SlideShare a Scribd company logo
1 of 30
Omer M. Ahmed
MSc, 2016
University of Kerala, India.
Digital Image Processing and Analysis
Techniques for Detection Of
Hydrothermal Alteration Zones
A Case Study in Siah-Jangal Area, South
Eastern Iran
By: Zahra Mokhtari & Mohammad Boomeri &
Sasan Bagheri
Journal: Indian Society of Remote Sensing
Keywords
Alteration zones .
ETM+ .
Band ratio .
Color composite .
Principal Component Analysis .
Iran.
Geology of Iran
Iran comprised of different structural and petrological
features, according to Berberian and King (1981) there are
nine major lithotectonic units in Iran
1) Zagros Fold Belt
2) Sanandaj–Sirjan Zone
3) Sahand Bazman Belt
4) Central Iran
5) Lut Block
6) Alborz Zone
7) Kopeh Dagh zone
8) Eastern Iran suture zone
9) Makran zone
The Siah-Jangal area is part of Makran zone
Fig:1 Major lithotectonic structural zones of Iran and location of
Siah-Jangal area (modified after Berberian and King 1981)
 The Siah-Jangal area is located in south eastern Iran within the
Makran Quaternary volcanic belt. Which is extends from Iran to
Pakistan and made magmatic arc known as Northern Makran
magmatic Arc (NMA).
 In Iranian part of NMA (where in the Siah-Jangal area), there is a
wide range of Hydrothermal alteration and mineralization related
to magmatic event and great potential for mineral exploration
such as Cu and Au.
Fig.2 Regional geotectonic setting of the Makran arc-trench system and Neogen
Baluchistan volcanic arc (Based on Grando and McClay 2007; Ellouz- Zimmermann etal.
2007)
 There is a thick mineralized quartz vein in central part of the
study Area surrounded by
 Hydroxyl bearing minerals such as
• Phyllic (Quartz serisite and pyrite)
• Argillic (alteration of clay minerals)
• Propylitic (alteration zones causing by iron and magnesium)
 The iron oxide minerals that recognized in the area are hematite,
goethite and limonite.
Fig.3
(a): extending of Hydrothermal
alteration zones around the
central quartz vein
(b):occurrence of iron oxide
minerals.
Geology of the Area
 The oldest rocks in this area are mainly siliciclastic deposits and
serpentines rocks intercalated with basaltic lava, shales and
carbonate rocks.
 The second unit is Eocene fossiliferous limestone and
greywacke.
 Quaternary volcanic rocks consist of andesitic rocks and dacite
they are unconformable with the flysch deposits.
 The youngest exposures in the area are the Alluvial deposits.
 There is structural control in the ore deposit types in the area.
(B): Fossiliferous limestone
(C): Sandstone
(D): Flysch sediments and lava flow of basalt
Other color Quaternary Alluvial plain
B
D C
Image Processing Techniques
The main purpose of the methodology is to extract the
mineral alteration zones from the ETM+ data in the area.
Why Landsat 7 ETM+ images ?
It is consist of eight bands with a spatial resolution 30 m
for bands 1 to 7.
Band eight is panchromatic band with 15 m spatial
resolution.
 Three processes techniques were done for the image
• False Color Composition (FCC)
• Band Ratio
• Principal component analysis (PCA)
 The techniques applied by using ENVI 4.3 and
ArcGIS 9.3 programs.
Color Composite of Images
 The rule of color composites is to set the most
informative band for a particular purpose in the red
gun, the next in green gun and the least informative
band in blue gun 3 2 1 in R G B Respectively known
as true color composite.
 All other band combinations are termed as False Color
Composite (FCC).
 Two FCCs were done for the area,
FCC (bands 7, 4, 1), FCC (bands 3, 7, 5).
the best one is 7, 4, 1.
 Three rock units are identified in the area (Volcanic
rocks, Sedimentary rocks and alluvial sediments).
Fig :5. FCC
(7:4:1); of area
Q Quaternary
Alluvial plains
ES Eocene
Sedimentary rocks.
CV Cretaceous
Volcanic rocks
white and
yellowish ellipses
