Loitering of the Retrea1ng Sea Ice Edge in the Arc1c Seas

Size: px
Start display at page:

Download "Loitering of the Retrea1ng Sea Ice Edge in the Arc1c Seas"

Transcription

1 Michael Steele Loitering of the Retrea1ng Sea Ice Edge in the Arc1c Seas Arc$c Obs Mtg: Sea$le Michael Steele & Wendy Ermold Polar Science Center, Applied Physics Laboratory Seattle, WA USA Steele, M. & W. Ermold, "Loitering of the retreating sea ice edge in the Arctic Seas," JGR, in press, 2015.

2 How fast does arc(c sea ice retreat? 18 Pan- Arc(c sea ice extent (Mkm 2 ) NSIDC: Nat'l Snow & Ice Data Ctr 0 1 Jan 1 Mar 1 May 1 Jul 1 Sep 1 Nov Average ± 2 standard devia$ons

3 How fast does arc(c sea ice retreat? Pan- Arc(c sea ice extent (Mkm 2 ) "retreat season" slow fast! slow 2015 NSIDC: Nat'l Snow & Ice Data Ctr 0 1 Jan 1 Mar 1 May 1 Jul 1 Sep 1 Nov Average ± 2 standard devia$ons

4 A closer look Daily 15% ice concentration contour = "ice edge" SSM/I-SSMIS (NASA Team algorithm) 180 E 90 W 90 E 0 E 2012 March 13 September 23

5 winter max A closer look Daily 15% ice concentration contour = "ice edge" SSM/I-SSMIS (NASA Team algorithm) summer min 180 E The "SIZ" = Seasonal Ice Zone = winter max to summer min 90 W 90 E 0 E 2012 March 13 September 23

6 A closer look slow "loitering" fast Daily 15% ice concentration contour = "ice edge" SSM/I-SSMIS (NASA Team algorithm) 180 E 90 W 90 E 0 E Other sea ice data sets: AMSR2 (3.25 km PMW) 2012 March 13 September 23 MASIE (NSIDC multi-sensor)

7 Quan(ta(ve analysis...on the 25 km grid Loitering ice edge: 8 km/day* 4 days in a 25 km pixel 2012 *Ave ice speed 8-12 km/day Spreen et al. (GRL, 2011) Olason & Notz (JGR, 2014)

8 Quan(ta(ve analysis...on the 25 km grid Loitering ice edge: 8 km/day* 4 days in a 25 km pixel 2012 *Ave ice speed 8-12 km/day Spreen et al. (GRL, 2011) Olason & Notz (JGR, 2014) T Σ4+ (days) # of days the ice edge loitered in a pixel

9 Quan(ta(ve analysis...on the 25 km grid Loitering ice edge: 8 km/day* 4 days in a 25 km pixel 2012 *Ave ice speed 8-12 km/day Spreen et al. (GRL, 2011) Olason & Notz (JGR, 2014) T Σ4+ (days) # of days the ice edge loitered in a pixel

10 Quan(ta(ve analysis...on the 25 km grid Loitering ice edge: 8 km/day* 4 days in a 25 km pixel 2012 *Ave ice speed 8-12 km/day Spreen et al. (GRL, 2011) Olason & Notz (JGR, 2014) T Σ4+ (days) # of days the ice edge loitered in a pixel

11 Space & Time Scales SSMI/SSMIS N 4+ / ΣN (ΣN 4+ = 5,802) T 4+ (days) T Σ4+ (days) Loitering covers 20-25% of the SIZ 80% of loitering events last 4-7 days...synop1c storms...

12 Where does it loiter? Winter ice warm SST fronts WARM WARM WARM WARM 2012 Mar 13 Sep 23

13 Where does it loiter? Winter ice warm SST fronts WARM WARM Within the SIZ in some places...why? WARM WARM 2012 Mar 13 Sep Mar 13 Sep 23 N. Baffin, E. Beaufort, N. Chukchi, Laptev...

14 Michael Steele Arc$c Obs Mtg: Sea$le Why does it loiter? Winter ice warm SST fronts WARM Early ice retreat ê early SST warming ê loitering Within the SIZ in some places...why? WARM WARM WARM 2012 Mar 13 Sep July Mar 13 Sep 23 ice conc SST ( C) (satellite data: NOAA OI.v2 AVHRR)

15 Michael Steele Arc$c Obs Mtg: Sea$le Why does it loiter? Why early ice retreat here? Steele et al. (JGR, 2015) Winter ice warm SST fronts WARM Early ice retreat ê early SST warming ê loitering Within the SIZ in some places...why? WARM WARM WARM 2012 Mar 13 Sep July Mar 13 Sep 23 ice conc SST ( C) (satellite data: NOAA OI.v2 AVHRR)

16 Why does it loiter? Loitering: wind + warm SST ice ice edge Early ice retreat ê early SST warming ê loitering melt melt melt warm Warm SST = 2.5 C above freezing can melt ~ 35 cm/day 2012 July 8 ice conc SST ( C) (satellite data: NOAA OI.v2 AVHRR)

17 Why does it loiter? Loitering: wind + warm SST ice ice edge melt melt melt warm Warm SST = 2.5 C above freezing can melt ~ 35 cm/day...but how deep does that warm water extend?

