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Vol. 14. Núm. 5.
Páginas 345-353 (octubre 2016)
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Vol. 14. Núm. 5.
Páginas 345-353 (octubre 2016)
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Characterization and chemometric analysis of ancient pot shards trenched from Arpakkam, Tamil Nadu, India
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Duraisamy Seethaa, Gothandapani Velrajb,
Autor para correspondencia
gvelraj@yahoo.co.uk

Corresponding author.
a Department of Physics, Periyar University, Salem 636011, Tamil Nadu, India
b Department of Physics, Anna University, Chennai 600025, Tamil Nadu, India
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Table 1. Tentative vibrational assignments using FT-IR absorption frequencies (cm−1) and relative intensities of ancient ARMP pot shards.
Table 2. Estimated firing temperature and prevailed atmosphere conditions of ARMP pot shards.
Table 3. Mineral phases obtained by XRD analysis.
Table 4. Elemental concentrations (EDS) of ARMP pot shards.
Table 5. Vitrification stages and firing temperature ranges of ARMP pot shards.
Table 6. Factor analysis of ARMP pot shards.
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Abstract

The chemometric method based on the EDS analysis has been utilized to classify archeological ceramic fragments from Arpakkam site (eight samples) in Kanchipuram district. EDS was used to determine their elemental composition and the results were treated statistically using two methods: factor analysis (FA) and cluster analysis (CA). This treatment revealed two main groups; the first one encompasses only the two samples (ARMP4 and ARMP8) and the second one comprises the remaining samples (ARMP1–ARMP7) (except ARMP4). Grouping of selected artifacts was carried out using the ratios of SiO2 to Al2O3 concentrations because of their non-volatile nature. The mineralogical compositions of the potteries were determined by means of X-ray powder diffraction and FT-IR spectroscopy. The firing temperature and the methods were assessed by SEM, FT-IR and XRD spectroscopic analysis. The present studies evaluate the mineralogical, chemical and microstructural characteristics and the grouping of potteries. These techniques might be useful methods for the material analysis of ceramics.

Keywords:
FT-IR
XRD
SEM-EDS
Chemometric analysis
SiO2/Al2O3
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1Introduction

Clays are generally termed as aluminosilicates and they have a definite crystalline structure. They contain aluminum oxide and silicon dioxide as universal minerals and clays were classified into phyllosilicates and layers silicates (Bailey & Brindley, 1979). They are composed principally of silica, alumina and water often with iron, alkali or alkaline earth metals (Nguetnkam, Kamga, Villiéras, Ekodeck, & Yvon, 2008).

Pottery has been the focus of research from a variety of disciplinary perspectives, including archeology, for numerous reasons. Pottery has been produced by humans since at least 10,000 BC, usually by those living in sedentary communities. Because it is non-perishable, it tends to be preserved in the archeological record. Moreover, pottery was used by people throughout society, not being restricted to the upper stratum. It was also used in varied contexts: from a daily residential use to a more specialized one, such as mortuary purposes. Because of its plasticity as a raw material, clay could be formed into a number of different shapes, thus ceramics was used for a myriad of functions. Ceramics is related to the most ubiquitous artifact class, the majority of which comprises vessels and shards (fragments of vessels).

Nowadays, a multidisciplinary approach is being practiced in most of the areas of research to have comprehensive information. It is particularly useful in the archeological investigations as it is the combination of arts and science. Infrared absorption by a mineral arises from the vibrations of its constituent atoms, and the frequencies of these vibrations are dependent on the mass of the atoms, the restraining forces of the bonds, and the geometry of the structure. Infrared (IR) spectroscopy has a long and successful history as an analytical technique and is used extensively (McKelvy et al., 1996; Stuart, 1996). It is mainly a complementary method of X-ray diffraction (XRD) and other methods used to investigate clays and clay minerals. X-ray powder diffraction patterns (XRD) are to define homogeneous groups of clay based materials according to their mineralogical composition. Qualitative mineralogy of the studied samples is determined with the standard interpretation procedures of XRD. The examination of fresh-fractured surfaces of ceramic samples under the scanning electron microscope (SEM) provides information on the surface morphology of the clays developed during firing and the degree of vitrification (Maniatis & Tite, 1978, 1981). This information combined with known morphologies of clays and pottery or by refiring samples from the terracotta in the laboratory and re-examination with the SEM leads to the determination of the firing temperatures used in antiquity. Provenance is normally assessed by elemental analyses using EDS (Ravisankar et al., 2014).