and circles:
hydrothermal
alteration areas.
ES
ES
ES
ES
ES
Q
Q
CV
CV
ES
ES
Fig :6.
FCC
(RGB 3:7:5)
of the area
there is no
obvious variation
between the rock
units
Band Ratio Images
 Enhancements resulting from the division of brightness
values in one band by the corresponding values in
another band.
 To reduce the effects of environment (i.e. topographic
slope and shadows).
 The ratio image provides unique information that are
often difficult to detect in a standard image.
Two band ratio were done for the image
• Band 5 to band 7 was used for hydroxyl absorption and
the ratio appears in light tone due to the high content of
hydroxyl-bearing minerals.
• band 3/1 ratio for iron oxides and the areas with
abundant of these minerals indicated as bright pixels.
Fig : 9
5/7 band ratio
image for the
area.
The areas
with abundant
hydroxyl
bearing
minerals are
shown as
bright pixels.
(Fig. 10)
Band 3/1 ratio
the areas with
abundant of the
iron oxide
minerals
indicated as
bright pixels
The combinations of 5/7, 5/4 and 3/1 were created as (FCC)
image for the detection of hydrous minerals and iron-rich
zones in RGB
(Fig. 11)
The areas with
hydroxyl and iron
oxide minerals are
shown with bright
pixels
Principal Components Analysis
o PCA is linear transformation technique used to
emphasize variation and bring out strong patterns in
data set.
o Creates a new set of images with reduced spectral
redundancy and it maybe more interpretable than the
original data.
o Also used to compress the information content of a
number of bands of images in to just two or three
transformed principal component images.
 According to (Crosta Et al. 2003) there are six band
(1, 2, 3, 4, 5 and 7) can be used for principal
component analysis.
 Table1 shows the values of the principal components
for six bands of ETM+ in the area.
• Iron oxides minerals have low reflectance in band 1
and higher reflectance in band 3 based on this, we can
predict that iron oxides can be distinguished by dark
pixels in the PC3.
Fig:12.
PC3 image of the iron oxides
minerals. The altered areas
are shown as bright pixels.
Fig:13
PC4 image of the
hydroxyl minerals.
The altered areas are
shown as bright pixel.
 hydroxyl bearing zones are shown as bright pixels in
gray scale image of PC4.
Fig.14
FCC image (RGB) of
hydroxyl and iron oxide
image.
• The false color composite Image obtained using
combination of hydroxyl image and iron oxide image
in the RGB. The bright pixels are hydrothermal altered
zones in study area.
Summary and Conclusions
 The major types of alteration found in the Siah-
Jangal area are clay minerals and Quartz vein.
 The mineral assemblages are iron-bearing minerals and
hydroxyl bearing minerals.
 Image processing techniques are applied to the digital
subset ETM+ such as false color composite, band ratio
and principal component analysis (PCA).
 The hydrothermal alterations in the area are Hydroxyl
minerals detected by band ratio 5/7 and iron oxide
minerals detected by band ratio 3/1.
 RGB false color composites of 5/7, 5/4, 3/1 indicated
the similar altered mineral areas as white color.
 PC4 shows the distribution of hydroxyl minerals.
 PC3 images reveals the distribution of iron oxide
minerals.
 There is no obvious different in the hydroxyl and iron
oxides images in the Band ratio and PC methods.
 The spectral transformations on the ETM+ data can
provide effective methods in the identification of
hydrothermal alteration minerals in arid and semi-arid
areas.
References:
Zahra Mokhtari & Mohammad Boomeri & SasanBagheri. Digital Image Processing and
Analysis Techniques for Detection of Hydrothermal Alteration Zones: A Case Study in Siah-
Jangal Area, North of Taftan Volcano, South eastern Iran. Indian Society of Remote Sensing
(ISRS), 43(2):363–377 (June 2015).
Omer M. Ahmed omerupto3@gmail.com