18 Ocean observing & loitering The UpTempO buoy program Loitering: wind + warm SST ice ice edge submergence, GPS melt melt melt warm SST thermistors: ± 0.1 C 2.5, 5, 7.5, 10, 15, 20, 25, 30, 35 40, 50, 60 m depth pressure: ± 1 dbar 20, 40, 60 m depth Warm SST = 2.5 C above freezing can melt ~ 35 cm/day CT: SBE 37IM 4 m depth...but how deep does that warm water extend?

19 Michael Steele Arc$c Obs Mtg: Sea$le Ocean observing & loitering The UpTempO buoy program Cost: è below $15k submergence, GPS Focus on the pan- Arc$c SIZ Surface isothermal layer: ~10-15 m early summer ~15-20 m late summer Subsurface warm layer forma$on also seen with related WARM buoy (V. Hill talk 9 am) data & info: SST thermistors: ± 0.1 C 2.5, 5, 7.5, 10, 15, 20, 25, 30, 35 40, 50, 60 m depth pressure: ± 1 dbar 20, 40, 60 m depth CT: SBE 37IM 4 m depth

20 Laptev Sea (2011) Daily ice edge displacement f( Wind, SST ) (a) NSI Lena Delta SZ Taymyr Peninsula (b) T Σ4+ (days) Loiter, retreat, loiter, retreat,...

21 Laptev Sea (2011) Daily ice edge displacement f( Wind, SST ) Laptev Sea ( ) (a) NSI Lena Delta advance retreat km Daily ice edge displacement (km) (b) SZ Taymyr Peninsula Wind speed (m/s) on - ice è T Σ4+ (days) Loiter, retreat, loiter, retreat,... ç off - ice SST ( C)

22 Daily ice edge displacement f( Wind, SST ) advance retreat 25 km km Daily ice edge displacement (km) Retreat: on- ice wind, f(sst) Wind speed (m/s) on - ice è km 15 km 10 km retreat ç off - ice SST ( C)

23 Daily ice edge displacement f( Wind, SST ) advance retreat Loitering: weak winds strong off- ice winds + warm SST Wind speed (m/s) on - ice è ç off - ice km 0 km km Daily ice edge displacement (km) SST ( C)

24 Daily ice edge displacement f( Wind, SST ) advance retreat Wind speed (m/s) on - ice è km Daily ice edge displacement (km) Advance: off- ice winds + COLD SST ç off - ice SST ( C)

25 Trends A ( x 10 6 km 2 ) A SIZ 0.05 x 10 6 km 2 /year The area of the SIZ A SIZ is increasing Year

26 Trends A ( x 10 6 km 2 ) A SIZ 0.05 x 10 6 km 2 /year The area of the SIZ A SIZ is increasing Year 4 A ( x 10 6 km 2 ) 2 A 4+...but the area of loitering A 4+ is not! Year

27 Why isn't A 4+ increasing? late in the season (August) rapid retreat, 180 E cold SST, off- ice winds è advance, 90 W 90 E not loitering 0 E 2012 March 13 September 23

28 Michael Steele Final Thoughts The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Arc$c Obs Mtg: Sea$le

29 Michael Steele Final Thoughts The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Who cares? Constant retreat rate è constant condi$ons Arc$c Obs Mtg: Sea$le

30 Michael Steele Final Thoughts The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Who cares? Loitering ice edge: high melt increasing stratification suppressed upwelling of nutrients, heat, salt Arc$c Obs Mtg: Sea$le

31 Michael Steele Final Thoughts The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Who cares? Loitering ice edge: high melt increasing stratification suppressed upwelling of nutrients, heat, salt Now it retreats! How does this "left behind" area evolve? What does the rapidly retreating ice edge look like? Arc$c Obs Mtg: Sea$le

32 Michael Steele Final Thoughts Arc$c Obs Mtg: Sea$le The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Who cares? Observing systems The SIZ is crucial! Loitering ice edge: The SIZ is big... high melt...cheap ice/oc'n buoys increasing stratification + remote sensing suppressed upwelling of nutrients, heat, salt Now it retreats! How does this "left behind" area evolve? What does the rapidly retreating ice edge look like?

33 Michael Steele Final Thoughts Arc$c Obs Mtg: Sea$le The retreat season Retreat, "Loitering," Advance More loitering in the future, if retreat starts earlier (warmer SST)? Who cares? Observing systems The SIZ is crucial! Loitering ice edge: The SIZ is big... high melt...cheap ice/oc'n buoys increasing stratification + remote sensing suppressed upwelling of nutrients, heat, salt Now it retreats! How does this "left behind" area evolve? What does the rapidly retreating ice edge look like?

UpTempO buoys for Understanding and Prediction

UpTempO buoys for Understanding and Prediction DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. UpTempO buoys for Understanding and Prediction Michael Steele Applied Physics Laboratory University of Washington 1013

More information

UpTempO buoys for Understanding and Prediction

UpTempO buoys for Understanding and Prediction DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. UpTempO buoys for Understanding and Prediction Michael Steele Applied Physics Laboratory University of Washington 1013

More information

SEA ICE PREDICTION NETWORK (SIPN) Template for Pan-Arctic Sea Ice Outlook Core Contributions August 2015 Report

SEA ICE PREDICTION NETWORK (SIPN) Template for Pan-Arctic Sea Ice Outlook Core Contributions August 2015 Report SEA ICE PREDICTION NETWORK (SIPN) Template for Pan-Arctic Sea Ice Outlook Core Contributions August 2015 Report 1. David Rennie / Amateur Individual 2. Executive summary This estimate is primarily based

