SlideShare a Scribd company logo
y = a +bx a = mean temperature at sea level b = lapse rate (rate at which  temperature changes) y = predicted temperature image x = DEM y = 19.069720 + (- 0.004833) x Local Climate Change Analysis in Rio Branco, Brazil By Rebecca Alper and Rahul Rakshit Reclass Boolean Anomalies Greybody Reclass Predicted Temperature SRTM Distance Landcover Emissivity Introduction Conclusion Methodology Acknowledgements Climate change at a global scale is well documented in the scientific community. Regional or local climate change is a subject that has not gained as much attention by scientists but has important ramifications for regions such as rainforests in Brazil. With the advent of the ‘thermal band’ in satellite imagery, such investigations at a finer resolution are now possible.  Aim:  Our study focuses on the effects of deforestation on climate in and around Rio Branco, Brazil, as it is representative of large-scale deforestation.  Hypothesis:   We hypothesized that deforested areas, correcting for differences in elevation, should have higher temperatures than their forested counterparts.  We used the Landsat thermal band 6.1 coupled with a classified landcover map of the area to model temperature anomalies as distance from forest increases. Our research also tested the new ‘Thermal module’ in IDRISI Andes, inputting an emissivity image created from Landsat Bands 3 and 4 using NDVI.  We conclude from the study that although there exists some relationship between distance and temperature anomalies but their direction and amount are non uniform. Therefore, this study warrants further inquiry. We would like to thank Professor Ron Eastman for the project suggestion and subsequent advising, Jacqueline Vadjunec and her team for providing the classified landcover map, University of Maryland for the satellite imagery, Google Earth, and IDRISI for all the help on this project.  Landcover Landsat Thermal (6.1) SRTM Difference 7X7 Filter Reclass Boolean Landsat Bands 3:4 NDVI Emissivity Thermal Greybody Resample  30 m  Regress Distance Reclass Temperature Anomalies Regress ANOMALIES DISTANCE

More Related Content

What's hot

2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FDEmma Singh Baghel
 
Poster Nov19 V2
Poster Nov19 V2Poster Nov19 V2
Poster Nov19 V2
Rudolf Husar
 
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
Why is it difficult to resolve future projections of Arctic-midlatitude linka...Why is it difficult to resolve future projections of Arctic-midlatitude linka...
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
Zachary Labe
 
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...grssieee
 
IGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptIGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptgrssieee
 
poster_ams2014_Kamal
poster_ams2014_Kamalposter_ams2014_Kamal
poster_ams2014_KamalSamy Kamal
 
igarss11_rudiger.ppt
igarss11_rudiger.pptigarss11_rudiger.ppt
igarss11_rudiger.pptgrssieee
 
Observations and climate model projections of Arctic climate change
Observations and climate model projections of Arctic climate changeObservations and climate model projections of Arctic climate change
Observations and climate model projections of Arctic climate change
Zachary Labe
 
Undergraduate Research Poster
Undergraduate Research PosterUndergraduate Research Poster
Undergraduate Research PosterParker Malek
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentation
bcmitche
 
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...grssieee
 
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
Environmental Protection Agency, Ireland
 
Improving scientific graphics of climate (change) data
Improving scientific graphics of climate (change) dataImproving scientific graphics of climate (change) data
Improving scientific graphics of climate (change) data
Zachary Labe
 
Climate Summit for the ABC Network
Climate Summit for the ABC NetworkClimate Summit for the ABC Network
Climate Summit for the ABC Network
Zachary Labe
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
Ali Osman Öncel
 
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
Zachary Labe
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
TERN Australia
 

What's hot (18)

2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD2015Sum_LaRC_ArizonaHAQ_Presentation_FD
2015Sum_LaRC_ArizonaHAQ_Presentation_FD
 
Poster Nov19 V2
Poster Nov19 V2Poster Nov19 V2
Poster Nov19 V2
 
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
Why is it difficult to resolve future projections of Arctic-midlatitude linka...Why is it difficult to resolve future projections of Arctic-midlatitude linka...
Why is it difficult to resolve future projections of Arctic-midlatitude linka...
 
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...
SIMULATED SEASONAL SPATIO-TEMPORAL PATTERNS OF SOIL MOISTURE, TEMPERATURE, AN...
 
IGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptIGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.ppt
 
poster_ams2014_Kamal
poster_ams2014_Kamalposter_ams2014_Kamal
poster_ams2014_Kamal
 
igarss11_rudiger.ppt
igarss11_rudiger.pptigarss11_rudiger.ppt
igarss11_rudiger.ppt
 
Observations and climate model projections of Arctic climate change
Observations and climate model projections of Arctic climate changeObservations and climate model projections of Arctic climate change
Observations and climate model projections of Arctic climate change
 
Undergraduate Research Poster
Undergraduate Research PosterUndergraduate Research Poster
Undergraduate Research Poster
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentation
 
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...
GENERATING FINE RESOLUTION LEAF AREA INDEX MAPS FOR BOREAL FORESTS OF FINLAND...
 
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
Leaf Area Index (LAI) in the quantification of vegetation disturbance in Iris...
 
Improving scientific graphics of climate (change) data
Improving scientific graphics of climate (change) dataImproving scientific graphics of climate (change) data
Improving scientific graphics of climate (change) data
 
Climate Summit for the ABC Network
Climate Summit for the ABC NetworkClimate Summit for the ABC Network
Climate Summit for the ABC Network
 
Öncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel SismolojiÖncel Akademi: İstatistiksel Sismoloji
Öncel Akademi: İstatistiksel Sismoloji
 
Project 1
Project 1Project 1
Project 1
 
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
Climate Signals in CESM1 Single-Forcing Large Ensembles Revealed by Explainab...
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
 

Viewers also liked

Patient distribution Maps
Patient distribution MapsPatient distribution Maps
Patient distribution MapsRahul Rakshit
 
The world of virtual globes
The world of virtual globesThe world of virtual globes
The world of virtual globesRahul Rakshit
 
Comparing directions
Comparing directionsComparing directions
Comparing directionsRahul Rakshit
 

Viewers also liked (7)

Patient distribution Maps
Patient distribution MapsPatient distribution Maps
Patient distribution Maps
 
Mapping lawns in MA
Mapping lawns in MAMapping lawns in MA
Mapping lawns in MA
 
Health Maps
Health MapsHealth Maps
Health Maps
 
Virtual Fieldwork
Virtual FieldworkVirtual Fieldwork
Virtual Fieldwork
 
Mapping Lawns
Mapping LawnsMapping Lawns
Mapping Lawns
 
The world of virtual globes
The world of virtual globesThe world of virtual globes
The world of virtual globes
 
Comparing directions
Comparing directionsComparing directions
Comparing directions
 

Similar to Effects of Deforestation

3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.pptgrssieee
 
Making effective and accessible figures
Making effective and accessible figuresMaking effective and accessible figures
Making effective and accessible figures
Zachary Labe
 
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSION
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSIONWE1.L09 - AN OVERVIEW OF THE DESDYNI MISSION
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSIONgrssieee
 
PhD Qualifying
PhD QualifyingPhD Qualifying
PhD Qualifying
Fernando Paolo
 
Remote Sensing the Urban Heat Island Effect
Remote Sensing the Urban Heat Island EffectRemote Sensing the Urban Heat Island Effect
Remote Sensing the Urban Heat Island Effect
gueste9e085
 
FR3.TO5.3.ppt
FR3.TO5.3.pptFR3.TO5.3.ppt
FR3.TO5.3.pptgrssieee
 
IGARSS11_HongboSu_ver3.ppt
IGARSS11_HongboSu_ver3.pptIGARSS11_HongboSu_ver3.ppt
IGARSS11_HongboSu_ver3.pptgrssieee
 
IGARSS11_DESDynI_V2.pptx
IGARSS11_DESDynI_V2.pptxIGARSS11_DESDynI_V2.pptx
IGARSS11_DESDynI_V2.pptxgrssieee
 
Changes in the atmosphere
Changes in the atmosphereChanges in the atmosphere
Changes in the atmospherecdenef
 
Surface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievalsSurface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievals
Jenkins Macedo
 
Llano_del_cedro_main01
Llano_del_cedro_main01Llano_del_cedro_main01
Llano_del_cedro_main01Greg Burton
 
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptx
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptxMONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptx
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptxgrssieee
 
Scheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andesScheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andes
Olimpio Solis Caceres
 
Making effective science figures
Making effective science figuresMaking effective science figures
Making effective science figures
Zachary Labe
 
