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The University of New Mexi Continual Compositing of Continual Compositing of NDVI MODIS Products for NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño, & Crystal M. Krause International EOS/NPP Direct Readout Meeting 2005 Benevento, Italy * October 3-6, 2005 High Temporal High Temporal Frequency Vegetation Frequency Vegetation Monitoring Monitoring
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The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

Dec 14, 2015

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Page 1: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Continual Compositing of Continual Compositing of NDVI MODIS Products forNDVI MODIS Products for

Theresa R. Watson, Richard P. Watson,

Louis A. Scuderi, Enrique Montaño, & Crystal M. Krause

International EOS/NPP Direct Readout Meeting 2005

Benevento, Italy * October 3-6, 2005

High Temporal Frequency High Temporal Frequency Vegetation MonitoringVegetation Monitoring

Page 2: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

OverviewOverview

- CREATE- Current Vegetation Products- Need for local products- Using Continual Daily Products - Projects- Future Approaches

Page 3: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

CREATECREATECenter for Rapid Environmental AssessmentCenter for Rapid Environmental Assessment& Terrain Evaluation& Terrain Evaluation

• The University of New Mexico,Albuquerque, NM, USA

• Direct Broadcast Center with

1- 4.5m X-Band Antenna

1- 1.5m L-Band Antenna• 5-Node Processing Cluster• 17.5 TeraBytes On-line Storage

Page 4: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Page 5: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

• Seasonality• Green-up, Senescence• Local Precipitation Events• Drought Conditions• Disease Monitoring• Large Scale Death (Climate Change)

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

Page 6: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Seasonality• Green-up,

Senescence• Agriculture

Page 7: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Local Precipitation Events in Semi-Arid Lands

• Drought Conditions

Page 8: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Mortality, Large-Scale Die Off • Disease Monitoring

Page 9: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Mortality, Large-Scale Die Off • Disease Monitoring

Page 10: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Mortality, Large-Scale Die Off • Disease Monitoring

Page 11: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Mortality, Large-Scale Die Off • Disease Monitoring

Page 12: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Monitoring Vegetation on a Monitoring Vegetation on a Finer Temporal ScaleFiner Temporal Scale

• Mortality, Large-Scale Die Off • Disease Monitoring

Page 13: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Current NDVI ProductsCurrent NDVI Products

• DAAC 16 Day NDVI• DB IMAPP Daily NDVI

With or Without Cloudmask

• DB DAAC Daily NDVIWith or Without Cloudmask

Page 14: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Current Products Insufficient Current Products Insufficient for Finer Temporal Scale for Finer Temporal Scale Research & ApplicationResearch & Application

• DAAC 16 Day NDVIInsufficient for Finer Temporal Scale

• Daily NDVICloud Problems

Angle Problems (BRDF), Edge factors

Page 15: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Study of Arid and Semi-Arid LandsStudy of Arid and Semi-Arid Lands

• Arid and Semi-Arid lands compromise 47% of Land Surface

• Grazing occurs on 25% of land surface

Page 16: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Study of Arid and Semi-Arid LandsStudy of Arid and Semi-Arid Lands

NEW MEXICO

• 9-10 inches of rain per year

• 75-80% Sunshine

Page 17: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Continual NDVI Products

Running NDVI ProductsMax Values

Mean Values16-Day8-Day5-Day4-Day

Page 18: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Static NDVIStatic NDVI

• 16-Day Composite NDVI

Page 19: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Page 20: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Running NDVIRunning NDVI

Page 21: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Study AreasStudy Areas

• Agricultural San Luis Valley, CO, USA

• Semi-Desert RegionSevilleta Wildlife Refuge, LTER Project, NM, USA

• Open GrasslandBLM grazing lands - Eastern New Mexico, NM, USA

Page 22: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

San Luis Valley, COSan Luis Valley, COOne of the largest high desert valleys in the world, lying at an

altitude of over 7,000 feet, it is approximately 125 miles long and over 65 miles wide.