The provenance studies are carried out in two ways using physical and chemical methods. Physical methods explain the size, shape and surface decoration of artifacts and reflect the ancient cultures (Shepard, 1980; Tykot, 2004). Similarly, the chemical methods are used for the identification of trace, minor and major elemental composition of artifacts. Elemental composition plays an important role to provide the provenance studies, using archeological artifacts. Alkali, alkaline earth elements and rare earth elements (REEs) are used for grouping the archeological artifacts (Beal & Olmez, 1997; IAEA, 2003). Elemental concentration data in conjunction with statistical analysis methods like factor analysis and/or cluster analysis are used extensively for grouping/provenance study of clay ceramics (Neff, 2000; Tykot, 2004). These chemometric analyses are helpful to find the similarities between the samples, which give meaningful interpretation to archeological studies (Glascock, Braswell, & Cobean, 1998; Oliveira, Munita, & Hazenfratz, 2010). Thus, the statistical analyses were performed for grouping of artifacts by using the WINSTAT and SPSS software packages respectively.

2Materials and methods2.1Site details – Arpakkam (12°49′N 79°42′E)

Arpakkam is a village panchayat located in Kanchipuram district of Tamil Nadu state, India. The Arpakkam site map is shown in Figure 1 and the photograph of samples is shown in Figure 2. This place is located in between two rivers, namely, Cheyyar and Palar. The places around Arpakkam, Kanchipuram, Mamallapuram and Uttiramerur are archeologically very significant for their Pallava rock cuts, structural temples, and epigraphical remains. It is a known fact that Kanchipuram and Mamallapuram were the political capital and port city of the Pallavas respectively, while the existence of a well-established electoral system is endorsed in lithic record at Uttiramerur. Apart from these, the region is studded with many Jaina centers with natural caverns once inhabited by Jaina monks, containing stone beds and Brahmi inscriptions datable to the early centuries of the Christian era (Mahadevan, 1994). From the epigraphical records, it is gleaned that Arpakkam was formed part of Magaralnadu of Eyil Kottam in Tondaimandalam. Arpakkam was a hub of Buddhism, Jainism, Saivism and Vaishnavism by 10th century A.D. in this microregion.

Fig. 1.

Archeological site map of Arpakkam in Kanchipuram District.

(0.18MB).
Fig. 2.

Archeological pot shards of Arpakkam site.

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During the course of the exploration undertaken in the village, the presence of burial urns in the north and north western parts of the present village proper was observed. Very near to the burial site, in recent years a dwelling site was identified by the Department of Ancient history and Archeology during its further intensive survey. The archeological mound rising to a height of nearly two meters was traced. In the surface of the mound, plenty of all black ware, black and red ware and red slipped ware shards in different shapes were collected. Moreover, a few terracotta objects and beads were also collected. The presence of pot shards coupled with other artifacts would very well endorse that the archeological mound would contain cultural properties, which would help in tracing the material history of the ancient Tamils. Furthermore, they are two of the few burial and dwelling sites located side by side for a comparative study.

2.2Fourier transform infrared spectroscopy (FT-IR)

FT-IR spectra were recorded in the mid infrared region (4000–400cm−1) in an evacuated chamber of a Bruker Tensor 27 spectrometer using KBr discs as matrices. The spectral resolution is of ±2cm−1 and the spectra were accumulated over 16 scans. The FT-IR spectroscopy was applied for all the samples. The sample was mixed with KBr in the ratio of 1:20. At first, the sample was crushed and ground with KBr. The mixture of the ground sample and KBr was pelletized as a disk. The fitting of peaks and smoothing were done with the OPUS 6.5 software in the instrument over the working window.

