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Timelapse imagery, crowdsourcing, and repeat photography of wood transport on big rivers in the subarctic and boreal Natalie Kramer and Ellen Wohl Contact: Natalie Kramer Anderson [email protected] Research Supported By: National Geographic Society, Geological Society of America, Warner College of Natural Resources at Colorado State University and Charles Blyth.
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Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Jun 11, 2018

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Page 1: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Timelapse imagery, crowdsourcing, and repeat photography of

wood transport on big rivers in the subarctic and borealNatalie Kramer and Ellen Wohl

Contact: Natalie Kramer [email protected]

Research Supported By: National Geographic Society, Geological Society of America, Warner College of Natural

Resources at Colorado State University and Charles Blyth.

Page 2: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Background

Slave River

Mackenzie River Basin• Drains ~20% Canada• Large exporter of wood

Page 3: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Liard R

Great Slave Lake

Mackenzie R

Slave R

Shield

PlainsWAC Bennett Dam

Great Slave Lake

Slave R

Shield

Plains

Corderilla

Slave River Basin

Latitude:59° 52' 20'' N, Longitude:111° 35' 00'' WGross drainage area: 606,000 sq km, Typical Summer Flows: 2500-6000 cmsStream length> 3rd order: 170,000 km.

*does not include streams on taiga shield

Liard R

Page 4: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

The Slave River Wood Flood VideoMidsummer 2011 Wood Flood on the Slave River: 7,200cms

Page 5: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport
Page 6: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport
Page 7: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

What does wood transport “look like”…Time Scale

Minutes to Days

Days to Years

Years to Decades

Decades to Centuries

during a single flow event of a normal year?

for multiple events within a year and betweenyears?

as wood pulses move down basin?

superimposed on multi-year patterns of high and/or low flows?

during an extreme event?

Between average years to extreme events with massive wood transport?

How do we measure and quantify?

Repeat photography and measurements woodin temporary storage

Comparison of extreme event transportTransport from video, photos, oral history …

Videomonitoring

Short interval TL photos

RadioTags

Dating wood deposits inlong term

storage

long intervalTL photos

Page 8: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Timelapse Cameras LOW COST:Brinno TLC200 camera:$150 with waterproof housing

ROBUST:Deals well with cold and heat (survivedA fire)

LOW ENERGY: 1 9v at 10 minutes Will last all year with 3 months of Subzero temperatures. 4 double AAs At 30 min interval will last all summer.

EASE OF STORAGE:Images save as video for easy reviewInteresting time frames can laterbe exported as images for analysis. Images from all summer fit easily on 2MB card.

EASE OF INSTALLATION:Small, light, easily packableunobtrusive and easy to gain permissions

BUT…LOWER RESOLUTION:96dpi 12880x760

Timelapse

Page 9: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Timelapse

Main Parts of the Paper

1. Assessing appropriate sampling intervals2. Simple statistical Methods to estimate Wood Flux,both as total volume and as probabilities from classifiedImages.

Page 10: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Timelapse

Page 11: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Timelapse

Page 12: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Crowdsourcing

Crowd sourcing

Types1. The crowd analyzes data given to them2. The crowd contributes data

Practice of engaging a “crowd” or group of people, usually online, for a common goal.

Benefits for Wood Research1. Can utilize the power of the human brain for object identification in images2. Makes analysis of images accessible to managers and researchers without high expertise in remote sensing 3. Data collection from spatially diverse locations4. Increase societal awareness about rivers and wood

Page 13: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

ReRepeat Photography

Repeat PhotographyRepeat Photography

Page 14: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Repeat Photography

1. Geo-rectify oblique photosusing Spline

2. Image Segmentation and classification in eCognition

Repeat Photography

3. Edit and clean shapefiles in GIS

2005-2014

Page 15: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Repeat Photography

4. Generate numerical data in GIS

Dataset 2. Fraction change in wood in shared area between adjacent time periods. This shows June 6 to July 21 2011. The 2011 wood flood occurred within this time period.

Dataset1: Area of wood in common region through time. The picture above shows the common area between all photos and all wood layers 1983 to 2014.

StayedCameWent

~100 m

~100 m

Page 16: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Thresholds Trapping Threshold(~6800 cms)

Repeat Photography

Transport Threshold(~4200 cms)

StayedCameWent

Events thatchange wood storage

Events that have limited impact on wood storage

Linear thresholdrelating to amount of transport at a given flow?

Page 17: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Events not associated with ice breakup

Events associated with break up

Net

Ch

ange

in

Wo

od

(sq

. m)

Net gain in storage

Net loss in storage

Page 18: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Low wood in storagemoderate wood in

storagehigh

flushing years storing years stable years

Fractionchange in wood between adjacent photos

Total wood area in common region

Decadal Patterns of Transport

April-Septdischarge

Repeat Photography

6800 trappingthreshold

4200 transportthreshold

Page 19: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

Seasonal Patterns of Transport

Time periods of wood movement

Repeat Photography

Lowess line follows Fraction stayed

Page 20: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

A Few ResultsTime Scale

Minutes to Days

Days to Years

Years to Decades

Decades to Centuries

Summary

• Flashy break up events result in net loss of wood storage while Summer freshets with more gradual falling limbs generally accumulate wood in storage

• Threshold flows for transport is reached almost every year, but not all years that are above threshold transport wood.

• Big event recurrence is on the interval of 30-50 years (Kramer and Wohl, 2015) and is not due to major upbasin disturbance but depend on decadal to ½ century scale patterns of flow.

Page 21: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport

It’s fun to work at big spatial scales and monitoring wood with images for basic relationships in transport can be done cheaply using non-technical techniques.

Contact: Natalie Kramer Anderson,[email protected]

Page 22: Timelapse imagery, crowdsourcing, and repeat photography ...intra.tesaf.unipd.it/cms/wwr3/doc/Kramer.pdf · Timelapse imagery, crowdsourcing, and repeat photography of wood transport