Drought Assessment + Impacts: Discussion Facilitation Questions
Drought Assessment + Impacts: Discussion Facilitation QuestionsDrought Assessment + Impacts: Discussion Facilitation Questions
Drought Assessment + Impacts: Discussion Facilitation Questions
Jenkins Macedo
 
Wireless sensor network research and application
Wireless sensor network research and application Wireless sensor network research and application
Wireless sensor network research and application
Sheila May Jungco
 
Climate change: Changes in the atmosphere
Climate change: Changes in the atmosphereClimate change: Changes in the atmosphere
Climate change: Changes in the atmospherecdenef
 
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphere
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphereHuman and natural_influences_on_the_changing_thermal_structure_of_the_atmosphere
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphereSérgio Sacani
 
Using explainable machine learning to evaluate climate change projections
Using explainable machine learning to evaluate climate change projectionsUsing explainable machine learning to evaluate climate change projections
Using explainable machine learning to evaluate climate change projections
Zachary Labe
 
LHill_Geog592_ClassProjectFinalPaperDS_Final
LHill_Geog592_ClassProjectFinalPaperDS_FinalLHill_Geog592_ClassProjectFinalPaperDS_Final
LHill_Geog592_ClassProjectFinalPaperDS_FinalLisa Hill
 

Similar to Effects of Deforestation (20)

3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.ppt
 
Making effective and accessible figures
Making effective and accessible figuresMaking effective and accessible figures
Making effective and accessible figures
 
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSION
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSIONWE1.L09 - AN OVERVIEW OF THE DESDYNI MISSION
WE1.L09 - AN OVERVIEW OF THE DESDYNI MISSION
 
PhD Qualifying
PhD QualifyingPhD Qualifying
PhD Qualifying
 
Remote Sensing the Urban Heat Island Effect
Remote Sensing the Urban Heat Island EffectRemote Sensing the Urban Heat Island Effect
Remote Sensing the Urban Heat Island Effect
 
FR3.TO5.3.ppt
FR3.TO5.3.pptFR3.TO5.3.ppt
FR3.TO5.3.ppt
 
IGARSS11_HongboSu_ver3.ppt
IGARSS11_HongboSu_ver3.pptIGARSS11_HongboSu_ver3.ppt
IGARSS11_HongboSu_ver3.ppt
 
IGARSS11_DESDynI_V2.pptx
IGARSS11_DESDynI_V2.pptxIGARSS11_DESDynI_V2.pptx
IGARSS11_DESDynI_V2.pptx
 
Changes in the atmosphere
Changes in the atmosphereChanges in the atmosphere
Changes in the atmosphere
 
Surface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievalsSurface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievals
 
Llano_del_cedro_main01
Llano_del_cedro_main01Llano_del_cedro_main01
Llano_del_cedro_main01
 
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptx
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptxMONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptx
MONITORING FOREST MANAGEMENT ACTIVTIES USING AIRBORNE LIDAR AND ALOS PALSAR.pptx
 
Scheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andesScheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andes
 
Making effective science figures
Making effective science figuresMaking effective science figures
Making effective science figures
 
Drought Assessment + Impacts: Discussion Facilitation Questions
Drought Assessment + Impacts: Discussion Facilitation QuestionsDrought Assessment + Impacts: Discussion Facilitation Questions
Drought Assessment + Impacts: Discussion Facilitation Questions
 
Wireless sensor network research and application
Wireless sensor network research and application Wireless sensor network research and application
Wireless sensor network research and application
 
Climate change: Changes in the atmosphere
Climate change: Changes in the atmosphereClimate change: Changes in the atmosphere
Climate change: Changes in the atmosphere
 
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphere
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphereHuman and natural_influences_on_the_changing_thermal_structure_of_the_atmosphere
Human and natural_influences_on_the_changing_thermal_structure_of_the_atmosphere
 
Using explainable machine learning to evaluate climate change projections
Using explainable machine learning to evaluate climate change projectionsUsing explainable machine learning to evaluate climate change projections
Using explainable machine learning to evaluate climate change projections
 
LHill_Geog592_ClassProjectFinalPaperDS_Final
LHill_Geog592_ClassProjectFinalPaperDS_FinalLHill_Geog592_ClassProjectFinalPaperDS_Final
LHill_Geog592_ClassProjectFinalPaperDS_Final
 