More information

Arctic sea ice falls below 4 million square kilometers

Arctic sea ice falls below 4 million square kilometers SOURCE : http://nsidc.org/arcticseaicenews/ Arctic sea ice falls below 4 million square kilometers September 5, 2012 The National Snow and Ice Data Center : Advancing knowledge of Earth's frozen regions

More information

The Northern Hemisphere Sea ice Trends: Regional Features and the Late 1990s Change. Renguang Wu

The Northern Hemisphere Sea ice Trends: Regional Features and the Late 1990s Change. Renguang Wu The Northern Hemisphere Sea ice Trends: Regional Features and the Late 1990s Change Renguang Wu Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing World Conference on Climate Change

More information

Changing predictability characteristics of Arctic sea ice in a warming climate

Changing predictability characteristics of Arctic sea ice in a warming climate Changing predictability characteristics of Arctic sea ice in a warming climate Marika Holland 1 Laura Landrum 1, John Mioduszewski 2, Steve Vavrus 2, Muyin Wang 3 1. NCAR, 2. U. Wisconsin-Madison, 3. NOAA

More information

Accelerated decline in the Arctic sea ice cover

Accelerated decline in the Arctic sea ice cover Click Here for Full Article GEOPHYSICAL RESEARCH LETTERS, VOL. 35, L01703, doi:10.1029/2007gl031972, 2008 Accelerated decline in the Arctic sea ice cover Josefino C. Comiso, 1 Claire L. Parkinson, 1 Robert

More information

Ocean & Sea Ice SAF. Validation of ice products January March Version 1.1. May 2005

Ocean & Sea Ice SAF. Validation of ice products January March Version 1.1. May 2005 Ocean & Sea Ice SAF Validation of ice products January 2002 - March 2005 Version 1.1 May 2005 Morten Lind, Keld Q. Hansen, Søren Andersen 1 INTRODUCTION... 3 2 PRODUCTS VALIDATION METHODS... 3 3 GENERAL

More information

What makes the Arctic hot?

What makes the Arctic hot? 1/3 total USA UN Environ Prog What makes the Arctic hot? Local communities subsistence Arctic Shipping Routes? Decreasing Ice cover Sept 2007 -ice extent (Pink=1979-2000 mean min) Source: NSIDC Oil/Gas

More information

Office of Naval Research Arctic Observing Activities

Office of Naval Research Arctic Observing Activities Office of Naval Research Arctic Observing Activities Jim Thomson Applied Physics Laboratory, University of Washington jthomson@apl.washington.edu Scott L. Harper, Program Officer, Arctic and Global Prediction

More information

Analysis of Antarctic Sea Ice Extent based on NIC and AMSR-E data Burcu Cicek and Penelope Wagner

Analysis of Antarctic Sea Ice Extent based on NIC and AMSR-E data Burcu Cicek and Penelope Wagner Analysis of Antarctic Sea Ice Extent based on NIC and AMSR-E data Burcu Cicek and Penelope Wagner 1. Abstract The extent of the Antarctica sea ice is not accurately defined only using low resolution microwave

More information

Outline: 1) Extremes were triggered by anomalous synoptic patterns 2) Cloud-Radiation-PWV positive feedback on 2007 low SIE

Outline: 1) Extremes were triggered by anomalous synoptic patterns 2) Cloud-Radiation-PWV positive feedback on 2007 low SIE Identifying Dynamical Forcing and Cloud-Radiative Feedbacks Critical to the Formation of Extreme Arctic Sea-Ice Extent in the Summers of 2007 and 1996 Xiquan Dong University of North Dakota Outline: 1)

More information

Advancements and Limitations in Understanding and Predicting Arctic Climate Change

Advancements and Limitations in Understanding and Predicting Arctic Climate Change Advancements and Limitations in Understanding and Predicting Arctic Climate Change Wieslaw Maslowski Naval Postgraduate School Collaborators: Jaclyn Clement Kinney, Rose Tseng, Timothy McGeehan - NPS Jaromir

More information

Recent Improvements in the U.S. Navy s Ice Modeling Efforts Using CryoSat-2 Ice Thickness for Model Initialization

Recent Improvements in the U.S. Navy s Ice Modeling Efforts Using CryoSat-2 Ice Thickness for Model Initialization Recent Improvements in the U.S. Navy s Ice Modeling Efforts Using CryoSat-2 Ice Thickness for Model Initialization Richard Allard 1, David Hebert 1, Pamela Posey 1, Alan Wallcraft 1, Li Li 2, William Johnston

More information

A Thin Ice Cover, a Strong Summer Cyclone, and the Record Minimum Arctic Sea Ice Extent in 2012

A Thin Ice Cover, a Strong Summer Cyclone, and the Record Minimum Arctic Sea Ice Extent in 2012 AMS Polar 2013 A Thin Ice Cover, a Strong Summer Cyclone, and the Record Minimum Arctic Sea Ice Extent in 2012 Zhang et al. 2013 GRL Jinlun Zhang Ron Lindsay Axel Schweiger Mike Steele PSC/APL/UW Extent

More information

Ocean & Sea Ice SAF. Validation of ice products January September Version 1.0. September 2004

Ocean & Sea Ice SAF. Validation of ice products January September Version 1.0. September 2004 Ocean & Sea Ice SAF Validation of ice products January 2002 - September 2004 Version 1.0 September 2004 Keld Q. Hansen, Morten Lind, Søren Andersen 1 INTRODUCTION... 3 2 PRODUCTS VALIDATION METHODS...