More Related Content

What's hot

Geochemical anomalies in drainage sediments
Geochemical anomalies in drainage sedimentsGeochemical anomalies in drainage sediments
Geochemical anomalies in drainage sedimentsPramoda Raj
 
Ore deposit related to clastic sedimentation
Ore deposit related to clastic sedimentationOre deposit related to clastic sedimentation
Ore deposit related to clastic sedimentationPramoda Raj
 
Mineralization controlled by Tectonics & structures.ppt
Mineralization controlled by Tectonics & structures.pptMineralization controlled by Tectonics & structures.ppt
Mineralization controlled by Tectonics & structures.pptssuser0a15d1
 
SKARN DEPOSITS
SKARN DEPOSITSSKARN DEPOSITS
SKARN DEPOSITSVICTOR OBI
 
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENT
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENTCOAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENT
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENTOlusegun Ayobami Olatinpo
 
Diversification of magma
Diversification of magmaDiversification of magma
Diversification of magmaPramoda Raj
 
Lead and zinc deposits of india
Lead and zinc deposits of indiaLead and zinc deposits of india
Lead and zinc deposits of indiaPramoda Raj
 
Manganese deposits of india
Manganese deposits of indiaManganese deposits of india
Manganese deposits of indiaPramoda Raj
 
Southern granulite
Southern granuliteSouthern granulite
Southern granuliteSANDIP1992
 
Sulphr isotope
Sulphr isotopeSulphr isotope
Sulphr isotopeVinay c
 
Economic geology - Magmatic ore deposits_1
Economic geology - Magmatic ore deposits_1Economic geology - Magmatic ore deposits_1
Economic geology - Magmatic ore deposits_1AbdelMonem Soltan
 
Western dharwar craton
Western dharwar cratonWestern dharwar craton
Western dharwar cratonPramoda Raj
 
Bauxite types, mineralogy, Indian occurrences
Bauxite types, mineralogy, Indian occurrencesBauxite types, mineralogy, Indian occurrences
Bauxite types, mineralogy, Indian occurrencesPramoda Raj
 
Role of trace elements in rare earth elements
Role of trace elements in rare earth elementsRole of trace elements in rare earth elements
Role of trace elements in rare earth elementsPramoda Raj
 

What's hot (20)

Geochemical anomalies in drainage sediments
Geochemical anomalies in drainage sedimentsGeochemical anomalies in drainage sediments
Geochemical anomalies in drainage sediments
 
Ore deposit related to clastic sedimentation
Ore deposit related to clastic sedimentationOre deposit related to clastic sedimentation
Ore deposit related to clastic sedimentation
 
Mineralization controlled by Tectonics & structures.ppt
Mineralization controlled by Tectonics & structures.pptMineralization controlled by Tectonics & structures.ppt
Mineralization controlled by Tectonics & structures.ppt
 
Lamprophyre
LamprophyreLamprophyre
Lamprophyre
 
Kimberlites
KimberlitesKimberlites
Kimberlites
 
SKARN DEPOSITS
SKARN DEPOSITSSKARN DEPOSITS
SKARN DEPOSITS
 
Textures of ore_minerals
Textures of ore_mineralsTextures of ore_minerals
Textures of ore_minerals
 
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENT
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENTCOAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENT
COAL MICROLITHOTYPES AND THEIR USAGE IN INTERPRETING DEPOSITION ENVIRONMENT
 
Diversification of magma
Diversification of magmaDiversification of magma
Diversification of magma
 
Lead and zinc deposits of india
Lead and zinc deposits of indiaLead and zinc deposits of india
Lead and zinc deposits of india
 
Manganese deposits of india
Manganese deposits of indiaManganese deposits of india
Manganese deposits of india
 
Southern granulite
Southern granuliteSouthern granulite
Southern granulite
 
THE ORE-BEARING FLUIDS
THE ORE-BEARING FLUIDSTHE ORE-BEARING FLUIDS
THE ORE-BEARING FLUIDS
 
Sulphr isotope
Sulphr isotopeSulphr isotope
Sulphr isotope
 
Wall Rock Alteration.pdf
Wall Rock Alteration.pdfWall Rock Alteration.pdf
Wall Rock Alteration.pdf
 
Topic 3 ore forming processes and magmatic mineral deposits
Topic 3 ore forming processes and magmatic mineral depositsTopic 3 ore forming processes and magmatic mineral deposits
Topic 3 ore forming processes and magmatic mineral deposits
 
Economic geology - Magmatic ore deposits_1
Economic geology - Magmatic ore deposits_1Economic geology - Magmatic ore deposits_1
Economic geology - Magmatic ore deposits_1
 
Western dharwar craton
Western dharwar cratonWestern dharwar craton
Western dharwar craton
 
Bauxite types, mineralogy, Indian occurrences
Bauxite types, mineralogy, Indian occurrencesBauxite types, mineralogy, Indian occurrences
Bauxite types, mineralogy, Indian occurrences
 
Role of trace elements in rare earth elements
Role of trace elements in rare earth elementsRole of trace elements in rare earth elements
Role of trace elements in rare earth elements
 

