“Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance

It is investigated the possibility of using so–called "complexity–entropy" diagrams for the quantitative description of the degree of coal disturbance using coal images obtained by means of scanning electron microscope (SEM). These diagrams plot structural complexity measure (vertical axis...

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Main Authors: Malinnikova Olga, Uchaev Dmitry, Uchaev Denis, Malinnikov Vasiliy, Ulyanova Catherine
Format: Article
Language:English
Published: EDP Sciences 2019-01-01
Series:E3S Web of Conferences
Online Access:https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/55/e3sconf_ghcrrm2019_01016.pdf
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spelling doaj-4e165bc789da49479942f1976428e1422021-02-02T06:55:39ZengEDP SciencesE3S Web of Conferences2267-12422019-01-011290101610.1051/e3sconf/201912901016e3sconf_ghcrrm2019_01016“Complexity–entropy” diagrams and their application to the study of coal tectonic disturbanceMalinnikova Olga0Uchaev Dmitry1Uchaev Denis2Malinnikov Vasiliy3Ulyanova Catherine4Research Institute of Comprehensive Exploitation of Mineral Resources of Russian Academy of Sciences, Laboratory of Geotechnological ProcessesMoscow State University of Geodesy and Cartography, Department of Space Monitoring and EcologyMoscow State University of Geodesy and Cartography, Department of Space Monitoring and EcologyMoscow State University of Geodesy and Cartography, Department of Space Monitoring and EcologyResearch Institute of Comprehensive Exploitation of Mineral Resources of Russian Academy of Sciences, Laboratory of Geotechnological ProcessesIt is investigated the possibility of using so–called "complexity–entropy" diagrams for the quantitative description of the degree of coal disturbance using coal images obtained by means of scanning electron microscope (SEM). These diagrams plot structural complexity measure (vertical axis) versus entropy measure (horizontal axis) for distribution of probability given in some way on the image. In this paper, the values of both measures were calculated on the basis of the shearlet transform, and the Jensen divergence was used as the basic divergence for calculating the complexity measure. All calculations were performed for more than 140 images of coal specimens with various degrees of disturbance, obtained from the quiet zone of the seam and the outburst zone. As a result of research, it was found that two-dimensional distributions for measures of complexity and entropy in most cases are informative data sets for differentiating coals by degree of complexity. Moreover, such characteristics of these distributions as mathematical expectation and, to a less degree, mode can be used as simple quantitative descriptors of coals with various degrees of disturbance. These characteristics can be used to show the closeness of the spatial structure for the analyzed coal specimens to strictly periodic or absolutely chaotic ones. On the basis of the obtained results, conclusions about the possibility to separate coals according to the degree of their outburst hazard were done.https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/55/e3sconf_ghcrrm2019_01016.pdf
collection DOAJ
language English
format Article
sources DOAJ
author Malinnikova Olga
Uchaev Dmitry
Uchaev Denis
Malinnikov Vasiliy
Ulyanova Catherine
spellingShingle Malinnikova Olga
Uchaev Dmitry
Uchaev Denis
Malinnikov Vasiliy
Ulyanova Catherine
“Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
E3S Web of Conferences
author_facet Malinnikova Olga
Uchaev Dmitry
Uchaev Denis
Malinnikov Vasiliy
Ulyanova Catherine
author_sort Malinnikova Olga
title “Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
title_short “Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
title_full “Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
title_fullStr “Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
title_full_unstemmed “Complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
title_sort “complexity–entropy” diagrams and their application to the study of coal tectonic disturbance
publisher EDP Sciences
series E3S Web of Conferences
issn 2267-1242
publishDate 2019-01-01
description It is investigated the possibility of using so–called "complexity–entropy" diagrams for the quantitative description of the degree of coal disturbance using coal images obtained by means of scanning electron microscope (SEM). These diagrams plot structural complexity measure (vertical axis) versus entropy measure (horizontal axis) for distribution of probability given in some way on the image. In this paper, the values of both measures were calculated on the basis of the shearlet transform, and the Jensen divergence was used as the basic divergence for calculating the complexity measure. All calculations were performed for more than 140 images of coal specimens with various degrees of disturbance, obtained from the quiet zone of the seam and the outburst zone. As a result of research, it was found that two-dimensional distributions for measures of complexity and entropy in most cases are informative data sets for differentiating coals by degree of complexity. Moreover, such characteristics of these distributions as mathematical expectation and, to a less degree, mode can be used as simple quantitative descriptors of coals with various degrees of disturbance. These characteristics can be used to show the closeness of the spatial structure for the analyzed coal specimens to strictly periodic or absolutely chaotic ones. On the basis of the obtained results, conclusions about the possibility to separate coals according to the degree of their outburst hazard were done.
url https://www.e3s-conferences.org/articles/e3sconf/pdf/2019/55/e3sconf_ghcrrm2019_01016.pdf
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