Analysis of antique bronze coins by Laser Induced Breakdown Spectroscopy and multivariate analysis
Creators
- 1. Zagreb University of Applied Sciences, Avenija Većeslava Holjevca 15, Zagreb HR-10000 (Croatia)
- 2. Institute of Physics, Bijenička 46, Zagreb HR-10000 (Croatia)
- 3. Centre for Micro and Nano Sciences and Technologies, Radmile Matejčić 2, Rijeka HR-51000 (Croatia)
- 4. University of Rijeka, Department of Physics, Radmile Matejčić 2, Rijeka HR-51000 (Croatia)
- 5. University of Rijeka, Faculty of Engineering, Vukovarska 58, Rijeka (Croatia)
Description
This work presents a feasibility study of applying the Principal Component Analysis (PCA) to data obtained by Laser-Induced Breakdown Spectroscopy (LIBS) with the aim of determining correlation between different samples. The samples were antique bronze coins coated in silver (follis) dated in the Roman Empire period and were made during different rulers in different mints. While raw LIBS data revealed that in the period from the year 286 to 383 CE content of silver was constantly decreasing, the PCA showed that the samples can be somewhat grouped together based on their place of origin, which could be a useful hint when analysing unknown samples. It was also found that PCA can help in discriminating spectra corresponding to ablation from the surface and from the bulk. Furthermore, Partial Least Squares method (PLS) was used to obtain, based on a set of samples with known composition, an estimation of relative copper concentration in studied ancient coins. This analysis showed that copper concentration in surface layers ranged from 83% to 90%. - Highlights: • LIBS signal is highly influenced by surface impurities. • PCA reveals which elements make coins (dis)similar. • PCA discriminates spectra based on their prominent features. • LIBS signals from coins' bulk are highly correlated for coins originating from the same mint. • LIBS signals from coins' surface are weakly correlated.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.sab.2016.08.010Additional details
Identifiers
- DOI
- 10.1016/j.sab.2016.08.010;
- PII
- S0584-8547(16)30138-0;
Publishing Information
- Journal Title
- Spectrochimica Acta. Part B, Atomic Spectroscopy
- Journal Volume
- 123
- Journal Page Range
- p. 163-170
- ISSN
- 0584-8547
- CODEN
- SAASBH
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49102952
- Subject category
- S37: INORGANIC, ORGANIC, PHYSICAL AND ANALYTICAL CHEMISTRY;
- Descriptors DEI
- BREAKDOWN; BRONZE; COPPER; FEASIBILITY STUDIES; LASERS; LEAST SQUARE FIT; MULTIVARIATE ANALYSIS; SILVER; SPECTROSCOPY
- Descriptors DEC
- ALLOYS; COPPER ALLOYS; COPPER BASE ALLOYS; ELEMENTS; MATHEMATICAL SOLUTIONS; MATHEMATICS; MAXIMUM-LIKELIHOOD FIT; METALS; NUMERICAL SOLUTION; STATISTICS; TIN ALLOYS; TRANSITION ELEMENT ALLOYS; TRANSITION ELEMENTS
Optional Information
- Copyright
- Copyright (c) 2016 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.