Similar to Detection of Hydrothermal Alteration Zones Using Image Processing

Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...
Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...
Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...INFOGAIN PUBLICATION
 
Characterization_and_mapping_of_hematite.pdf
Characterization_and_mapping_of_hematite.pdfCharacterization_and_mapping_of_hematite.pdf
Characterization_and_mapping_of_hematite.pdfssuser36e17c
 
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...IJERA Editor
 
Mineral exploration
Mineral explorationMineral exploration
Mineral explorationHarsha Hegde
 
Quantitative lithology an application for open and cased h
Quantitative lithology   an application for open and cased hQuantitative lithology   an application for open and cased h
Quantitative lithology an application for open and cased hamrhaggag
 
Localized aliphatic organic material on the surface of Ceres
Localized aliphatic organic material on the surface of CeresLocalized aliphatic organic material on the surface of Ceres
Localized aliphatic organic material on the surface of CeresSérgio Sacani
 
remote sensing mineral exploration.pptx
remote sensing mineral exploration.pptxremote sensing mineral exploration.pptx
remote sensing mineral exploration.pptxomkarkadekar2
 
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdf
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdfResults of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdf
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdfDr. Arzu Javadova
 
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...IJMER
 
Nature, formation, and distribution of carbonates on CeresNature, formation, ...
Nature, formation, and distribution of carbonates on CeresNature, formation, ...Nature, formation, and distribution of carbonates on CeresNature, formation, ...
Nature, formation, and distribution of carbonates on CeresNature, formation, ...Sérgio Sacani
 
Coarsening of nanoporous gold
Coarsening of nanoporous goldCoarsening of nanoporous gold
Coarsening of nanoporous goldKedarnath Kolluri
 
Integration of data for mineral explorataion
Integration of data for mineral explorataionIntegration of data for mineral explorataion
Integration of data for mineral explorataionkrishanunath1
 
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...Iranian Chemical Society
 
IAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossIAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossTamara Moss, M.Sc., P.Geo
 
IAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossIAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossTamara Moss, M.Sc., P.Geo
 

Similar to Detection of Hydrothermal Alteration Zones Using Image Processing (20)

Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...
Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...
Mapping Hydrothermal Mineral Deposits Using PCA and BR Methods in Baft 1:1000...
 
Characterization_and_mapping_of_hematite.pdf
Characterization_and_mapping_of_hematite.pdfCharacterization_and_mapping_of_hematite.pdf
Characterization_and_mapping_of_hematite.pdf
 
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...
Integrated ERT and Magnetic Surveys in a Mineralization Zone in Erkowit - Red...
 
Mineral exploration
Mineral explorationMineral exploration
Mineral exploration
 
Quantitative lithology an application for open and cased h
Quantitative lithology   an application for open and cased hQuantitative lithology   an application for open and cased h
Quantitative lithology an application for open and cased h
 
Localized aliphatic organic material on the surface of Ceres
Localized aliphatic organic material on the surface of CeresLocalized aliphatic organic material on the surface of Ceres
Localized aliphatic organic material on the surface of Ceres
 
remote sensing mineral exploration.pptx
remote sensing mineral exploration.pptxremote sensing mineral exploration.pptx
remote sensing mineral exploration.pptx
 
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdf
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdfResults of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdf
Results of reconnaissance survey _Profile TESZ-2021_FINAL_short version.pdf
 
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...
Geochemistry and Genesis of Kammatturu Iron Ores of Devagiri Formation, Sandu...
 
Agu poster 1
Agu poster 1Agu poster 1
Agu poster 1
 
Nature, formation, and distribution of carbonates on CeresNature, formation, ...
Nature, formation, and distribution of carbonates on CeresNature, formation, ...Nature, formation, and distribution of carbonates on CeresNature, formation, ...
Nature, formation, and distribution of carbonates on CeresNature, formation, ...
 
2011 pm0022 - Full Article
2011 pm0022 - Full Article2011 pm0022 - Full Article
2011 pm0022 - Full Article
 
1
11
1
 
Coarsening of nanoporous gold
Coarsening of nanoporous goldCoarsening of nanoporous gold
Coarsening of nanoporous gold
 
Integration of data for mineral explorataion
Integration of data for mineral explorataionIntegration of data for mineral explorataion
Integration of data for mineral explorataion
 
Articulo1
Articulo1Articulo1
Articulo1
 
Articulo1
Articulo1Articulo1
Articulo1
 
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...
Selective Oxidation of Cyclohexene, Toluene and Ethyl Benzene Catalyzed by Bi...
 
IAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossIAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara Moss
 
IAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara MossIAGS Quebrada Blanca - Abstract - Tamara Moss
IAGS Quebrada Blanca - Abstract - Tamara Moss
 

More from Omer M. Ahmed

Evolution of the continental crust
Evolution of the continental crustEvolution of the continental crust
Evolution of the continental crustOmer M. Ahmed
 
Impact of climatic change on biosphere
Impact of climatic change on biosphereImpact of climatic change on biosphere
Impact of climatic change on biosphereOmer M. Ahmed
 
Foraminifera , micro fossil
Foraminifera , micro fossil Foraminifera , micro fossil
Foraminifera , micro fossil Omer M. Ahmed
 
Primary structures of sedimentary and igneous rocks
Primary structures of sedimentary and  igneous rocksPrimary structures of sedimentary and  igneous rocks
Primary structures of sedimentary and igneous rocksOmer M. Ahmed
 
Solar radiation and evapotranspiration
Solar radiation and evapotranspirationSolar radiation and evapotranspiration
Solar radiation and evapotranspirationOmer M. Ahmed
 
Composition of the continental crust
Composition of the continental crustComposition of the continental crust
Composition of the continental crustOmer M. Ahmed
 
Principles of stratigraphy
Principles of stratigraphyPrinciples of stratigraphy
Principles of stratigraphyOmer M. Ahmed
 
Ultra high temperature metamorphism
Ultra high temperature metamorphismUltra high temperature metamorphism
Ultra high temperature metamorphismOmer M. Ahmed
 

More from Omer M. Ahmed (13)

Evolution of the continental crust
Evolution of the continental crustEvolution of the continental crust
Evolution of the continental crust
 
Impact of climatic change on biosphere
Impact of climatic change on biosphereImpact of climatic change on biosphere
Impact of climatic change on biosphere
 
Ocean current
Ocean currentOcean current
Ocean current
 
Foraminifera , micro fossil
Foraminifera , micro fossil Foraminifera , micro fossil
Foraminifera , micro fossil
 
Primary structures of sedimentary and igneous rocks
Primary structures of sedimentary and  igneous rocksPrimary structures of sedimentary and  igneous rocks
Primary structures of sedimentary and igneous rocks
 
Solar radiation and evapotranspiration
Solar radiation and evapotranspirationSolar radiation and evapotranspiration
Solar radiation and evapotranspiration
 
Gold
GoldGold
Gold
 
Composition of the continental crust
Composition of the continental crustComposition of the continental crust
Composition of the continental crust
 
Principles of stratigraphy
Principles of stratigraphyPrinciples of stratigraphy
Principles of stratigraphy
 
Ultra high temperature metamorphism
Ultra high temperature metamorphismUltra high temperature metamorphism
Ultra high temperature metamorphism
 
Well logging
Well loggingWell logging
Well logging
 
Ophiolite
OphioliteOphiolite
Ophiolite
 
Ophiolite
OphioliteOphiolite
Ophiolite
 

Recently uploaded

4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptxmary850239
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptxmary850239
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management systemChristalin Nelson
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for BeginnersSabitha Banu
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxiammrhaywood
 
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptx
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptxQ4-PPT-Music9_Lesson-1-Romantic-Opera.pptx
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptxlancelewisportillo
 
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxBarangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxCarlos105
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Celine George
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONHumphrey A Beña
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYKayeClaireEstoconing
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17Celine George
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Celine George
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptshraddhaparab530
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfTechSoup
 
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptxAUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptxiammrhaywood
 
Food processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsFood processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsManeerUddin
 

Recently uploaded (20)

4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx4.16.24 Poverty and Precarity--Desmond.pptx
4.16.24 Poverty and Precarity--Desmond.pptx
 
4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx4.18.24 Movement Legacies, Reflection, and Review.pptx
4.18.24 Movement Legacies, Reflection, and Review.pptx
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management system
 
LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptxLEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
LEFT_ON_C'N_ PRELIMS_EL_DORADO_2024.pptx
 
Raw materials used in Herbal Cosmetics.pptx
Raw materials used in Herbal Cosmetics.pptxRaw materials used in Herbal Cosmetics.pptx
Raw materials used in Herbal Cosmetics.pptx
 