More information

Exemplar for Internal Achievement Standard. Mathematics and Statistics Level 3

Exemplar for Internal Achievement Standard. Mathematics and Statistics Level 3 Exemplar for internal assessment resource Mathematics and Statistics for Achievement Standard 91580 Exemplar for Internal Achievement Standard Mathematics and Statistics Level 3 This exemplar supports

More information

SEA ICE PREDICTION NETWORK (SIPN) Pan-Arctic Sea Ice Outlook Core Contributions June 2015 Report

SEA ICE PREDICTION NETWORK (SIPN) Pan-Arctic Sea Ice Outlook Core Contributions June 2015 Report SEA ICE PREDICTION NETWORK (SIPN) Pan-Arctic Sea Ice Outlook Core Contributions June 2015 Report *REQUIRED 1. *Contributor Name(s)/Group how you would like your contribution to be labeled in the report

More information

Some NOAA Products that Address PSTG Satellite Observing Requirements. Jeff Key NOAA/NESDIS Madison, Wisconsin USA

Some NOAA Products that Address PSTG Satellite Observing Requirements. Jeff Key NOAA/NESDIS Madison, Wisconsin USA Some NOAA Products that Address PSTG Satellite Observing Requirements Jeff Key NOAA/NESDIS Madison, Wisconsin USA WMO Polar Space Task Group, 4 th meeting, Greenbelt, 30 September 2014 Relevant Missions

More information

Observed rate of loss of Arctic ice extent is faster than IPCC AR4 predictions

Observed rate of loss of Arctic ice extent is faster than IPCC AR4 predictions When will Summer Arctic Sea Ice Disappear? Wieslaw Maslowski Naval Postgraduate School Collaborators: Jaclyn Clement Kinney, Andrew Miller, Terry McNamara, John Whelan - Naval Postgraduate School Jay Zwally

More information

UpTempO Buoys for Understanding and Prediction

UpTempO Buoys for Understanding and Prediction DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. UpTempO Buoys for Understanding and Prediction Michael Steele Polar Science Center, Applied Physics Lab Univ of Washington

More information

NSIDC/Univ. of Colorado Sea Ice Motion and Age Products

NSIDC/Univ. of Colorado Sea Ice Motion and Age Products NSIDC/Univ. of Colorado Sea Ice Motion and Age Products Polar Pathfinder Daily 25 km EASE-Grid Sea Ice Motion Vectors, http://nsidc.org/data/nsidc-0116.html Passive microwave, AVHRR, and buoy motions Individual

More information

Ocean variability contributing to basal melt rate near the ice front of Ross Ice Shelf, Antarctica

Ocean variability contributing to basal melt rate near the ice front of Ross Ice Shelf, Antarctica Ocean variability contributing to basal melt rate near the ice front of Ross Ice Shelf, Antarctica Laurie Padman I. Arzeno, R.C. Beardsley, R. Limeburner, B. Owens, S.R. Springer, C.L. Stewart, M.J.M.

More information

Turmoil in the Global Biosphere A View from Space

Turmoil in the Global Biosphere A View from Space BIOTECHNO 2011 - Keynote Venice/Mestre, Italy, May 2011 Turmoil in the Global Biosphere A View from Space S. V. Nghiem 1, P. Clemente-Colón 2, I. G. Rigor 3, D. K. Perovich 4, and G. Neumann 1 1 NASA Jet

More information

Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights

Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights Ronald Lindsay Applied

More information

A New Microwave Snow Emissivity Model

A New Microwave Snow Emissivity Model A New Microwave Snow Emissivity Model Fuzhong Weng 1,2 1. Joint Center for Satellite Data Assimilation 2. NOAA/NESDIS/Office of Research and Applications Banghua Yan DSTI. Inc The 13 th International TOVS

More information

We greatly appreciate the thoughtful comments from the reviewers. According to the reviewer s comments, we revised the original manuscript.

We greatly appreciate the thoughtful comments from the reviewers. According to the reviewer s comments, we revised the original manuscript. Response to the reviews of TC-2018-108 The potential of sea ice leads as a predictor for seasonal Arctic sea ice extent prediction by Yuanyuan Zhang, Xiao Cheng, Jiping Liu, and Fengming Hui We greatly

More information

The Arctic Sea Ice Cover

The Arctic Sea Ice Cover The Arctic Sea Ice Cover From the Living Earth Interface, Impediment, Integrator Frozen ocean 8-15 million km 2 Size of U.S. Meters thick Floating, moving ice Highly variable Large albedo Climate change!

