.25 | 63.8 1± 0.55 | 0.40 ± 0.03 | 5.70 ± 0.24 | 0.54 ± 0.07 | 1.69 ± 0.16 | 3.81 ± 0.22 |
| 7 | Foy Série 3.2 | 19.0 ± 1.1 | 0.64 ± 0.21 | 1.94 ± 0.19 | 68.1 ± 1.7 | 0.47 ± 0.16 | 6.61 ± 0.86 | 0.10 ± 0.03 | 0.83 ± 0.27 | 0.68 ± 0.16 |
| 8 | Foy Série 2.1 | 17.7 ± 1.3 | 1.12 ± 0.25 | 2.53± 0.23 | 65.7 ± 1.7 | 0.75 ± 0.19 | 8.12 ± 0.92 | 0.15 ± 0.02 | 1.41 ± 0.44 | 1.16 ± 0.5 |
| 9 | Jalame Mn | 15.89 ± 0.85 | 0.59 ± 0.10 | 2.69 ± 0.15 | 68.4 ±1.36 | 0.80 ± 0.08 | 8.77 ± 0.46 | 0.08 ± 0.02 | 1.93 ± 1.11 | 0.47 ± 0.08 |
| 10 | Jalame no Mn | 15.74 ± 0.81 | 0.60 ± 0.15 | 2.70 ± 0.13 | 70.55 ± 1.18 | 0.76 ± 0.12 | 8.77 ± 0.71 | 0.08 ± 0.02 | 0.11 ± 0.09 | 0.38 ± 0.06 |
| 11 | Jalame | 15.7 ± 0.9 | 0.59 ± 0.12 | 2.73 ± 0.17 | 69.9 ± 1.6 | 0.78 ± 0.13 | 8.74 ± 0.67 | 0.09 ± 0.02 | 0.65 ± 0.94 | 0.44 ± 0.19 |
| 12 | Apollonia (Lev. I) | 14.2 ± 1.1 | 0.68 ± 0.28 | 3.25 ± 0.18 | 71.2 ± 1.4 | 0.62 ± 0.19 | 8.43 ± 0.79 | 0.09 ± 0.02 | 0 .02 ± 0.005 | 0.50 ± 0.11 |
| 13 | Bet Eli’ezer (Lev. II) | 12.3 ± 1.2 | 0.59 ± 0.12 | 3.38 ± 0.3 | 74.4 ± 1.5 | 0.48 ± 0.08 | 7.35 ± 0.7 | 0.11 ± 0.03 | 0.02± 0.004 | 0.69 ± 0.24 |
| 14 | Egypt I | 18.25 ± 1.38 | 0.93 ± 0.14 | 4.05 ± 0.29 | 70.05 ± 1.21 | 0.40 ± 0.11 | 3.03 ± 0.23 | 0.50 ± 0.12 | 0.051 ± 0.007 | 1.74 ± 0.28 |
| 15 | Egypt II | 17.26 ± 1.96 | 0.58 ± 0.13 | 2.19 ± 0.35 | 67.85 ± 1.90 | 0.32 ± 0.24 | 9.34 ± 1.27 | 0.27 ± 0.06 | 0.03 ± 0.015 | 0.98 ± 0.23 |
| 16 | Egypt 2 (<815) | 16.5 ± 1.0 | 0.47 ± 0.09 | 2.00 ± 0.31 | 69.7 ± 1.9 | 0.33 ± 0.09 | 8.51 ± 1.32 | 0.20 ± 0.03 | 0.045 ± 0.083 | 0.84 ± 0.31 |
| 17 | Egypt 2 (>815) | 13.4 ± 0.6 | 0.70 ± 0.15 | 2.52 ± 0.20 | 70.1 ± 1.4 | 0.51 ± 0.25 | 9.57 ± 0.54 | 0.27 ± 0.03 | 0.44 ± 0.47 | 1.18 ± 0.32 |
| 18 | High Al | 16.34 ± 1.74 | 1.14 ± 0.22 | 6.08 ± 2.30 | 62.38 ± 3.67 | 1.57 ± 0.37 | 8.38 ± 2.31 | 0.29 ± 0.25 | 1.22 ± 0.69 | 1.02 ± 0.52 |
| 19 | Magby | 16.3 ± 1.3 | 1.87 ± 0.25 | 2.03 ± 0.29 | 65.1 ± 1.7 | 1.54 ± 0.28 | 9.09 ± 0.78 | 0.17 ± 0.03 | 1.25 ± 0.92 | 1.27 ± 0.41 |
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