Full Stack Web Development Course for Beginners
Full Stack Web Development Course  for BeginnersFull Stack Web Development Course  for Beginners
Full Stack Web Development Course for Beginners
 
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptxECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
ECONOMIC CONTEXT - PAPER 1 Q3: NEWSPAPERS.pptx
 
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptx
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptxQ4-PPT-Music9_Lesson-1-Romantic-Opera.pptx
Q4-PPT-Music9_Lesson-1-Romantic-Opera.pptx
 
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptxYOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
 
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptxBarangay Council for the Protection of Children (BCPC) Orientation.pptx
Barangay Council for the Protection of Children (BCPC) Orientation.pptx
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17
 
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptxFINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.ppt
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
 
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptxAUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
 
Food processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture honsFood processing presentation for bsc agriculture hons
Food processing presentation for bsc agriculture hons
 

Detection of Hydrothermal Alteration Zones Using Image Processing

  • 1. Omer M. Ahmed MSc, 2016 University of Kerala, India.
  • 2. Digital Image Processing and Analysis Techniques for Detection Of Hydrothermal Alteration Zones A Case Study in Siah-Jangal Area, South Eastern Iran By: Zahra Mokhtari & Mohammad Boomeri & Sasan Bagheri Journal: Indian Society of Remote Sensing
  • 3. Keywords Alteration zones . ETM+ . Band ratio . Color composite . Principal Component Analysis . Iran.
  • 4. Geology of Iran Iran comprised of different structural and petrological features, according to Berberian and King (1981) there are nine major lithotectonic units in Iran 1) Zagros Fold Belt 2) Sanandaj–Sirjan Zone 3) Sahand Bazman Belt 4) Central Iran 5) Lut Block 6) Alborz Zone 7) Kopeh Dagh zone 8) Eastern Iran suture zone 9) Makran zone The Siah-Jangal area is part of Makran zone
  • 5. Fig:1 Major lithotectonic structural zones of Iran and location of Siah-Jangal area (modified after Berberian and King 1981)
  • 6.  The Siah-Jangal area is located in south eastern Iran within the Makran Quaternary volcanic belt. Which is extends from Iran to Pakistan and made magmatic arc known as Northern Makran magmatic Arc (NMA).  In Iranian part of NMA (where in the Siah-Jangal area), there is a wide range of Hydrothermal alteration and mineralization related to magmatic event and great potential for mineral exploration such as Cu and Au.
  • 7. Fig.2 Regional geotectonic setting of the Makran arc-trench system and Neogen Baluchistan volcanic arc (Based on Grando and McClay 2007; Ellouz- Zimmermann etal. 2007)
  • 8.  There is a thick mineralized quartz vein in central part of the study Area surrounded by  Hydroxyl bearing minerals such as • Phyllic (Quartz serisite and pyrite) • Argillic (alteration of clay minerals) • Propylitic (alteration zones causing by iron and magnesium)  The iron oxide minerals that recognized in the area are hematite, goethite and limonite.
  • 9. Fig.3 (a): extending of Hydrothermal alteration zones around the central quartz vein (b):occurrence of iron oxide minerals.
  • 10. Geology of the Area  The oldest rocks in this area are mainly siliciclastic deposits and serpentines rocks intercalated with basaltic lava, shales and carbonate rocks.  The second unit is Eocene fossiliferous limestone and greywacke.  Quaternary volcanic rocks consist of andesitic rocks and dacite they are unconformable with the flysch deposits.  The youngest exposures in the area are the Alluvial deposits.  There is structural control in the ore deposit types in the area.
  • 11. (B): Fossiliferous limestone (C): Sandstone (D): Flysch sediments and lava flow of basalt Other color Quaternary Alluvial plain B D C
  • 12. Image Processing Techniques The main purpose of the methodology is to extract the mineral alteration zones from the ETM+ data in the area. Why Landsat 7 ETM+ images ? It is consist of eight bands with a spatial resolution 30 m for bands 1 to 7. Band eight is panchromatic band with 15 m spatial resolution.
  • 13.  Three processes techniques were done for the image • False Color Composition (FCC) • Band Ratio • Principal component analysis (PCA)  The techniques applied by using ENVI 4.3 and ArcGIS 9.3 programs.