More information

Sea-ice change around Alaska & Impacts on Human Activities

Sea-ice change around Alaska & Impacts on Human Activities Sea-ice change around Alaska & Impacts on Human Activities Hajo Eicken Geophysical Institute University of Alaska Fairbanks, hajo.eicken@gi.alaska.edu Introduction The Arctic sea-ice cover: Observations

More information

Spectral Albedos. a: dry snow. b: wet new snow. c: melting old snow. a: cold MY ice. b: melting MY ice. d: frozen pond. c: melting FY white ice

Spectral Albedos. a: dry snow. b: wet new snow. c: melting old snow. a: cold MY ice. b: melting MY ice. d: frozen pond. c: melting FY white ice Spectral Albedos a: dry snow b: wet new snow a: cold MY ice c: melting old snow b: melting MY ice d: frozen pond c: melting FY white ice d: melting FY blue ice e: early MY pond e: ageing ponds Extinction

More information

Today s Lecture: Land, biosphere, cryosphere (All that stuff we don t have equations for... )

Today s Lecture: Land, biosphere, cryosphere (All that stuff we don t have equations for... ) Today s Lecture: Land, biosphere, cryosphere (All that stuff we don t have equations for... ) 4 Land, biosphere, cryosphere 1. Introduction 2. Atmosphere 3. Ocean 4. Land, biosphere, cryosphere 4.1 Land

More information

A. Windnagel M. Savoie NSIDC

A. Windnagel M. Savoie NSIDC National Snow and Ice Data Center ADVANCING KNOWLEDGE OF EARTH'S FROZEN REGIONS Special Report #18 06 July 2016 A. Windnagel M. Savoie NSIDC W. Meier NASA GSFC i 2 Contents List of Figures... 4 List of

More information

Sea Ice Motion: Physics and Observations Ron Kwok Jet Propulsion Laboratory California Institute of Technology, Pasadena, CA

Sea Ice Motion: Physics and Observations Ron Kwok Jet Propulsion Laboratory California Institute of Technology, Pasadena, CA Sea Ice Motion: Physics and Observations Ron Kwok Jet Propulsion Laboratory California Institute of Technology, Pasadena, CA 7 th ESA Earth Observation Summer School ESRIN, Frascati, Italy 4-14 August

More information

Current status and plans for developing sea ice forecast services and products for the WMO Arctic Regional Climate Centre Sea Ice Outlook

Current status and plans for developing sea ice forecast services and products for the WMO Arctic Regional Climate Centre Sea Ice Outlook Current status and plans for developing sea ice forecast services and products for the WMO Arctic Regional Climate Centre 2018 Sea Ice Outlook 13 WMO Global Producing Centres providing seasonal forecasts

More information

Sea Ice Forecast Verification in the Canadian Global Ice Ocean Prediction System

Sea Ice Forecast Verification in the Canadian Global Ice Ocean Prediction System Sea Ice Forecast Verification in the Canadian Global Ice Ocean Prediction System G Smith 1, F Roy 2, M Reszka 2, D Surcel Colan, Z He 1, J-M Belanger 1, S Skachko 3, Y Liu 3, F Dupont 2, J-F Lemieux 1,

More information

Regional Outlook for the Bering-Chukchi-Beaufort Seas Contribution to the 2018 Sea Ice Outlook

Regional Outlook for the Bering-Chukchi-Beaufort Seas Contribution to the 2018 Sea Ice Outlook Regional Outlook for the Bering-Chukchi-Beaufort Seas Contribution to the 2018 Sea Ice Outlook 25 July 2018 Matthew Druckenmiller (National Snow and Ice Data Center, Univ. Colorado Boulder) & Hajo Eicken

More information

Using Remote-sensed Sea Ice Thickness, Extent and Speed Observations to Optimise a Sea Ice Model

Using Remote-sensed Sea Ice Thickness, Extent and Speed Observations to Optimise a Sea Ice Model Using Remote-sensed Sea Ice Thickness, Extent and Speed Observations to Optimise a Sea Ice Model Paul Miller, Seymour Laxon, Daniel Feltham, Douglas Cresswell Centre for Polar Observation and Modelling

More information

Ice Mass & Sea Level Change Unit 3: GROUP A Snowmelt Group

Ice Mass & Sea Level Change Unit 3: GROUP A Snowmelt Group Ice Mass & Sea Level Change Unit 3: GROUP A Snowmelt Group Becca Walker and Leigh Stearns You have been provided with two Greenland air temperature maps. Satellites equipped with radiometers (instruments

More information

State of Passive Microwave Polar Stereographic Products. Walt Meier and polar stereographic product team

State of Passive Microwave Polar Stereographic Products. Walt Meier and polar stereographic product team State of Passive Microwave Polar Stereographic Products Walt Meier and polar stereographic product team State of PM PS datasets NRT Tb and sea ice running nominally after many issues (see subsequent slides)

More information

OSI SAF Sea Ice products

OSI SAF Sea Ice products OSI SAF Sea Ice products Lars-Anders Brevik, Gorm Dybkjær, Steinar Eastwood, Øystein Godøy, Mari Anne Killie, Thomas Lavergne, Rasmus Tonboe, Signe Aaboe Norwegian Meteorological Institute Danish Meteorological

More information

Observing Arctic Sea Ice Change. Christian Haas

Observing Arctic Sea Ice Change. Christian Haas Observing Arctic Sea Ice Change Christian Haas Decreasing Arctic sea ice extent in September Ice extent is decreasing, but regional patterns are very different every year The Cryosphere Today, http://arctic.atmos.uiuc.edu;

More information

Recent Data Assimilation Activities at Environment Canada

Recent Data Assimilation Activities at Environment Canada Recent Data Assimilation Activities at Environment Canada Major upgrade to global and regional deterministic prediction systems (now in parallel run) Sea ice data assimilation Mark Buehner Data Assimilation

More information

Catastrophic reduction of seaice in the Arctic Ocean - its impact on the marine ecosystems in the polar region-

Catastrophic reduction of seaice in the Arctic Ocean - its impact on the marine ecosystems in the polar region- 1/12 Catastrophic reduction of seaice in the Arctic Ocean - its impact on the marine ecosystems in the polar region- KAKENHI No.22221003 Naomi Harada (JAMSTEC) J. Onodera, E. Watanabe, K. Matsuno, K. Kimoto,

