Published March 11, 2021 | Version v1
Dataset Open

ATOMIC Simulations and Experimental Data for CaCO3 Mixtures

  • 1. Los Alamos National Laboratory

Description

This data consists of simulations and experimental measurements of laser-induced breakdown spectroscopy (LIBS). The simulations are produced by ATOMIC, a general purpose plasma modeling and kinetics code that has been designed to compute emission (or absorption) spectra from plasmas [1] and are used to develop a statistical characterization of matrix effects. Our overall suite of simulations includes contains several sets of simulations: training and validation sets of simulations for three and four element mixtures of calcium, carbon, oxygen, and nitrogen (included to account for atmosphere) along with simulations of the individual elements. The 4-element simulations include the mixture of all four elements mentioned and for each of the four individual elements. The 3-element simulations include output for the mixture of calcium, carbon, oxygen and for these three individual elements. The training data were produced using a 600-run design, shown in Figure 1, that varies input parameters temperature (T), electron density (Ne), and proportion of the elements calcium, carbon, oxygen, and nitrogen (Ca; C; O; N) for the 4 element output. The 3-element output includes all parameters except for the proportion of nitrogen. The element proportions (all the variables but T and Ne) sum to one and are unused in the single-element simulations. The validation data was produced with a 80-run design shown in Figure 2. The training and validation simulation outputs for the 4-element simulations for the mixture and for the single element calcium are shown as sample simulations in Figures 3 and 4 respectively. The simulations produce spectra over a range of 190nm - 950nm that roughly mimics the range collected by the SciAps Z-300 LIBS instrument that was used for the experimental data. The measured spectra for a CaCO3 (which may include contribution from Earth's atmosphere) in the experiment is shown in in Figure 5. All files are kept in directories whose names indicate the elemental composition (CaCO3, Ca, C, O, or N), number of elements (3 or 4), and purpose (training, which is not labeled in the file name, or validation) with file names numbered to indicate the line in the design files used to produce the simulation. The designs are provided as text files with names indicating their purpose. The experimental data is provided as a CSV file.

[1] J Colgan, EJ Judge, DP Kilcrease, and JE Barefield II. Ab-initio modeling of an iron laser-induced plasma: Comparison between theoretical and experimental atomic emission spectra. Spectrochimica Acta Part B: Atomic Spectroscopy, 97:65{73}, 2014.

Files

C-only-3elements-validation-runs.zip

Files (866.5 MB)

Name Size Download all
md5:295b923e718351582ee2a0f65074b844
11.1 MB Preview Download
md5:80c51317db61fc5d6c20408bf3135878
83.4 MB Preview Download
md5:1249c15f947e216860a8290066b290eb
11.1 MB Preview Download
md5:b08d56605998024ec64975577ff1e57d
83.4 MB Preview Download
md5:62271a8e56062c27b8d76b973ef831d6
11.4 MB Preview Download
md5:f7801c4f627da50afc75447c69b3c204
85.8 MB Preview Download
md5:28698bfef6ac941091280b7ae18af6c6
11.4 MB Preview Download
md5:5be95fa98cc61cdee6d8972394f974a3
85.8 MB Preview Download
md5:01aa0eafb454c46fe956d9b5262ae5de
11.6 MB Preview Download
md5:f8cb13504647e792af906d69b08ad220
86.1 MB Preview Download
md5:762a16663052d5b1a7b1f7b1ca04cf43
11.5 MB Preview Download
md5:1172416974e984ad685ae0e23d3cf942
86.1 MB Preview Download
md5:5c97589781cb0934b59de982e10255ed
1.8 MB Preview Download
md5:6c6a5119dbcb21c06e66662963a4607a
11.2 MB Preview Download
md5:32960c0c43e66ce9da0d7c2e3b989fd6
84.2 MB Preview Download
md5:023a21dc50d0cafbcf2d3df3b9fb40c3
11.2 MB Preview Download
md5:15e53693e98a51dbb59ffeced4d131df
84.0 MB Preview Download
md5:5ed2e91c0a8ecc40f66242266bf7683d
11.2 MB Preview Download
md5:caa97defc86a23c45a454848af246de4
84.0 MB Preview Download