2.3X-ray diffraction (XRD)

For the X-ray diffraction analysis, a small fragment of the specimen of about 0.2g of the sample was ground manually using an agate mortar. Thirty milligrams of the powdered sample were homogeneously dispersed on a cover glass which was served as a sample holder in the X-ray diffractometer. Subsequently, the X-ray diffraction patterns were obtained at ambient temperature with a Rigaku miniflex II diffractometer using CuKα radiation of λ=1.5406Å. Diffraction patterns were recorded at 2θ angles in the range of 20–70°.

2.4Scanning electron microscopy and energy dispersive spectroscopy (SEM-EDS)

The samples were prepared for the SEM analysis by simply cracking the artifact (fresh fractures) and then coated with a thin gold layer in order to obtain a conductive surface. A very narrow beam of electrons is scanned rapidly back and forth across the sample. As electrons hit the sample, some were scattered back from the surface, and low-energy electrons were also knocked out of the sample. These back-scattered and secondary electrons were converted into electronic signals which give rise to images of the area scanned on a display monitor.

The morphological investigations were undertaken on a JEOL, JSM-6390 scanning electron microscope at an accelerating voltage of 20kV and a beam current of 1–3nA. SEM images were obtained by either secondary electrons (SE) or back-scattered electrons (BSE). The instrument was equipped with an energy dispersive spectrometer (EDS) system, for the analysis of the X-rays emitted by the sample to determine the elemental composition for elemental identification during SEM observations. Pure element oxides and natural minerals were used as standards for the quantitative analysis.

2.5Chemometric analysis – software details

The statistical methods such as cluster analysis (CA) and factor analysis (FA) were performed with the help of the WINSTAT Excel and SPSS 16.0 software packages, respectively. Factor analysis and the cluster analysis are a common approach used as a tool to examine graphically the grouping pattern of the samples in terms of chemical composition. The auto-scaling procedure had been performed to carryout multivariate statistical analysis on the data. In the cluster analysis, simple linkage and Euclidean distance were used to grouping the artifacts.

3Results and discussion3.1Fourier transform infrared (FT-IR) Analysis

FT-IR spectra of the samples collected from Arpakkam site are shown in Figure 3. To provide adequate identification of a clay mineral by infrared spectroscopy, the spectra were recorded. Absorption bands of adsorbed water molecules appeared at 3400 and 1630cm−1 and C–H absorption bands at 2850–2960cm−1, which arise from organic contaminants. The identification of clay minerals by FT-IR spectroscopy is greatly promoted by reference spectra (Farmer, 1968).

Fig. 3.

FT-IR spectra of ARMP pot shards.

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In the 1100–400cm−1 regions, vibrational bands corresponding to Si–O, Si–O–Si, Al–O and Al–Si–O were detected in all of the samples. These vibrational bands could be attributed to the feldspars and quartz. Quartz was observed through the appearance of the bands at around 776 and 694cm−1 whereas the weak Al–O–Si stretching of feldspar in all the pot shards was indicated the presence of the absorption peaks in the range of 641–646cm−1. Very weak calcite bands (around 1880 and 1785cm−1) were present in all the samples (Seetha & Velraj, 2015). The maximum of the Si–O band changed systematically with the firing temperature of the clay and the main Si–O stretching bands were located at about 1035–1084cm−1 (Table 1). According to Shoval (1994), a single peak with the maximum of 1042cm−1 was found at 700°C. In 800°C, the band split and two maxima appeared at 1050cm−1 and 1078cm−1 respectively. A single band was observed at 1082cm−1 at 900°C. Hence, samples ARMP3, ARMP4, ARMP7 and ARMP8 exhibiting a ν(Si–O) band around 1036–1045cm−1 suggest that the firing temperature was in the range of 700–800°C (<800°C) (Damjanović et al., 2011). Conversely, the absorption spectra of Si–O band of the remaining antique relics observed at 1051, 1052, 1080 and 1084cm−1 for ARMP1, ARMP2, ARMP5 and ARMP6 respectively, indicates the firing temperature at 900°C or even higher (>800°C). The estimated firing temperature and prevailed atmospheric conditions are given in Table 2.

Table 1.

Tentative vibrational assignments using FT-IR absorption frequencies (cm−1) and relative intensities of ancient ARMP pot shards.