Page 23: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

San Luis Valley, COSan Luis Valley, CO

Page 24: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

San Luis Valley, COSan Luis Valley, CO

AgriculturePotatoes

Beer Barley

Alfalfa

Lettuce

Carrots

Page 25: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Sevilleta Wildlife AreaSevilleta Wildlife Area

• Long Term Ecological Research Station• Semi-arid grassland/desert

Page 26: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Sevilleta Wildlife AreaSevilleta Wildlife Area

Page 27: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Grassland Counties of New Grassland Counties of New MexicoMexico

Page 28: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Comparison of Four-Day Running Comparison of Four-Day Running NDVI to DAAC 16-Day NDVINDVI to DAAC 16-Day NDVI

• 16-Day period over Precipitation Event in June 2005

San Luis Valley NDVI Daily vs. Composite

0.000

0.100

0.200

0.300

0.400

0.500

0.600

5/24/055/26/055/28/055/30/056/1/056/3/056/5/056/7/056/9/056/11/056/13/056/15/056/17/056/19/056/21/056/23/05

NDVI

Daily Mean

Run_4 Mean

DAAC 16 NDVI

Page 29: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Comparison of Four-Day Running Comparison of Four-Day Running NDVI to DAAC 16-Day NDVINDVI to DAAC 16-Day NDVI

• 16-Day period over Precipitation Event in June 2005

Sevilleta East NDVI Daily vs. Composite

0.000

0.050

0.100

0.150

0.200

0.250

0.300

0.350

5/24/055/26/055/28/055/30/056/1/056/3/056/5/056/7/056/9/056/11/056/13/056/15/056/17/056/19/056/21/056/23/05

NDVI

Daily Mean

Run_4 Mean

DAAC 16 NDVI

Page 30: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Comparison of Four-Day Running Comparison of Four-Day Running NDVI to DAAC 16-Day NDVINDVI to DAAC 16-Day NDVI

• 16-Day period over Precipitation Event in June 2005

Grassland Daily vs.Composite

0.000

0.050

0.100

0.150

0.200

0.250

0.300

0.350

0.400

5/24/055/26/055/28/055/30/056/1/056/3/056/5/056/7/056/9/056/11/056/13/056/15/056/17/056/19/056/21/056/23/05

NDVI

Daily Mean

Run_4 Mean

DAAC 16 NDVI

Page 31: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Future ResearchFuture Research

• Comparison of 8-, 5-, and 4-day Running Composites• Incorporation of Various Cloud Masks• Incorporation of BRDF• Longer-Term comparisons, Multiple Events

Page 32: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Thank youThank you

Page 33: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Page 34: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Page 35: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Page 36: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Cloud/NDVI ThresholdCloud/NDVI Threshold

Page 37: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Daily Mean vs. Running 4-Day MeanDaily Mean vs. Running 4-Day Mean

San Luis Valley Daily vs. Run_4 Mean NDVI

0.000

0.050

0.100

0.150

0.200

0.250

0.300

0.350

0.400

0.450

0.500

5/25/095/26/095/27/095/28/095/29/095/30/095/31/096/1/096/2/096/3/096/4/096/5/096/6/096/7/096/8/096/9/096/10/09

NDVI

MeanRun_4 Mean

Page 38: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Daily Mean vs. Running 4-Day MeanDaily Mean vs. Running 4-Day Mean

Sevilleta East Daily vs. Run_4 Mean NDVI

0.000

0.050

0.100

0.150

0.200

0.250

0.300

0.350

5/25/095/26/095/27/095/28/095/29/095/30/095/31/096/1/096/2/096/3/096/4/096/5/096/6/096/7/096/8/096/9/096/10/09

NDVI

MeanRun_4 Mean

Page 39: The University of New Mexico Continual Compositing of NDVI MODIS Products for Theresa R. Watson, Richard P. Watson, Louis A. Scuderi, Enrique Montaño,

The University of New Mexico

Daily Mean vs. Running 4-Day MeanDaily Mean vs. Running 4-Day Mean

Grassland Daily vs. Run_4 Mean NDVI

0.000

0.050

0.100

0.150

0.200

0.250

0.300

0.350

0.400

5/25/095/26/095/27/095/28/095/29/095/30/095/31/096/1/096/2/096/3/096/4/096/5/096/6/096/7/096/8/096/9/096/10/09

NDVI

MeanRun_4 Mean