More information

Assimilation of Snow and Ice Data (Incomplete list)

Assimilation of Snow and Ice Data (Incomplete list) Assimilation of Snow and Ice Data (Incomplete list) Snow/ice Sea ice motion (sat): experimental, climate model Sea ice extent (sat): operational, U.S. Navy PIPs model; Canada; others? Sea ice concentration

More information

Arctic Ocean-Sea Ice-Climate Interactions

Arctic Ocean-Sea Ice-Climate Interactions Arctic Ocean-Sea Ice-Climate Interactions Sea Ice Ice extent waxes and wanes with the seasons. Ice extent is at a maximum in March (typically 14 million square km, about twice the area of the contiguous

More information

Coastal Antarctic polynyas: A coupled process requiring high model resolution in the ocean and atmosphere

Coastal Antarctic polynyas: A coupled process requiring high model resolution in the ocean and atmosphere Coastal Antarctic polynyas: A coupled process requiring high model resolution in the ocean and atmosphere Mike Dinniman and John Klinck Center for Coastal Physical Oceanography Old Dominion University

More information

Satellite-derived environmental drivers for top predator hotspots

Satellite-derived environmental drivers for top predator hotspots Satellite-derived environmental drivers for top predator hotspots Peter Miller @PeterM654 South West Marine Ecosystems 2017 21 Apr. 2017, Plymouth University Satellite environmental drivers for hotspots

More information

Typical Arctic profiles. How to form halocline water? 2012 Changing Arctic Ocean 506E/497E - Lecture 7 - Woodgate

Typical Arctic profiles. How to form halocline water? 2012 Changing Arctic Ocean 506E/497E - Lecture 7 - Woodgate Schematic Surface and Atlantic Circulation Typical Arctic profiles MIXED LAYER Usually thin (no wind stirring) PACIFIC WATER High nutrients Shallow (

More information

A New Global Ice Analysis System

A New Global Ice Analysis System A New Global Ice Analysis System Seminar CMC, Dorval Alain Caya and Mark Buehner Meteorological Research Division Manon Lajoie Prediction Development Branch Tom Carrieres and Lynn Pogson Marine and Ice

More information

Satellites, Weather and Climate Module??: Polar Vortex

Satellites, Weather and Climate Module??: Polar Vortex Satellites, Weather and Climate Module??: Polar Vortex SWAC Jan 2014 AKA Circumpolar Vortex Science or Hype? Will there be one this year? Today s objectives Pre and Post exams What is the Polar Vortex

More information

North Pacific Climate Overview N. Bond (UW/JISAO), J. Overland (NOAA/PMEL) Contact: Last updated: August 2009

North Pacific Climate Overview N. Bond (UW/JISAO), J. Overland (NOAA/PMEL) Contact: Last updated: August 2009 North Pacific Climate Overview N. Bond (UW/JISAO), J. Overland (NOAA/PMEL) Contact: Nicholas.Bond@noaa.gov Last updated: August 2009 Summary. The North Pacific atmosphere-ocean system from fall 2008 through

More information

Observed Climate Variability and Change: Evidence and Issues Related to Uncertainty

Observed Climate Variability and Change: Evidence and Issues Related to Uncertainty Observed Climate Variability and Change: Evidence and Issues Related to Uncertainty David R. Easterling National Climatic Data Center Asheville, North Carolina Overview Some examples of observed climate

More information

The impact of an intense summer cyclone on 2012 Arctic sea ice retreat. Jinlun Zhang*, Ron Lindsay, Axel Schweiger, and Michael Steele

The impact of an intense summer cyclone on 2012 Arctic sea ice retreat. Jinlun Zhang*, Ron Lindsay, Axel Schweiger, and Michael Steele The impact of an intense summer cyclone on 2012 Arctic sea ice retreat Jinlun Zhang*, Ron Lindsay, Axel Schweiger, and Michael Steele *Corresponding author Polar Science Center, Applied Physics Laboratory

More information

The Arctic Energy Budget

The Arctic Energy Budget The Arctic Energy Budget The global heat engine [courtesy Kevin Trenberth, NCAR]. Differential solar heating between low and high latitudes gives rise to a circulation of the atmosphere and ocean that

More information

Champaign-Urbana 1999 Annual Weather Summary

Champaign-Urbana 1999 Annual Weather Summary Champaign-Urbana 1999 Annual Weather Summary ILLINOIS STATE WATER SURVEY 2204 Griffith Dr. Champaign, IL 61820 wxobsrvr@sws.uiuc.edu Maria Peters, Weather Observer A major snowstorm kicked off the new

More information

Monitoring of Arctic Conditions from a Virtual Constellation of Synthetic Aperture Radar Satellites

Monitoring of Arctic Conditions from a Virtual Constellation of Synthetic Aperture Radar Satellites DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Monitoring of Arctic Conditions from a Virtual Constellation of Synthetic Aperture Radar Satellites Hans C. Graber RSMAS

More information

Temporal and Regional Variability of Arctic Sea Ice Extent from Satellite Data

Temporal and Regional Variability of Arctic Sea Ice Extent from Satellite Data Temporal and Regional Variability of Arctic Sea Ice Extent from Satellite Data Ge Peng, Ph.D. North Carolina State University, Cooperative Institute for Climate and Satellites - North Carolina (CICS-NC)