FT-IR absorption bands in wave number (cm−1) with relative intensitiesTentative vibrational assignments 
ARMP1  ARMP2  ARMP3  ARMP4  ARMP5  ARMP6  ARMP7  ARMP8   
3435M  3433M  3433M  3433S  3434M  3433W  3433S  3432S  O–H str. of adsorbed water 
  –  –  –  –  –    2928W  C–H str. of organic contaminants 
1880VW  1881VW  1881VW  1880VW  1880VW  1880VW  1880VW  1880VW  C–O str. of calcite 
1785VW  –  –  –  –  –  –  –  C–O str. of calcite 
1627W  1632W  1633W  1634W  1625W  1644W  1633W  1632W  H–O–H bending of adsorbed water 
–  –  –  –  1084VS  1080VS  –  –  Al–Si–O str. of amorphous aluminosilicates 
1051VS  1052VS  1045VS  1041VS  –  –  –  1043VS  Si–O str. of clay minerals 
–  –  –  –  –  –  1036VS  –  Si–O str. of clay minerals 
778M  778M  777M  778M  779M  776S  778M  778S  Si–O symmetrical str. of quartz 
693W  694VW  693W  692VW  692VW  694VW  692W  694VW  Si–O symmetrical str. of quartz 
641VW  642W  646VW  640W  642VW  638VW  642W  643VW  Al–O–Si str. of feldspar 
584W  584W  581W  580W  584W  584W  –  584M  Fe–O bend of magnetite 
535W  535W  533M  534M  536W  537W  531M  536M  Fe–O bend of hematite 
463S  469S  470S  466S  464S  461S  466S  465S  Si–O–Si bending of silicates 

VS – very strong, S – strong, M – medium, W – weak, VW – very weak.

Table 2.

Estimated firing temperature and prevailed atmosphere conditions of ARMP pot shards.

Sample codes  Octahedral sheet structure (Band at 1100 and 915cm−1Position of the silicate band (cm−1Estimated firing temperature (°C)  Existence of iron compounds  Firing atmosphere prevailed 
ARMP1  Disappeared  1051  >800  Hematite/magnetite  Oxidizing 
ARMP2  Disappeared  1052  >800  Hematite/magnetite  Oxidizing 
ARMP3  Disappeared  1045  <800  Hematite/magnetite  Reduction 
ARMP4  Disappeared  1041  <800  Hematite/magnetite  Oxidizing 
ARMP5  Disappeared  1084  >900  Hematite/magnetite  Oxidizing 
ARMP6  Disappeared  1080  >900  Hematite/magnetite  Oxidizing 
ARMP7  Disappeared  1036  <800  Hematite/magnetite  Oxidizing 
ARMP8  Disappeared  1043  <800  Hematite/magnetite  Reduction 

The FT-IR spectra showed absorption bands of 466cm−1, 535cm−1 and 584cm−1 (Fig. 3) are due to Si–O–Si bending of silicates, Fe–O bending of hematite and magnetite respectively. The higher amount of magnetite represents a reducing atmosphere and the higher amount of hematite indicates an oxidizing atmosphere. The concentration ratio of iron oxides (Fe3O4/Fe2O3) determined the prevailed firing atmosphere during the production of relics and was determined by the I/I0 method (Seetha & Velraj, 2015). If the intensity ratio of magnetite and hematite is less than one (I/I0<1), thereby contains a high amount of hematite or otherwise (I/I0>1) it contains a high amount of magnetite. This suggests that these relics might have been fired in the open air (oxidizing atmosphere) and closed kiln (reducing atmosphere). From these results (Table 2), it can be determined that the artisans of Arpakkam were well aware of both the techniques of firing the potteries in oxidizing and reducing atmospheres and that the samples might have been fired to the temperature around and below 800°C. The identification of clay minerals by FT-IR were complemented with the XRD analysis and were confirmed. According to Tite (1995), the firing temperature in the open air can change rapidly from reducing to oxidizing atmosphere subject to fluctuations in wind flow and weather. And the artifacts are very rarely fully oxidized due to the insufficient firing time for organic material within the clay to be burnt out. As discussed by Pavía (2006), color is temperature dependent: increasing the temperature turns the clay a shade of red and latterly darkens the color. At 700°C and 800°C, the clay displays an orange to light red color, whereas above 900°C, it turns a deeper red color.

