The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China
Anshan-Benxi area in Liaoning province is an important banded iron formations (BIFs) ore-mining district in China. Chlorite is widely distributed in this area, which is related to BIFs and high-grade iron ore, respectively. A fast and convenient method to identify the type and spatial distribution o...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-10-01
|
Series: | Applied Sciences |
Subjects: | |
Online Access: | https://www.mdpi.com/2076-3417/10/21/7444 |
_version_ | 1797550049221148672 |
---|---|
author | Dahai Hao Yuzeng Yao Jianfei Fu Joseph R. Michalski Kun Song |
author_facet | Dahai Hao Yuzeng Yao Jianfei Fu Joseph R. Michalski Kun Song |
author_sort | Dahai Hao |
collection | DOAJ |
description | Anshan-Benxi area in Liaoning province is an important banded iron formations (BIFs) ore-mining district in China. Chlorite is widely distributed in this area, which is related to BIFs and high-grade iron ore, respectively. A fast and convenient method to identify the type and spatial distribution of different chlorites is crucial to the evaluation of high-grade iron ore in this area. Qidashan iron mine is a typical BIFs deposit, and its BIFs-related high-grade iron ore reserves are the second largest in the area. In this paper, the laboratory-based HySpex-320m hyperspectral imaging was used to study the wall rock in Qidashan iron mine. A hyperspectral imaging processing model was established for mineral identification, mineralogy mapping, and chlorite spectral features extraction. The results show that the wavelength positions of OH, Fe-OH, and Mg-OH absorptions of chlorite in the altered wall rock of high-grade iron ore are between 1400 and 1410, 2260 and 2265, and 2360 and 2370 nm, respectively, which are longer than those around BIFs. The relationship between cations in the octahedral layer of chlorite and the wavelengths of OH, Fe-OH, and Mg-OH indicates that Mg and Mg/(Mg + Fe) are inversely related to these wavelengths, whereas Fe is positively related. The wavelengths appear to be weakly influenced by Al<sup>VI</sup>. Since the bandpass of hyperspectral imaging systems is usually less than 10 nm, these chlorite wavelength differences can be used as a favorable tool for the high-grade iron ore exploration and the iron resources evaluation in the Anshan-Benxi area. |
first_indexed | 2024-03-10T15:23:57Z |
format | Article |
id | doaj.art-af97807e5f1147e8be9f565952ce98ee |
institution | Directory Open Access Journal |
issn | 2076-3417 |
language | English |
last_indexed | 2024-03-10T15:23:57Z |
publishDate | 2020-10-01 |
publisher | MDPI AG |
record_format | Article |
series | Applied Sciences |
spelling | doaj.art-af97807e5f1147e8be9f565952ce98ee2023-11-20T18:15:26ZengMDPI AGApplied Sciences2076-34172020-10-011021744410.3390/app10217444The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast ChinaDahai Hao0Yuzeng Yao1Jianfei Fu2Joseph R. Michalski3Kun Song4School of Resources and Civil Engineering, Northeastern University, Shenyang 110819, ChinaSchool of Resources and Civil Engineering, Northeastern University, Shenyang 110819, ChinaSchool of Resources and Civil Engineering, Northeastern University, Shenyang 110819, ChinaDivision of Earth and Planetary Science & Laboratory for Space Research, the University of Hong Kong, Hong Kong 999077, ChinaSchool of Resources and Civil Engineering, Northeastern University, Shenyang 110819, ChinaAnshan-Benxi area in Liaoning province is an important banded iron formations (BIFs) ore-mining district in China. Chlorite is widely distributed in this area, which is related to BIFs and high-grade iron ore, respectively. A fast and convenient method to identify the type and spatial distribution of different chlorites is crucial to the evaluation of high-grade iron ore in this area. Qidashan iron mine is a typical BIFs deposit, and its BIFs-related high-grade iron ore reserves are the second largest in the area. In this paper, the laboratory-based HySpex-320m hyperspectral imaging was used to study the wall rock in Qidashan iron mine. A hyperspectral imaging processing model was established for mineral identification, mineralogy mapping, and chlorite spectral features extraction. The results show that the wavelength positions of OH, Fe-OH, and Mg-OH absorptions of chlorite in the altered wall rock of high-grade iron ore are between 1400 and 1410, 2260 and 2265, and 2360 and 2370 nm, respectively, which are longer than those around BIFs. The relationship between cations in the octahedral layer of chlorite and the wavelengths of OH, Fe-OH, and Mg-OH indicates that Mg and Mg/(Mg + Fe) are inversely related to these wavelengths, whereas Fe is positively related. The wavelengths appear to be weakly influenced by Al<sup>VI</sup>. Since the bandpass of hyperspectral imaging systems is usually less than 10 nm, these chlorite wavelength differences can be used as a favorable tool for the high-grade iron ore exploration and the iron resources evaluation in the Anshan-Benxi area.https://www.mdpi.com/2076-3417/10/21/7444laboratory-based hyperspectral imagingHySpexspectral features extractionchloriteQidashan Iron Deposit |
spellingShingle | Dahai Hao Yuzeng Yao Jianfei Fu Joseph R. Michalski Kun Song The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China Applied Sciences laboratory-based hyperspectral imaging HySpex spectral features extraction chlorite Qidashan Iron Deposit |
title | The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China |
title_full | The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China |
title_fullStr | The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China |
title_full_unstemmed | The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China |
title_short | The Laboratory-Based HySpex Features of Chlorite as the Exploration Tool for High-Grade Iron Ore in Anshan-Benxi Area, Liaoning Province, Northeast China |
title_sort | laboratory based hyspex features of chlorite as the exploration tool for high grade iron ore in anshan benxi area liaoning province northeast china |
topic | laboratory-based hyperspectral imaging HySpex spectral features extraction chlorite Qidashan Iron Deposit |
url | https://www.mdpi.com/2076-3417/10/21/7444 |
work_keys_str_mv | AT dahaihao thelaboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT yuzengyao thelaboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT jianfeifu thelaboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT josephrmichalski thelaboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT kunsong thelaboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT dahaihao laboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT yuzengyao laboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT jianfeifu laboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT josephrmichalski laboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina AT kunsong laboratorybasedhyspexfeaturesofchloriteastheexplorationtoolforhighgradeironoreinanshanbenxiarealiaoningprovincenortheastchina |