More information

Sea ice outlook 2012

Sea ice outlook 2012 Sea ice outlook 2012 Alexander Beitsch, Lars Kaleschke, Stefan Kern Institute for Oceanography, KlimaCampus, University of Hamburg Contact: lars.kaleschke@zmaw.de, Tel. +49 40 42838 6518 July 5, 2012 1

More information

Arctic sea ice prediction from days to centuries

Arctic sea ice prediction from days to centuries 21-26 January 2018 Arctic sea ice prediction from days to centuries Are we there yet? François Massonnet September 2007: the Arctic black swan Arctic sea ice prediction: an emerging area of research Number

More information

Canadian Ice Service

Canadian Ice Service Canadian Ice Service Key Points and Details concerning the 2009 Arctic Minimum Summer Sea Ice Extent October 1 st, 2009 http://ice-glaces.ec.gc.ca 1 Key Points of Interest Arctic-wide The Arctic-wide minimum

More information

Seasonal Ice Zone Reconnaissance Surveys Coordination

Seasonal Ice Zone Reconnaissance Surveys Coordination DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Seasonal Ice Zone Reconnaissance Surveys Coordination phone: (206) 543 1394 James Morison Polar Science Center, APL-UW

More information

On Modeling the Oceanic Heat Fluxes from the North Pacific / Atlantic into the Arctic Ocean

On Modeling the Oceanic Heat Fluxes from the North Pacific / Atlantic into the Arctic Ocean On Modeling the Oceanic Heat Fluxes from the North Pacific / Atlantic into the Arctic Ocean Wieslaw Maslowski Naval Postgraduate School Collaborators: Jaclyn Clement Kinney Terry McNamara, John Whelan

More information

Polar Portal Season Report 2013

Polar Portal Season Report 2013 Polar Portal Season Report 2013 All in all, 2013 has been a year with large melting from both the Greenland Ice Sheet and the Arctic sea ice but not nearly as large as the record-setting year of 2012.

More information

Worrying about Snow. Ed B-W, UW, Seattle with CC Bitz. Thanks to NCAR (Jen Kay, PCWG)

Worrying about Snow. Ed B-W, UW, Seattle with CC Bitz. Thanks to NCAR (Jen Kay, PCWG) Worrying about Snow Ed B-W, UW, Seattle with CC Bitz Thanks to NCAR (Jen Kay, PCWG) or investigating the influence that snow on sea ice has on predictability (and sea ice mean state/trends) Eduardo Blanchard-Wrigglesworth,

More information

Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean

Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean Radiative Climatology of the North Slope of Alaska and the Adjacent Arctic Ocean C. Marty, R. Storvold, and X. Xiong Geophysical Institute University of Alaska Fairbanks, Alaska K. H. Stamnes Stevens Institute

More information

ECMWF. ECMWF Land Surface Analysis: Current status and developments. P. de Rosnay M. Drusch, K. Scipal, D. Vasiljevic G. Balsamo, J.

ECMWF. ECMWF Land Surface Analysis: Current status and developments. P. de Rosnay M. Drusch, K. Scipal, D. Vasiljevic G. Balsamo, J. Land Surface Analysis: Current status and developments P. de Rosnay M. Drusch, K. Scipal, D. Vasiljevic G. Balsamo, J. Muñoz Sabater 2 nd Workshop on Remote Sensing and Modeling of Surface Properties,

More information

An Assessment of the Navy's Sea Ice Outlook Predictions for 2014

An Assessment of the Navy's Sea Ice Outlook Predictions for 2014 An Assessment of the Navy's Sea Ice Outlook Predictions for 2014 Pam Posey 1, Rick Allard 1, David Hebert 1, Joe Metzger 1, Ruth Preller 1, Alan Wallcraft 1, Ole Martin Smedstad 2, Michael Phelps 3 and

More information

Annual September Arctic Sea ice extent

Annual September Arctic Sea ice extent Annual September Arctic Sea ice extent 1979-2012 Annual September Arctic Sea ice extent 1979-2012 Notes: The month of September has the minimum sea ice cover each year. Passive microwave instruments on

More information

From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds

From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds From El Nino to Atlantic Nino: pathways as seen in the QuikScat winds Rong Fu 1, Lei Huang 1, Hui Wang 2 Presented by Nicole Smith-Downey 1 1 Jackson School of Geosciences, The University of Texas at Austin

More information

El Niño, South American Monsoon, and Atlantic Niño links as detected by a. TOPEX/Jason Observations

El Niño, South American Monsoon, and Atlantic Niño links as detected by a. TOPEX/Jason Observations El Niño, South American Monsoon, and Atlantic Niño links as detected by a decade of QuikSCAT, TRMM and TOPEX/Jason Observations Rong Fu 1, Lei Huang 1, Hui Wang 2, Paola Arias 1 1 Jackson School of Geosciences,

More information

Evaluation of the sea ice forecast at DMI

Evaluation of the sea ice forecast at DMI DMI Evaluation of the sea ice forecast at DMI Till A. S. Rasmussen 1 Kristine S. Madsen 1, Mads H. Ribergaard 1, Leif T.Pedersen 1, Jacob L Høyer 1, Gorm Dybkjær 1, Mads Bruun Poulsen 2 and Sofie Abildgaard

More information

Arctic Sea Ice History

Arctic Sea Ice History Arctic Sea Ice History Ronan and Michael Connolly with Willie Soon1 Three Independent Scientists March 23, 2017 Heartland Institute ICCC12 Washington, DC 1 All Views Expressed Are Strictly Our Own Is the

More information

Can Arctic sea ice decline drive a slow-down of the Atlantic Meridional Overturning Circulation (AMOC)?