3.2X-ray diffraction (XRD)

In order to identify clay minerals, the X-ray diffractograms were recorded in 2θ range of 20–70°. Identification of crystalline minerals was carried out using the Joint Committee of Powder Diffraction Standards (JCPDS, 2003) data bank. Table 3 includes a summary of the mineral assemblage of the pottery samples and the corresponding diffraction patterns are shown in Figure 4. Quartz and albite are major constituents in the selected samples, whereas iron oxides such as hematite and magnetite are also present in all the samples. Calcite, bytownite, orthoclase, illite, muscovite, high-temperature silica probably microcline and mullite were occasionally recorded.

Table 3.

Mineral phases obtained by XRD analysis.

Minerals  ARMP1  ARMP2  ARMP3  ARMP4  ARMP5  ARMP6  ARMP7  ARMP8 
Quartz 
Albite 
Microcline  −  −  −  −  −  −  − 
Calcite  +  +  +  −  +  + 
Magnetite  +  + 
Hematite  +  −  −  − 
Illite  −  −  −  −  −  +  − 
Orthoclase  −  +  +  +  +  − 
Mullite  −  −  −  −  −  −  − 
Bytownite  +  +  −  +  −  −  −  + 
Muscovite  −  −  −  −  −  −  − 
Dolomite  +  −  +  +  +  −  + 
Dickite  −  −  +  −  −  −  − 

+=present; −=absent.

Fig. 4.

XRD patterns of ARMP pot shards.

(0.13MB).

The mineralogy of the samples reveals that clay is predominantly non-calcareous and it is inveterated by the EDS analysis. However, the pottery occasionally contains traces of primary calcite only in few of the samples. The presence of some of the minerals is a clear indication of the firing temperature. According to Peters and Iberg (1978) and Maggetti (1982), calcite decomposes at approximately 600–850°C in natural clay, and calcium silicates (diopside–wollastonite) appear in the range 850–900°C. But in the present work, calcite was present in few of the samples and there was an absence of secondary calcium silicates which indicates that the pottery clay samples were non-calcareous in nature.

The presence of minerals such as quartz (PDF No. 891961) at 3.35, 1.82, 2.46, 4.28, 1.38, 1.53Å, hematite (PDF No. 898104) at 1.69, 1.83Å and magnetite (PDF No. 893854) at 2.95, 2.54, 1.45Å were verified with the corresponding standard data set. The high temperature mineral phase microcline (3.72, 3.45, 4.22Å) (PDF No. 831604) and mullite (2.21Å) (PDF No. 831881) were obtained from shards ARMP5 and ARMP6. Conversely, the remaining relics ARMP1, ARMP2, ARMP3, ARMP4, ARMP7 and ARMP8 contained low firing temperature mineral, such as calcite with a less intense peak. The existence of Illite (PDF No. 310968) is typically represented by a peak appearing at 2.21Å. The presence of illite/muscovite indicates that the firing temperature was lower than 900°C (Franquelo et al., 2008), whereas the presence of hematite indicates a firing temperature of about 850°C (Cardiano et al., 2004). This agrees with the firing experiments, which demonstrated that increasing the temperature turns the clay a darker shade of red (above 800°C). The calcite peaks 2.28, 1.98, 3.01Å were almost observed in all the samples except in ARMP6. Nevertheles, from the FT-IR results, the weak calcite band was present in all the samples. This may be due to the poor crystallinity of calcite. The feldspar group mineral has similar characteristics because of a similar structure. The alkali feldspars group minerals orthoclase (2.13Å) and anorthoclase (3.25Å) were present in few of the samples. The plagioclase feldspar group minerals albite (3.18, 4.04, 3.21Å) (PDF No. 898575) was abundant in all samples and bytownite (3.77Å) was present in some of the samples (Table 3).

