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Landsat Goings-On at the National Agriculture … Goings-On at the National Agriculture Statistics...

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Landsat Goings-On at the National Agriculture Statistics Service David M. Johnson [email protected] Landsat Science Team Meeting Corvallis, Oregon July 23, 2014
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Landsat Goings-On at the

National Agriculture Statistics Service

David M. Johnson [email protected]

Landsat Science Team Meeting

Corvallis, Oregon July 23, 2014

Cropland Data Layer (CDL) Crop specific land cover classification for the USA

2

Complete for 2008-2013

Can expect 2014 as well

Research

Education

Agribusiness Land Cover Modeling

Mapping

Land Use

Crop Rotation

Pesticides

Water Use Soil and Water

Watersheds

Carbon

Crop Protection Disaster Assessment

Epidemiology

Crop Production

Yield

Fertilizer

Transportation

Ethanol

Irrigation Climate

Fertilizer Usage

Biofuel

Erosion

Data Mining

Environmental Risk

Planning

Commodity

CRP

Forest

Change Detection

Crop Intensity

Ecosystem

Land Management

Ecology

Pest Control

Soil Utilization

Acreage Estimates

Biodiesel

Water Quality

Urban Growth

Wildlife Habitat

Condition Assessment

NASS Cropland Data Layer known applications

L8 & DMC collects May 5, 2014

The DMC scene location/size randomness makes for better looking classifications overall

Land cover mapping abroad to improve agricultural survey sampling efficiency

L5 L8 L8

L8 L8 L8

L8 L8 L8

Landsat 8 could finally make agricultural related land cover work in the developing countries a pragmatic option

0.2

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0.9

No

rmal

ized

Dif

fere

nce

Veg

etat

ion

In

dex

(N

DV

I)

Date

Typical MODIS Observed Phenologies

Barley

Canola

Corn

Cotton

Potatoes

Rice

Sorghum

Soybeans

Sugarbeets

Wheat

Terra

Aqua

Barley A

Corn A

Canola A

Cotton A

Potatoes A

Rice A

Sorghum A

Soybeans A

Sugarbeets A

Wheat A

Satellite

Crop

0

5

10

15

20

25

30

35

40

45

Day

tim

e La

nd

Su

rfac

e T

emp

erat

ure

(°C

)

Date

Typical MODIS Observed Phenologies

Barely

Canola

Corn

Cotton

Potatoes

Rice

Sorghum

Soybeans

Sugarbeets

Wheat

Terra

Aqua

Barley A

Canola A

Corn A

Cotton A

Potatoes A

Rice A

Sorghum A

Soybeans A

Sugarbeets A

Wheat A

Satellite

Crop

The relationships (mid summer) to crop yields

-0.9

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-0.2

-0.1

0.0

0.1

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0.5

0.6

0.7

0.8

0.9C

orr

elat

ion

Co

effi

cien

t (r

)

Date

NDVI vs Yield Dependence

Barley

Canola

Corn

Cotton

Potatoes

Rice

Sorghum

Soybeans

Sugarbeets

Wheat

Terra

Aqua

Barley A

Canola A

Corn A

Cotton A

Potatoes A

Rice A

Sorghum A

Soybeans A

Wheat A

Sugarbeets A

Satellite

Crop

Fairly strong positive relationship at some point during the growing season for most crops

-0.9

-0.8

-0.7

-0.6

-0.5

-0.4

-0.3

-0.2

-0.1

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

Co

rrel

atio

n C

oef

fici

ent

(r)

Date

Daytime Land Surface Temperature vs Yield Dependence

Barley

Canola

Corn

Cotton

Potatoes

Rice

Sorghum

Soybeans

Sugarbeets

Wheat

Terra

Aqua

Barley A

Canola A

Corn A

Cotton A

Potatoes A

Rice A

Sorghum A

Soybeans A

Sugarbeets A

Wheat A

Satellite

Crop

There are also relationships (positive or negative) to Land Surface Temperature for some crops

4’ 59.37”

Thanks


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