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Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST) Course: CSI-655 Date: May 16, 2011 Taeyoung (Jason) Choi

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Page 1: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Long-term drought assessment of Northern Central African continent using Normalized

Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Course: CSI-655Date: May 16, 2011

Taeyoung (Jason) Choi

Page 2: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Outline• Motivation• Introduction

– Drought and indices– LST-NDVI combined index

• Data sets and Methodology– About MODIS– LST product– NDVI product– Methodology

• Characteristics of Regions of Interest (ROI)• Results

– NDVI Responses – LST Responses – LST-NDVI Responses

• Summary

Page 3: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Motivation

• Africa continent is facing climate changes.– Drought is the main problem.

• Drought condition could be detected by remotely sensed data especially from MODIS.

• This study is focused on drought conditions from Terra MODIS collections over a decade.– In selected locations in Northern Central Africa– Near ‘Sahel’ region

Page 4: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Introduction

• Drought – prolonged insufficient in reasonable water supply

beyond the range of normal human activities.• Drought monitored by metrological

precipitation record. – Data sets were not uniformly distributed in time

and space. • Remotely sensed data sets became a

promising source.

Page 5: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Introduction

• Remotely Sensed data sets as a drought index.– Normalize Difference Vegetation Index (NDVI)

– Land Surface Temperature (LST) • from the thermal infrared signature received by

satellite sensors• widely implemented as a proxy for vegetation condition

and combined with NDVI

RNIR

RNIRNDVI

Page 6: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Introduction

• Remotely Sensed data sets as a drought index.– NDVI-LST combined relationship– ‘Universal triangle’ relationship

Page 7: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Data sets and Methodology

• About Moderate Resolution Imaging Spectroradiometer (MODIS)

Terra (EOS-AM):Launched on 12/18/99First light on 02/24/00

Page 8: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Data sets and Methodology• MODIS Land Products– Vegetation indices product MOD13 (130 scenes) – LST measures land surface temperature and

emissivity (MOD11 130 scenes)

Page 9: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Data sets and Methodology• Methodology– NDVI monitoring– LST monitoring– NDVI-LST relationship monitoring• Slopes and y-crossing points.

Page 10: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Regions of Interest (ROI)

• ROIs are located around the border between Chad and Central Africa Republic

• Size of 2 degrees by 2 degrees

• Latitudes of 8 degrees, 10 degrees and 12 degrees with a fixed longitude of 20 degrees

Page 11: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Regions of Interest (ROI)• These ROIs are perpendicular to the direction of

‘Sahel’ region.– Between Sahara desert from the north and humid forest

region.– Environmentally very sensitive.

[11] World Resources Institute (Lead Author);Leszek Bledzki (Topic Editor) "Ecosystems and Human Well-being: Desertification Synthesis: Key Questions on Desertification in the Millennium Ecosystem Assessment". In: Encyclopedia of Earth. Eds. Cutler J. Cleveland, Retrieved April 28, 2011

Page 12: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results• NDVI and LST from 2000 to 2010

Page 13: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results• NVDI-LST responses

Page 14: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

• Maximum temperature drop in May from LST.

• Dry season: decreasing slope & stable Temp.

• Wet season: increasing slope & decreasing Temp.

Page 15: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Summary

• 11 years of monthly MODIS NDVI and LST data sets were used to detect central Africa drought condition.

• Dry Season– Decreasing slope with stable temperature– Getting drier

• Wet Season– Increasing slope with temperature drop– Getting more humid

• More extreme events are expected in the future. • The NDVI-LST relationship provided much stable and

comprehensive information on drought conditions.

Page 16: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Backup Slides

Page 17: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results (NDVI)

Page 18: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results (LST)

Page 19: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results (NDVI-LST : Slope)

Page 20: Long-term drought assessment of Northern Central African continent using Normalized Difference Vegetation Index (NDVI) and Land Surface Temperature (LST)

Results (NDVI-LST : Y-crossing point)