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...

Full description

Bibliographic Details
Main Authors: Dahai Hao, Yuzeng Yao, Jianfei Fu, Joseph R. Michalski, Kun Song
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