SlideShare a Scribd company logo
Change Detection of Forest
Fire in Los Angeles, California;
Using Landsat-5 TM Satellite
Imagery
By
Parthipan s
Outline
 Introduction
 Study area and data used
 Methodology
 Results
 Limitation
 Conclusion
 References
Introduction
 Forest fire is a frequent and constant natural disaster in California, USA
 The Station Fire (26 August -16 October, 160,577acres (251sqmi; 64,983ha)
 209 structures destroyed, including 89 homes
 Two fire fighters were killed on 30August
 The blaze threatened 12,000 structures in the National Forest and the nearby
communities
Study Area
Data Used
 Landsat-5 TM image of October, 2007 and Landsat5 TM image of October, 2009
 with 0% cloud
 Landsat-5Thematic Mapper(TM), from USGS Landsatachieve
 5 bands excluding band 6 and band 7.
Landsat5 TM Imagery Image
Methodology
Methodology continue
 Clip target area for before and after fire both the 2007 and 2009 Image
 Normalized Difference in Vegetation Index (NDVI)
 Supervised Classification
 Unsupervised Classification
 Extraction of Forest
 Change Detection
 Final output
NDVI For Both Images (2007+2009)
Unsupervised Classification
Supervised Classification
Perform Change Detection
 Change detection is a process that measures how the attributes of a particular area
have changed between two or more time periods
 Year ‘07 and ’08 extracted forest area as input file
Result
The Los Angles forest fire has occurred in
September, 2009.
Using NDVI clearly showed the real land cover in
the Los Angels forest area and showed the areas
affected by fire.
Results of image classification and change
detection show very clearly the location affected
by forest fire
Multi spectral Landsatdata can be used for
delineating the forest fires
Reference
Thank you

More Related Content

What's hot

Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
journalBEEI
 
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNINGTREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
National Cheng Kung University
 
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
Ali Osman Öncel
 
Colin Prentice SPEDDEXES 2014
Colin Prentice SPEDDEXES 2014Colin Prentice SPEDDEXES 2014
Colin Prentice SPEDDEXES 2014
aceas13tern
 
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
Lorena Santos
 
1. mohammed aslam, b. mahalingam
1. mohammed aslam,  b. mahalingam1. mohammed aslam,  b. mahalingam
1. mohammed aslam, b. mahalingam
Journal of Global Resources
 
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
StatsCommunications
 
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
Sérgio Sacani
 
2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt
2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt
2 ShengleiZhang_IGARSS2011_MO3.T04.2.pptgrssieee
 
J041245863
J041245863J041245863
J041245863
IOSR-JEN
 
B041111321
B041111321B041111321
B041111321
IOSR-JEN
 
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Integrated Carbon Observation System (ICOS)
 

What's hot (14)

Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
Comparison of Tropical Thunderstorm Estimation between Multiple Linear Regres...
 
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNINGTREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
TREE BIOMASS ESTIMATION USING AIRBORNE LASER SCANNING
 
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGYÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
ÖNCEL AKADEMİ: INTRODUCTION TO SEISMOLOGY
 
Colin Prentice SPEDDEXES 2014
Colin Prentice SPEDDEXES 2014Colin Prentice SPEDDEXES 2014
Colin Prentice SPEDDEXES 2014
 
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
Land Cover and Land use Classifiction from Satellite Image Time Series Data u...
 
1. mohammed aslam, b. mahalingam
1. mohammed aslam,  b. mahalingam1. mohammed aslam,  b. mahalingam
1. mohammed aslam, b. mahalingam
 
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
IAOS 2018 - Satellite imagery analysis for Sustainable Development Goals: req...
 
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
Historical and Contemporary Trends in the Size, Drift, and Color of Jupiterʼs...
 
CV-AIHyaAAS
CV-AIHyaAASCV-AIHyaAAS
CV-AIHyaAAS
 
2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt
2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt
2 ShengleiZhang_IGARSS2011_MO3.T04.2.ppt
 
J041245863
J041245863J041245863
J041245863
 
B041111321
B041111321B041111321
B041111321
 
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
 
flooding-fore-mapping
flooding-fore-mappingflooding-fore-mapping
flooding-fore-mapping
 

More from Parthipan S

Wearable biosensors
Wearable biosensorsWearable biosensors
Wearable biosensors
Parthipan S
 
Seed priming
Seed primingSeed priming
Seed priming
Parthipan S
 
Gatt&unctad
Gatt&unctadGatt&unctad
Gatt&unctad
Parthipan S
 
Extensionsystem in india
Extensionsystem in indiaExtensionsystem in india
Extensionsystem in india
Parthipan S
 
Creativity and lateral thinking
Creativity  and  lateral thinking Creativity  and  lateral thinking
Creativity and lateral thinking
Parthipan S
 
components of biosensors
components of biosensorscomponents of biosensors
components of biosensors
Parthipan S
 

More from Parthipan S (6)

Wearable biosensors
Wearable biosensorsWearable biosensors
Wearable biosensors
 
Seed priming
Seed primingSeed priming
Seed priming
 
Gatt&unctad
Gatt&unctadGatt&unctad
Gatt&unctad
 
Extensionsystem in india
Extensionsystem in indiaExtensionsystem in india
Extensionsystem in india
 
Creativity and lateral thinking
Creativity  and  lateral thinking Creativity  and  lateral thinking
Creativity and lateral thinking
 
components of biosensors
components of biosensorscomponents of biosensors
components of biosensors
 