3.3Scanning electron microscopy and energy dispersive spectroscopy (SEM-EDS) Analysis

In order to estimate the firing temperature, scanning electron microscopy has long been used to characterize the morphology and degree of vitrification of archeological ceramics (Tite, Freestone, Meeks, & Bimson, 1982). The degree of particle interconnection is important, which suggests an increase in the firing temperature. Firing in a reducing atmosphere, as compared to an oxidizing atmosphere, resulted in the lowering of the temperatures at which the various vitrification structures formed at about 50°C. The micro morphology and EDS spectra of the selected pot shards are shown in Figure 5. Concentrations of major elements and trace elements are displayed in Table 4.

Fig. 5.

SEM images with EDS spectra of ARMP pot shards.

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Table 4.

Elemental concentrations (EDS) of ARMP pot shards.

Name of the elements  Elemental composition – wt (%)
  ARMP1  ARMP2  ARMP3  ARMP4  ARMP5  ARMP6  ARMP7  ARMP8 
51.00  50.39  52.17  54.33  53.60  50.31  57.28  52.17 
Na  1.60  1.31  –  1.31  –  1.59  1.34  1.63 
Al  9.55  10.02  9.09  7.51  8.47  9.00  8.91  7.55 
Si  26.70  27.24  26.11  26.85  27.02  26.58  25.36  27.42 
Cl  –  –  –  –  –  –  –  0.69 
1.95  3.03  3.10  1.62  1.75  2.24  1.58  2.86 
Ca  2.17  1.40  1.67  1.57  1.66  1.94  1.06  1.73 
Fe  7.04  6.61  7.86  6.81  7.48  8.35  4.46  5.95 

In the present work, the isolated smooth-surface areas or filaments of glass in some of the samples (ARMP1–ARMP4) were appeared. According to Maniatis and Tite (1981), this structure, which is referred to as the initial vitrification stage, was similar for both the non-calcareous and calcareous clays and it was developed typically at firing temperatures in the 800–850°C range in an oxidizing atmosphere. The isolated glassy areas of the stage increase until they coalesce to form an essentially continuous vitrified layer, which is known as the continuous vitrification stage appearing in ARMP5. In order for continuous vitrification (CV) to occur, the firing temperature of the sample may be below 1000°C. Some fractures display continuous glass and bloating pores, indicating strong vitrification. Pottery sample ARMP6 includes glassy areas associated with medium pores CV (MB), which are formed throughout the pottery body at about 1050 –1100°C (Maniatis & Tite, 1981). In some cases, it was possible to recognize a slightly earlier stage in the development of vitrification in which there was no definite smooth-surface areas of glass but some slight buckling and rounding of the edges of the clay plates. This structure is represented by no vitrification (NV), which appeared in ARMP7 and ARMP8. The incomplete dehydroxylation exhibited by these samples in the FT-IR study further support that the firing temperature was below 750°C. The clay types and vitrification stage with corresponding firing temperature are depicted in Table 5.

Table 5.

Vitrification stages and firing temperature ranges of ARMP pot shards.

Shards code  CaO%  Clay type  Vitrification stage  Firing temperature (°C) 
ARMP1  3.04  NC  IV  <750 
ARMP2  1.96  NC  IV  800–850 
ARMP3  2.34  NC  IV  800–850 
ARMP4  2.10  NC  IV  800–850 
ARMP5  2.32  NC  CV  <1000 
ARMP6  2.71  NC  CV(CB)  1050–1100 
ARMP7  1.48  NC  NV  800–850 
ARMP8  2.42  NC  NV  <750 

Calcium is an essential nutrient that plays an important role in determining the physical and chemical characteristics of soil. Clays can be divided into two main types such as non-calcareous (CaO<6%) and calcareous (CaO>6%). From the EDS data, it should be noted that all the samples analyzed were non-calcareous (concentration of CaO less than 6%) (Musthafa, Janaki, & Velraj, 2010; Velraj, Janaki, Musthafa, & Palanivel, 2009).

3.4Chemometric analysis

The statistical analysis such as cluster analysis (CA) and factor analysis (FA) were performed for the grouping of artifacts with the win STAT and SPSS software packages. Elements O, Na, Al, Si, K, Ca, Cl and Fe present in the selected pot shards were used for the chemometric analysis.

