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U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MODIS PHENOLOGY:
An Introduction to Land Cover Dynamics
March 27, 2006
11:30 – 11:45
EROS Forum
Calli B. JenkersonMODIS Science Data SpecialistLand Processes Distributed Active Archive CenterEROSSioux Falls, SD USA
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MOD12Q2 MODIS/Terra Land Cover Dynamics Yearly L3 Global 1km SIN Grid V004
Boston UniversityDepartment of Geography
Mark FriedlJohn Hodges
Xiaoyang ZhangBin Tan
“For Use by Trained Personnel Only“
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MOD12Q2
Release Date:
February 1, 2006
Acquisitions:
January 1, 2001 – December 31, 2004
“Never Before Seen in the U.S.“
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Phenology:
•relations between climate and periodic biological phenomena or•response of living organisms to seasonal and climatic changes
•due to variations in the duration of sunlight, precipitation, temperature, other life-controlling factors
•Applicable to many “biological phenomena”animal migrationinsect lifecycleshibernation cyclesvegetation growth
“Wearing of this Garment does not Enable you to Fly.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MOD12Q2 - 8 Science Data Sets
1. Onset_Greenness_Increase
2. Onset_Greenness_Maximum
3. Onset_Greenness_Decrease
4. Onset_Greenness_Minimum
5. NBAR_EVI_Onset_Greenness_Minimum
6. NBAR_EVI_Onset_Greenness_Maximum
7. NBAR_EVI_Area
8. Dynamics_QC
“Remove Plastic Wrapper Before Eating.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Image Dimensions = 3 (2x1200x1200 num_modes/r/c)
Area = 10° x 10° lat/long
Size = 1200 x 1200 rows/columns
Projection = Sinusoidal
Average File Size = 41.3 MB
Resolution = 1 kilometer
Data Type = 16-bit Unsigned Integer
“This End Up”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Greenness values derived from
•Vegetation index data
•Snow cover
•Land surface temperature
“This product may have come in contact with peanuts.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Vegetation Index Data
•MOD13 EVI algorithm executed on NBAR
MCD43B4 Nadir BRDF-Adjusted Reflectance
NBAR values are computed for the mean solar zenith angle of a 16-day period using daily multi-angle surface reflectances
(MOD13A2 derived from MOD09)
•NBAR-derived VI range and summation included as supplementary product information
“Objects in Mirror are Closer than they Appear.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“Items on top shelf may freeze and burst.”
Snow cover
•presence of snow introduces a large source of temporal variation in EVI that is not associated with vegetation phenology
•QA field in MODIS NBAR (MCD43B4)
•snow-covered pixels removed from input
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Land surface temperature
•screen for consecutive 16-day periods where the temperature is too low to support growth
•MOD11A2 provides skin temperatures for 8-day periods by averaging daily LST values
“Caution: Liquid Contents may be Hot.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Four phenological transition dates defining a growth cycle:
•Onset greenness increase
vegetation begins active growth and photosynthesis
•Onset greenness maximum
VI reaches its maximum
•Onset greenness decrease
first disappearance of green leaves
•Onset greenness minimum
VI returns to the level at which onset occurred
“Intended for Outdoor Use Only.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
Defined using minimum and maximum values in the rate of change in curvature
solid line = idealized time series of NBAR EVI
dashed line = slope change rate derived from time series
Day of Year
Veg
etat
ion
Inde
x
A B DC
D'
B'
A'
C'Greenness Dates
A’ Onset increase
B’ Onset maximum
C’ Onset decrease
D’ Onset minimum
“Do not Drive or Operate Heavy Machinery.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“Misuse May Cause Injury or Death.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“Rinse Thoroughly with Water if Product Comes into Contact with Eyes.”
MOD12Q2 Greenness Dates:
•Expressed as
Number of Days Since January 1, 2000
•If vegetation in a pixel showed onset of greenness increase on March 20, 2002, the pixel’s value would be 810
810
810
807
810
807
1km pixel green-up occurred March 17, 2002
810
1km pixel green-up occurred March 20, 2002
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MOD12Q2 - 8 Science Data Sets
1. Onset_Greenness_Increase
2. Onset_Greenness_Maximum
3. Onset_Greenness_Decrease
4. Onset_Greenness_Minimum
5. NBAR_EVI_Onset_Greenness_Minimum
6. NBAR_EVI_Onset_Greenness_Maximum
7. NBAR_EVI_Area
8. Dynamics_QC
“Do Not Use while Sleeping or Unconscious.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
MOD12Q2 NBAR_EVI_Onset_Greenness_Minimum
“Not a Protective Safety Device.”
Subset of h25v07 in SE India (Andhra Pradesh, District of West Godavari)
Legend
Min EVI
0 (water)
0.0-0.1
0.1-0.2
0.2-0.3
0.3-0.4
0.4-0.5
32767 (fill)
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“May Contain Small Parts.”
No phenology estimates are calculated if:
•no satellite observations for more than two consecutive 16-day periods the during vegetation growing season
"not processed, cloud" Dynamics_QC
•EVI values are uniformly high within a given 12-month period
such as in some evergreen forests
•EVI values all less than 0.05 in an annual periodsuch as in some deserts
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“Not Intended for Highway Use.”
Bit 1-2Mandatory
good quality 1other quality 258not processed cloud
515not processed other
768
Bit 3-4Quarters since last updated
TBD1 1TBD2 258TBD3 515TBD4 768
Bit 5-8 Land water maskShallow ocean 1Land (Nothing else but land) 258Ocean coastlines and lake 515Shallow inland water 772Ephemeral water 1029Deep inland water 1286Moderate or continental ocean
1543Deep ocean 1792
Bit 9-16: Phenology Assessment1-100, 255 FILL
MOD12Q2 Dynamics QA
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
J A S O N D J F M A M J J A S O N D J F M A M J
YEAR 1
001 193001193 193
YEAR 3YEAR 2
PRODUCTION RUN 1: On Year 3 Day 001,acquisitions Year 1 Day 193 – Year 2 193 are processed
PRODUCTION RUN 2: On Year 3 Day 193, acquisitions Year 2 Day 001 – Year 2 365 are processed
“People with known heart conditions should consult a physician prior to engaging in this activity.”
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
“This spray may be harmful to small animals.”
Legend
Green_Max Date
2004Jan-Mar
2004Apr-Jun
2004Jul-Sep
2004Oct-Dec
Water
FillMOD12Q2.A2004001.h08v05
Onset_Greenness_Maximum colored by quarter
U.S. Department of the InteriorU.S.Geological Survey
Science Applications International Corporation
SAIC - EROS
CALLI JENKERSONLP DAAC594 [email protected]
“Contents Under Pressure.”