Recently uploaded

The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
Health Advances
 
GBSN - Microbiology (Lab 4) Culture Media
GBSN - Microbiology (Lab 4) Culture MediaGBSN - Microbiology (Lab 4) Culture Media
GBSN - Microbiology (Lab 4) Culture Media
Areesha Ahmad
 
Citrus Greening Disease and its Management
Citrus Greening Disease and its ManagementCitrus Greening Disease and its Management
Citrus Greening Disease and its Management
subedisuryaofficial
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
Richard Gill
 
Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
Nistarini College, Purulia (W.B) India
 
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
Sérgio Sacani
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
muralinath2
 
Structural Classification Of Protein (SCOP)
Structural Classification Of Protein  (SCOP)Structural Classification Of Protein  (SCOP)
Structural Classification Of Protein (SCOP)
aishnasrivastava
 
NuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final versionNuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final version
pablovgd
 
Hemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptxHemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptx
muralinath2
 
filosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptxfilosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptx
IvanMallco1
 
Lab report on liquid viscosity of glycerin
Lab report on liquid viscosity of glycerinLab report on liquid viscosity of glycerin
Lab report on liquid viscosity of glycerin
ossaicprecious19
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
DiyaBiswas10
 
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
University of Maribor
 
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
ssuserbfdca9
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
silvermistyshot
 
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of LipidsGBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
Areesha Ahmad
 
erythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptxerythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptx
muralinath2
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Erdal Coalmaker
 
Mammalian Pineal Body Structure and Also Functions
Mammalian Pineal Body Structure and Also FunctionsMammalian Pineal Body Structure and Also Functions
Mammalian Pineal Body Structure and Also Functions
YOGESH DOGRA
 

Recently uploaded (20)

The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
 
GBSN - Microbiology (Lab 4) Culture Media
GBSN - Microbiology (Lab 4) Culture MediaGBSN - Microbiology (Lab 4) Culture Media
GBSN - Microbiology (Lab 4) Culture Media
 
Citrus Greening Disease and its Management
Citrus Greening Disease and its ManagementCitrus Greening Disease and its Management
Citrus Greening Disease and its Management
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
 
Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
 
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
Earliest Galaxies in the JADES Origins Field: Luminosity Function and Cosmic ...
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
 
Structural Classification Of Protein (SCOP)
Structural Classification Of Protein  (SCOP)Structural Classification Of Protein  (SCOP)
Structural Classification Of Protein (SCOP)
 
NuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final versionNuGOweek 2024 Ghent - programme - final version
NuGOweek 2024 Ghent - programme - final version
 
Hemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptxHemostasis_importance& clinical significance.pptx
Hemostasis_importance& clinical significance.pptx
 
filosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptxfilosofia boliviana introducción jsjdjd.pptx
filosofia boliviana introducción jsjdjd.pptx
 
Lab report on liquid viscosity of glycerin
Lab report on liquid viscosity of glycerinLab report on liquid viscosity of glycerin
Lab report on liquid viscosity of glycerin
 
extra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdfextra-chromosomal-inheritance[1].pptx.pdfpdf
extra-chromosomal-inheritance[1].pptx.pdfpdf
 
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...
 
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
4. An Overview of Sugarcane White Leaf Disease in Vietnam.pdf
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
 
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of LipidsGBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
 
erythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptxerythropoiesis-I_mechanism& clinical significance.pptx
erythropoiesis-I_mechanism& clinical significance.pptx
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
 
Mammalian Pineal Body Structure and Also Functions
Mammalian Pineal Body Structure and Also FunctionsMammalian Pineal Body Structure and Also Functions
Mammalian Pineal Body Structure and Also Functions
 

Change detection of forest fire in los angeles

  • 1. Change Detection of Forest Fire in Los Angeles, California; Using Landsat-5 TM Satellite Imagery By Parthipan s
  • 2. Outline  Introduction  Study area and data used  Methodology  Results  Limitation  Conclusion  References
  • 3. Introduction  Forest fire is a frequent and constant natural disaster in California, USA  The Station Fire (26 August -16 October, 160,577acres (251sqmi; 64,983ha)  209 structures destroyed, including 89 homes  Two fire fighters were killed on 30August  The blaze threatened 12,000 structures in the National Forest and the nearby communities
  • 5. Data Used  Landsat-5 TM image of October, 2007 and Landsat5 TM image of October, 2009  with 0% cloud  Landsat-5Thematic Mapper(TM), from USGS Landsatachieve  5 bands excluding band 6 and band 7.
  • 8. Methodology continue  Clip target area for before and after fire both the 2007 and 2009 Image  Normalized Difference in Vegetation Index (NDVI)  Supervised Classification  Unsupervised Classification  Extraction of Forest  Change Detection  Final output
  • 9. NDVI For Both Images (2007+2009)
  • 12.
  • 13. Perform Change Detection  Change detection is a process that measures how the attributes of a particular area have changed between two or more time periods  Year ‘07 and ’08 extracted forest area as input file
  • 14.
  • 15.
  • 16. Result The Los Angles forest fire has occurred in September, 2009. Using NDVI clearly showed the real land cover in the Los Angels forest area and showed the areas affected by fire. Results of image classification and change detection show very clearly the location affected by forest fire Multi spectral Landsatdata can be used for delineating the forest fires