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High Resolution Phenology Wageningen Environmental Research (WENR) 13 Juni 2018, Gerbert Roerink

High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

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Page 2: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Contents

▪ High Resolution Phenology (HRP)

▪ Dutch Greenmonitor

▪ New applications and outlook

▪ Copernicus outlook

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Page 3: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology

▪ Phenology

● Biological perspective: periodic plant and animal behaviours

● Remote sensing perspective: time series analysis

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Page 4: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology product

▪ Remote sensing phenology needs dense time

series of satellite images

▪ So far only medium resolution (>250 m)

phenology products exist (NOAA-AVHRR,

MODIS, MERIS)

▪ Times series algorithms: Timesat, HANTS, B-

FAST, ...

▪ Regional patterns

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Page 5: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology product

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Level Product Description

1 Processed satellites images

Time series of VI images.Cloud/shadow free and atmospherically corrected

2 Standard phenology indicators

Start, End, Min, Max of seasonSeason amplitude and lengthMin, Max, Mean greennessProductivity

3 Derived specific applications

Crop harvest, closure, startTree greeningNo of mowing events

Page 6: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology product

▪ Medium resolution phenology (MODIS, HANTS)

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Page 7: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology product

▪ Medium ➔ high resolution

▪ Regional ➔ field level

▪ Game changer!!

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Page 8: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

High Resolution Phenology product

▪ New applications

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Agriculture Other

Grassland- Intensity- Mowing events- productivity

Forestry- Deforestation at tree level- Tree type mapping- Diseases

Cropland- Productivity/yield- No of growing seasons- Start/end of season- Green fertilizer applications

Water management- Flooding- Water logging- Wetland dynamics

Precision agriculture- Intra-field patterns and temporal changes

Urban- Greenness (urban heat island effect)

▪ Agriculture: new tools to help but also to control farmers

Page 9: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

www.groenmonitor.nl

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Page 10: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Crop damage – excessive precipitation

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Page 11: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Crop damage – excessive precipitation

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Page 12: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Fauna damage

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Page 13: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Grassland extensivity

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Page 14: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Growing season quantification

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Page 15: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Copernicus

▪ Call for proposals is ready but on hold

▪ Technical challenges

● Cloud and shadow screening

● Big data – smart processing solutions

● Detection of abrupt changes (mowing, harvest, etc)

▪ Huge task

▪ Focus on new applications!

▪ SBIR supports but...

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Page 16: High Resolution Phenology - Netherlands Space Office. Gerbert Roerink... · 2018-06-28 · Time series of VI images. Cloud/shadow free and atmospherically corrected 2 Standard phenology

Copernicus

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Level Product Description

1 Processed satellites images

Time series of VI images.Cloud/shadow free and atmospherically corrected

2 Standard phenology indicators

Start, End, Min, Max of seasonSeason amplitude and lengthMin, Max, Mean greennessProductivity

3 Derived specific applications

Crop harvest, closure, startTree greeningNo of mowing events

ESA, NASA, Airbus, Planet, etc.

VITO, DLR, WUR

VA industry