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Chemical Composition of Ceramic Samples Data Set
Download: Data Folder, Data Set Description

Abstract: Classify ceramic samples based on their chemical composition from energy dispersive X-ray fluorescence

Data Set Characteristics:  

Multivariate

Number of Instances:

88

Area:

Physical

Attribute Characteristics:

Real

Number of Attributes:

19

Date Donated

2019-01-29

Associated Tasks:

Classification, Clustering

Missing Values?

N/A

Number of Web Hits:

9536


Source:

Ziyang He, heziyang '@' iastate.edu, Department of Industrial and Manufacturing System Engineering, Iowa State University
Maolin Zhang, mlzhang '@' ustc.edu, Jingdezhen Ceramic Institute
Haozhe Zhang, haozhe '@' iastate.edu, Department of Statistics, Iowa State University


Data Set Information:

The energy dispersive X-ray fluorescence (EDXRF) was used to determine the chemical composition of celadon body and glaze in Longquan kiln (at Dayao County) and Jingdezhen kiln. Forty typical shards in four cultural eras were selected to investigate the raw materials and firing technology. We hope to identify chemical elements that are strongest explanatory variables to classify samples into different cultural eras and kilns.


Attribute Information:

Ceramic.Name: name of ceramic types from Longquan and Jindgezhen
Part: a binary categorical variable ('Body' or 'Glaze')
Na2O: percentage of Na2O (wt%)
MgO: percentage of MgO (wt%)
Al2O3: percentage of AI2O3 (wt%)
SiO2: percentage of SiO2 (wt%)
K2O: percentage of K2O (wt%)
CaO: percentage of CaO (wt%)
TiO2: percentage of TiO2 (wt%)
Fe2O3: percentage of Fe2O3 (wt%)
MnO: percentage of MnO (ppm)
CuO: percentage of CuO (ppm)
ZnO: percentage of ZnO (ppm)
PbO2: percentage of PbO2 (ppm)
Rb2O: percentage of Rb2O (ppm)
SrO: percentage of SrO (ppm)
Y2O3: percentage of Y2O3 (ppm)
ZrO2: percentage of ZrO2 (ppm)
P2O5: percentage of P2O5 (ppm)


Relevant Papers:

He, Z., Zhang, M., & Zhang, H. (2016). Data-driven research on chemical features of Jingdezhen and Longquan celadon by energy dispersive X-ray fluorescence. Ceramics International, 42(4), 5123-5129.



Citation Request:

He, Z., Zhang, M., & Zhang, H. (2016). Data-driven research on chemical features of Jingdezhen and Longquan celadon by energy dispersive X-ray fluorescence. Ceramics International, 42(4), 5123-5129.


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