  • 14. Color Composite of Images  The rule of color composites is to set the most informative band for a particular purpose in the red gun, the next in green gun and the least informative band in blue gun 3 2 1 in R G B Respectively known as true color composite.  All other band combinations are termed as False Color Composite (FCC).  Two FCCs were done for the area, FCC (bands 7, 4, 1), FCC (bands 3, 7, 5). the best one is 7, 4, 1.  Three rock units are identified in the area (Volcanic rocks, Sedimentary rocks and alluvial sediments).
  • 15. Fig :5. FCC (7:4:1); of area Q Quaternary Alluvial plains ES Eocene Sedimentary rocks. CV Cretaceous Volcanic rocks white and yellowish ellipses and circles: hydrothermal alteration areas. ES ES ES ES ES Q Q CV CV ES ES
  • 16. Fig :6. FCC (RGB 3:7:5) of the area there is no obvious variation between the rock units
  • 17. Band Ratio Images  Enhancements resulting from the division of brightness values in one band by the corresponding values in another band.  To reduce the effects of environment (i.e. topographic slope and shadows).  The ratio image provides unique information that are often difficult to detect in a standard image.
  • 18. Two band ratio were done for the image • Band 5 to band 7 was used for hydroxyl absorption and the ratio appears in light tone due to the high content of hydroxyl-bearing minerals. • band 3/1 ratio for iron oxides and the areas with abundant of these minerals indicated as bright pixels.
  • 19. Fig : 9 5/7 band ratio image for the area. The areas with abundant hydroxyl bearing minerals are shown as bright pixels.
  • 20. (Fig. 10) Band 3/1 ratio the areas with abundant of the iron oxide minerals indicated as bright pixels
  • 21. The combinations of 5/7, 5/4 and 3/1 were created as (FCC) image for the detection of hydrous minerals and iron-rich zones in RGB (Fig. 11) The areas with hydroxyl and iron oxide minerals are shown with bright pixels
  • 22. Principal Components Analysis o PCA is linear transformation technique used to emphasize variation and bring out strong patterns in data set. o Creates a new set of images with reduced spectral redundancy and it maybe more interpretable than the original data. o Also used to compress the information content of a number of bands of images in to just two or three transformed principal component images.
  • 23.  According to (Crosta Et al. 2003) there are six band (1, 2, 3, 4, 5 and 7) can be used for principal component analysis.  Table1 shows the values of the principal components for six bands of ETM+ in the area.
  • 24. • Iron oxides minerals have low reflectance in band 1 and higher reflectance in band 3 based on this, we can predict that iron oxides can be distinguished by dark pixels in the PC3. Fig:12. PC3 image of the iron oxides minerals. The altered areas are shown as bright pixels.
  • 25. Fig:13 PC4 image of the hydroxyl minerals. The altered areas are shown as bright pixel.  hydroxyl bearing zones are shown as bright pixels in gray scale image of PC4.
  • 26. Fig.14 FCC image (RGB) of hydroxyl and iron oxide image. • The false color composite Image obtained using combination of hydroxyl image and iron oxide image in the RGB. The bright pixels are hydrothermal altered zones in study area.
  • 27. Summary and Conclusions  The major types of alteration found in the Siah- Jangal area are clay minerals and Quartz vein.  The mineral assemblages are iron-bearing minerals and hydroxyl bearing minerals.  Image processing techniques are applied to the digital subset ETM+ such as false color composite, band ratio and principal component analysis (PCA).  The hydrothermal alterations in the area are Hydroxyl minerals detected by band ratio 5/7 and iron oxide minerals detected by band ratio 3/1.
  • 28.  RGB false color composites of 5/7, 5/4, 3/1 indicated the similar altered mineral areas as white color.  PC4 shows the distribution of hydroxyl minerals.  PC3 images reveals the distribution of iron oxide minerals.  There is no obvious different in the hydroxyl and iron oxides images in the Band ratio and PC methods.  The spectral transformations on the ETM+ data can provide effective methods in the identification of hydrothermal alteration minerals in arid and semi-arid areas.
  • 29. References: Zahra Mokhtari & Mohammad Boomeri & SasanBagheri. Digital Image Processing and Analysis Techniques for Detection of Hydrothermal Alteration Zones: A Case Study in Siah- Jangal Area, North of Taftan Volcano, South eastern Iran. Indian Society of Remote Sensing (ISRS), 43(2):363–377 (June 2015).
  • 30. Omer M. Ahmed omerupto3@gmail.com