More from Rahul Rakshit

Site Suitability Analysis
Site Suitability AnalysisSite Suitability Analysis
Site Suitability AnalysisRahul Rakshit
 
Comparing directional maps
Comparing directional mapsComparing directional maps
Comparing directional maps
Rahul Rakshit
 
Post Accuracy Assessment Classification
Post Accuracy Assessment ClassificationPost Accuracy Assessment Classification
Post Accuracy Assessment Classification
Rahul Rakshit
 
Segmentation scale selection
Segmentation scale selectionSegmentation scale selection
Segmentation scale selection
Rahul Rakshit
 
OBIA accuracy survey
OBIA accuracy surveyOBIA accuracy survey
OBIA accuracy survey
Rahul Rakshit
 

More from Rahul Rakshit (6)

holmes
holmesholmes
holmes
 
Site Suitability Analysis
Site Suitability AnalysisSite Suitability Analysis
Site Suitability Analysis
 
Comparing directional maps
Comparing directional mapsComparing directional maps
Comparing directional maps
 
Post Accuracy Assessment Classification
Post Accuracy Assessment ClassificationPost Accuracy Assessment Classification
Post Accuracy Assessment Classification
 
Segmentation scale selection
Segmentation scale selectionSegmentation scale selection
Segmentation scale selection
 
OBIA accuracy survey
OBIA accuracy surveyOBIA accuracy survey
OBIA accuracy survey
 

Recently uploaded

Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
DianaGray10
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
Safe Software
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Product School
 
"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi
Fwdays
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
Jemma Hussein Allen
 
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptxIOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
Abida Shariff
 
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
Sri Ambati
 
Search and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical FuturesSearch and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical Futures
Bhaskar Mitra
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Tobias Schneck
 
Accelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish CachingAccelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish Caching
Thijs Feryn
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance
 
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
Product School
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Thierry Lestable
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Product School
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
Product School
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance
 

Recently uploaded (20)

Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
 
Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...Designing Great Products: The Power of Design and Leadership by Chief Designe...
Designing Great Products: The Power of Design and Leadership by Chief Designe...
 
"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi"Impact of front-end architecture on development cost", Viktor Turskyi
"Impact of front-end architecture on development cost", Viktor Turskyi
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
 
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptxIOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
IOS-PENTESTING-BEGINNERS-PRACTICAL-GUIDE-.pptx
 
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
 
Search and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical FuturesSearch and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical Futures
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
 
Accelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish CachingAccelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish Caching
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
 
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
 

Effects of Deforestation

  • 1. y = a +bx a = mean temperature at sea level b = lapse rate (rate at which temperature changes) y = predicted temperature image x = DEM y = 19.069720 + (- 0.004833) x Local Climate Change Analysis in Rio Branco, Brazil By Rebecca Alper and Rahul Rakshit Reclass Boolean Anomalies Greybody Reclass Predicted Temperature SRTM Distance Landcover Emissivity Introduction Conclusion Methodology Acknowledgements Climate change at a global scale is well documented in the scientific community. Regional or local climate change is a subject that has not gained as much attention by scientists but has important ramifications for regions such as rainforests in Brazil. With the advent of the ‘thermal band’ in satellite imagery, such investigations at a finer resolution are now possible. Aim: Our study focuses on the effects of deforestation on climate in and around Rio Branco, Brazil, as it is representative of large-scale deforestation. Hypothesis: We hypothesized that deforested areas, correcting for differences in elevation, should have higher temperatures than their forested counterparts. We used the Landsat thermal band 6.1 coupled with a classified landcover map of the area to model temperature anomalies as distance from forest increases. Our research also tested the new ‘Thermal module’ in IDRISI Andes, inputting an emissivity image created from Landsat Bands 3 and 4 using NDVI. We conclude from the study that although there exists some relationship between distance and temperature anomalies but their direction and amount are non uniform. Therefore, this study warrants further inquiry. We would like to thank Professor Ron Eastman for the project suggestion and subsequent advising, Jacqueline Vadjunec and her team for providing the classified landcover map, University of Maryland for the satellite imagery, Google Earth, and IDRISI for all the help on this project. Landcover Landsat Thermal (6.1) SRTM Difference 7X7 Filter Reclass Boolean Landsat Bands 3:4 NDVI Emissivity Thermal Greybody Resample 30 m Regress Distance Reclass Temperature Anomalies Regress ANOMALIES DISTANCE