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USING TIME-SERIES APPROACHES TO IMPROVE LANDSAT’S CHARACTERIZATION OF LANDSCAPE DYNAMICS Project update, February 2013, by Kennedy. Team: Andréfouët, Fraser, Gómez, Hais, Helmer, Hostert, Pflugmacher, Griffiths, Main-Knorn, Phinn, Scarth, Sonnenschein

USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

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Page 1: USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

USING TIME-SERIES APPROACHES TO

IMPROVE LANDSAT’S CHARACTERIZATION OF

LANDSCAPE DYNAMICS

Project update, February 2013, by Kennedy.

Team: Andréfouët, Fraser, Gómez, Hais, Helmer, Hostert, Pflugmacher, Griffiths, Main-Knorn, Phinn, Scarth,

Sonnenschein

Page 2: USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

Overall framework for landscape dynamics

Data density

effects

Differences

among biomes

Effective

incorporation of

local knowledge

Temporal

segmentation

Page 3: USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

Consistency

Summary maps

of change

Frequent maps of

land cover

Summary maps

of change agent

Page 4: USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

New terms needed?

0%  

10%  

20%  

30%  

40%  

50%  

60%  

70%  

80%  

90%  

100%  

0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  

Pe

rce

nt  b

y  t

y

pe

 

Time  S

i

nce  D

i

sturbance  

Forest  M

a

nag ement  

Herbaceous  

Evergreeen  Forest  

Deciduous  Forest  

Barren  L

a

nd  

Developed  

 

Perennial  S

n

o w/Ice  

Open  Water  

0%  

10%  

20%  

30%  

40%  

50%  

60%  

70%  

80%  

90%  

100%  

0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  

Pe

rce

nta

ge  b

y  t

y

pe

 

Time  S

i

nce  D

i

sturbance  

Increasing  Urban  

Herbaceous  

Evergreeen  Forest  

Deciduous  Forest  

Barren  L

a

nd  

Developed  

 

Perennial  S

n

o w/Ice  

Open  Water  

a)

b)

Figure 25. Land cover progression for patches labeled in the attribution phase as (a) forest management and (b) increasing urban. Forest management largely begins as coniferous forest and ends as either coniferous or deciduous forest, with barren and developed classes ref ecting brief periods of complete loss of vegetation cover. Patches modeled as increasing urban do sometimes get labeled as urban, but also include some propor-tion of vegetated classes. As noted in Figure 17, these are likely related to suburban, low-density development with associated lawns and trees.

Temporal domain is implicit in some

land cover classes

Shrub/Scrub—Areas dominated by shrubs; less than 5

meters tall with shrub canopy typically greater than 20

percent of total vegetation. This class includes true shrubs,

young trees in an early successional stage, or trees stunted

from environmental conditions.

Temporal domain is ambiguous in

other land cover classes

Woody Wetlands—Areas where forest or shrubland

vegetation accounts for greater than 20 percent of

vegetative cover and the soil or substrate is periodically

saturated with or covered with water. Cultivated Crops—Areas used for the production of annual

crops, such as corn, soybeans, vegetables, tobacco, and

cotton, and also perennial woody crops such as orchards

and vineyards. Crop vegetation accounts for greater than

20 percent of total vegetation. This class also includes all

land being actively tilled.

Temporal domain may also

need to be included in

more “stable” classes?

Page 5: USING TIME-SERIES APPROACHES TO - Landsat 7...y t y p e Time S i nce D sturbance Forest M a nag ement Herbaceous Evergreeen Forest ecid u o sF r t B arren L a nd n Developed Perennial

Project timeline

Year 1: Establish framework in WA, OR, CA

Year 2: Test data availability issues

framework in WA, OR, CA;

Expand to Temperate deciduous biome

Years 3-5: Incrementally add boreal

forest/tundra, wet and dry tropical, arid

shrubland, temperate grassland, and

coastal