A factor analysis (FA) as a data reduction technique was performed in two steps which included the extraction and rotation of factors. The FA can be expressed as (Zarei & Bilondi, 2013),

where, z is the component score, a is the component loading, f is the factor score, e is the residual term accounting for errors or other sources of variation, i is the sample number and m is the total number of variables.

The rotated component matrix values of 7 elements presented in the selected samples are given in Table 6. As shown in this table, factor 1 explains 37.91% of the total variance in the data set due to high positive loadings of elements Si, Ca and Fe, whereas factor 2 explains the high positive loadings of elements Al and K and the total variance is 23.41%. Finally, factor 3 explains the total variance is about 18.04% and the high positive element is Na. There are three factors extracted from the data set and the total variance is 79.45%. According to this, the total variance is more than 50% which reveals that the principle component (PC) fit to the data set is good. In addition, the factor score was obtained for the grouping of artifacts. From the FA analysis, two groups of samples were identified: group I consisting of elements Si, Ca and Fe, and group II containing Al and K. Figure 6 and 7 show the bivariate plot of three principal component scores.

Table 6.

Factor analysis of ARMP pot shards.

Variables  Factor 1  Factor 2  Factor 3 
−0.804  −0.587  −0.067 
Si  0.787  −0.051  0.235 
Ca  0.850  0.049  −0.057 
Fe  0.735  0.201  −0.555 
Al  −0.147  0.886  −0.067 
0.307  0.682  −0.010 
Na  0.098  −0.007  0.942 
% of variance explained  37.907  23.407  18.041 
Fig. 6.

Bivariate plot of Factor 1 and Factor 2 of ARMP pot shards.

(0.07MB).
Fig. 7.

Bivariate plot of Factor 1 and Factor 3 of ARMP pot shards.

(0.09MB).

In the cluster analysis, simple linkage methods and Euclidean distance were used and two groups were obtained: (i) ARMP1–ARMP3, ARMP5–ARMP7 (ii) ARMP4, ARMP8. The dendrogram of Arpakkam pot shards, shown in Figure 8, shows that the two groups of samples in the selected site are in good agreement with FA.

Fig. 8.

Cluster analysis dendrogram for the ARMP pot shards.

(0.08MB).

The Si and Al concentration ratio values are expected to remain the same in fired and raw clay source because of their non-volatile nature. Most of the clays can be described as hydrous aluminum silicates with general formula of Al2O3·2SiO2·2H2O. Thus, for obtaining information on provenance/grouping studies of potteries, the concentration ratios of SiO2 to Al2O3 were plotted for all pottery samples as shown in Figure 9. It was also confirmed that the selected site samples were separated as two groups, which may due to different sources.

Fig. 9.

SiO2/Al2O3 of ARMP pot shards.

(0.1MB).
4Conclusion

Spectroscopic techniques coupled with chemometric tools FA and CA were used to characterize the selected clay potteries. According to the vibrational assignments and the mineralogy performed by FT-IR and XRD, the firing techniques of the relics during manufacture were obtained. Both of these techniques were well concurring with each other. Furthermore, the SEM analysis was carried out to estimate the range of firing temperatures is also in good agreement with the results of the above techniques. From all the above results, low firing (<800°C) and high firing (>800°C) temperatures were obtained in the oxidizing and reducing atmosphere. Hence, the results of the EDS analysis indicate that some of the major and minor elements such as O, Na, Al, Si, Cl, K, Fe and Si, Al, Na were investigated. Elements Si, Al and Na were non-volatile in nature and were used for the preliminary grouping of artifacts. The chemometric tool, i.e., CA showed that there are two distinct groups in the selected artifacts. This indicates that the potteries are made out of clays of different composition; these results are in agreement with the results of the factor analysis.

Conflict of interest

The authors have no conflict of interest to declare.

Acknowledgements

The authors are deeply thankful to the Department of Ancient History and Archeology, University of Madras, Chennai for providing the archeological samples and the instrumentation Center, Karunya University for the instrumentation facility of SEM with EDS analysis. The one of the authors are also acknowledge with thanks to the Periyar University for the financial assistance provided through University research fellowship (URF) and for the financial support provided through major research project in this field by DAE-BRNS, New Delhi.

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