sea ice data: a review - icoadssea ice data: a review jim maslanik, university of colorado james....

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Sea Ice Data: A Review Sea Ice Data: A Review Jim Maslanik, University of Colorado Jim Maslanik, University of Colorado James. James. maslanik maslanik @ @ colorado colorado . . edu edu I I c c e e c c h h a a r r t t i i n n g g / / m m a a p p p p i i n n g g m m e e t t h h o o d d s s a a n n d d d d a a t t a a I I c c e e c c h h a a r r t t i i n n g g / / m m a a p p p p i i n n g g m m e e t t h h o o d d s s a a n n d d d d a a t t a a s s e e t t s s s s e e t t s s E E r r r r o o r r s s o o u u r r c c e e s s a a n n d d c c h h a a r r a a c c t t e e r r i i s s t t i i c c s s E E r r r r o o r r s s o o u u r r c c e e s s a a n n d d c c h h a a r r a a c c t t e e r r i i s s t t i i c c s s C C o o n n s s i i s s t t e e n n c c y y a a n n d d a a l l g g o o r r i i t t h h m m i i s s s s u u e e s s C C o o n n s s i i s s t t e e n n c c y y a a n n d d a a l l g g o o r r i i t t h h m m i i s s s s u u e e s s I I S S T T a a n n d d S S S S T T w w i i t t h h i i n n t t h h e e i i c c e e p p a a c c k k I I S S T T a a n n d d S S S S T T w w i i t t h h i i n n t t h h e e i i c c e e p p a a c c k k

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Page 1: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Sea Ice Data: A ReviewSea Ice Data: A Review

Jim Maslanik, University of ColoradoJim Maslanik, University of Colorado

James.James.maslanikmaslanik@@coloradocolorado..eduedu

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Page 2: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

(IPCC, 2001)

Page 3: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 4: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Ice Charting and MappingIce Charting and Mapping

•Ship-report compilations

•Ice charting withaircraft and satellitesupport

•Satellite-deriveddigital (algorithm)products

Page 5: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

(W. de la Mare, 1997, Nature, Vol. 389, 4)

Page 6: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 7: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Summary: Sources of Differences, Errors,Summary: Sources of Differences, Errors,

Biases in Ice Reports and ChartsBiases in Ice Reports and Charts

•• Distribution of observations in time and space;Distribution of observations in time and space;

•• Chart producers Chart producers’’ areas of interest or emphasis; areas of interest or emphasis;

•• Changes in types of data available over time; Changes in types of data available over time;

•• Changes in personnel and skill level. Changes in personnel and skill level.

Page 8: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Satellite-Derived Sea Ice Data SetsSatellite-Derived Sea Ice Data Sets

• Meteorological satellite products (visible/thermalMeteorological satellite products (visible/thermal

band - e.g., AVHRR [1970band - e.g., AVHRR [1970’’s - present]);s - present]);

•• Synthetic aperture radar ( Synthetic aperture radar (ERSERS-1, -1, ERSERS-2, RADARSAT-2, RADARSAT

[1991 - present]);[1991 - present]);

•• Scatterometer Scatterometer ((ERSERS, , QuikscatQuikscat););

•• Passive microwave (ESMR, SMMR, SSM/I, Passive microwave (ESMR, SMMR, SSM/I, AMSR,AMSR,

CMIS CMIS [1974 - present])[1974 - present])

Page 9: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 10: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 11: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 12: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 13: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Summary: Sources of Error and Biases inSummary: Sources of Error and Biases in

Passive Microwave-Derived Satellite ProductsPassive Microwave-Derived Satellite Products

• Surface melt effects;Surface melt effects;

•• Thin ice cover; Thin ice cover;

•• Weather and ocean-surface contamination; Weather and ocean-surface contamination;

•• Effects of variations in snow cover; Effects of variations in snow cover;

•• Land contamination at coastlines; Land contamination at coastlines;

•• Gradual changes in atmospheric or surface Gradual changes in atmospheric or surface

conditions.conditions.

Page 14: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

xxSatellite Data / Algorithm Differences

Page 15: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 16: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 17: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Differences in ice concentration (SSM/I F11 vs. SSM/I F13)

Page 18: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Summary: Sources of Inconsistencies BetweenSummary: Sources of Inconsistencies Between

Passive Microwave Sensors, Platforms, andPassive Microwave Sensors, Platforms, and

AlgorithmsAlgorithms

•• Channel selection; Channel selection;

•• Viewing angle; Viewing angle;

•• Overpass times; Overpass times;

•• Algorithm nature and channel suite; Algorithm nature and channel suite;

•• Tie point ( Tie point (““calibrationcalibration””) selection;) selection;

•• Algorithm sensitivity to sensor drift; Algorithm sensitivity to sensor drift;

•• Algorithm sensitivity to second-order factors. Algorithm sensitivity to second-order factors.

Page 19: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Monthly mean AVHRR-derived all-sky skintemperatures for areas within ranges of seaice concentration as estimated from SSM/Idata. Concentration ranges in percent arelisted next to the corresponding plot lines.

AVHRR: July 1998

Skin temperature

Albedo

SST and IST in theMarginal Ice Zone

Page 20: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 21: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Quikscat RadarApplications of Modeling andMulti-sensor Approaches

Page 22: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

ConclusionsConclusions

•Three distinct types of records: pointobservations; manually-generated charts;

satellite-based algorithms;

••Sources and biases vary with data type (thinSources and biases vary with data type (thin

ice, melt effects, etc.);ice, melt effects, etc.);

••MultisensorMultisensor+modeling approaches likely to be+modeling approaches likely to be

effective for minimizing error and improvingeffective for minimizing error and improving

blending of products.blending of products.

Page 23: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 24: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

(IPCC, 2001)

Page 25: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 26: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 27: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 28: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Differences in ice concentration (SSM/I F11 vs. SSM/I F13)

Page 29: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 30: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

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Page 31: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 32: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 33: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d
Page 34: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d

Comparison of mean differences in sea ice extent between

SSM/I F13 and F11 (F13 minus F11).

Page 35: Sea Ice Data: A Review - ICOADSSea Ice Data: A Review Jim Maslanik, University of Colorado James. maslanik @ colorado. edu • I c e c h a r t i n g // / m a p p i n g m e t h o d