Can Arctic sea ice decline drive a slow-down of the Atlantic Meridional Overturning Circulation (AMOC)? Can Arctic sea ice decline drive a slow-down of the Atlantic Meridional Overturning Circulation (AMOC)? September 2012 NASA Alexey Fedorov Yale University with Florian Sevellec (NOC, Southampton) and Wei

More information

Antarctic Sea Ice: Mean state and variability in CCSM control run. Laura Landrum, Marika Holland, Dave Schneider, Elizabeth Hunke

Antarctic Sea Ice: Mean state and variability in CCSM control run. Laura Landrum, Marika Holland, Dave Schneider, Elizabeth Hunke Antarctic Sea Ice: Mean state and variability in CCSM4 1850 control run Laura Landrum, Marika Holland, Dave Schneider, Elizabeth Hunke Overview Model years and variables Mean state and some comparisons

More information

TILT, DAYLIGHT AND SEASONS WORKSHEET

TILT, DAYLIGHT AND SEASONS WORKSHEET TILT, DAYLIGHT AND SEASONS WORKSHEET Activity Description: Students will use a data table to make a graph for the length of day and average high temperature in Utah. They will then answer questions based

More information

Sea ice: physical properties, processes and trends. Stephen Howell Climate Research Division, Environment and Climate Change Canada July 18, 2017

Sea ice: physical properties, processes and trends. Stephen Howell Climate Research Division, Environment and Climate Change Canada July 18, 2017 Sea ice: physical properties, processes and trends Stephen Howell Climate Research Division, Environment and Climate Change Canada July 18, 2017 3-Part Sea Ice Lecture Overview 1. Physical properties,

More information

Interannual Variations of Arctic Cloud Types:

Interannual Variations of Arctic Cloud Types: Interannual Variations of Arctic Cloud Types: Relationships with Sea Ice and Surface Temperature Ryan Eastman Stephen Warren University of Washington Department of Atmospheric Sciences Changes in Arctic

More information

Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights

Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Visible and Thermal Imaging of Sea Ice and Open Water from Coast Guard Arctic Domain Awareness Flights Chris Chickadel

More information

'ATM'493/693'Applied'Arc/c'Climate'Problems'' Spring'2017'University'of'Alaska'Fairbanks'='Don t'be'leo'out!''

'ATM'493/693'Applied'Arc/c'Climate'Problems'' Spring'2017'University'of'Alaska'Fairbanks'='Don t'be'leo'out!'' 'ATM'493/693'Applied'Arc/c'Climate'Problems'' Spring'2017'University'of'Alaska'Fairbanks'='Don t'be'leo'out!'' Calling'undergraduates'and'graduate'students'interested' in'understanding'and'par/cipa/ng'in'the'process'of'taking'

More information

Enhancing predictability of the Loop Current variability using Gulf of Mexico Hycom

Enhancing predictability of the Loop Current variability using Gulf of Mexico Hycom Enhancing predictability of the Loop Current variability using Gulf of Mexico Hycom Matthieu Le Hénaff (1) Villy Kourafalou (1) Ashwanth Srinivasan (1) Collaborators: O. M. Smedstad (2), P. Hogan (2),

More information

Changing Marine Access in the Arctic Ocean: The Arctic Climate Impact Assessment Panama Canal Authority 11 January 2005

Changing Marine Access in the Arctic Ocean: The Arctic Climate Impact Assessment Panama Canal Authority 11 January 2005 Changing Marine Access in the Arctic Ocean: The Arctic Climate Impact Assessment Panama Canal Authority 11 January 2005 Lawson Brigham Deputy Director, U.S. Arctic Research Commission ACIA Contributing

More information

Extreme Rainfall in the Southeast U.S.

Extreme Rainfall in the Southeast U.S. Extreme Rainfall in the Southeast U.S. David F. Zierden Florida State Climatologist Center for Ocean Atmospheric Prediction Studies The Florida State University March 7, 2016 Causes of Extreme Rainfall

More information

ARCTIC SEA ICE ALBEDO VARIABILITY AND TRENDS,

ARCTIC SEA ICE ALBEDO VARIABILITY AND TRENDS, ARCTIC SEA ICE ALBEDO VARIABILITY AND TRENDS, 1982-1998 Vesa Laine Finnish Meteorological Institute (FMI), Helsinki, Finland Abstract Whole-summer and monthly sea ice regional albedo averages, variations

More information

Influence of changes in sea ice concentration and cloud cover on recent Arctic surface temperature trends

Influence of changes in sea ice concentration and cloud cover on recent Arctic surface temperature trends Click Here for Full Article GEOPHYSICAL RESEARCH LETTERS, VOL. 36, L20710, doi:10.1029/2009gl040708, 2009 Influence of changes in sea ice concentration and cloud cover on recent Arctic surface temperature

More information

Recent changes in the dynamic properties of declining Arctic sea ice: A model study

Recent changes in the dynamic properties of declining Arctic sea ice: A model study GEOPHYSICAL RESEARCH LETTERS, VOL. 39,, doi:10.1029/2012gl053545, 2012 Recent changes in the dynamic properties of declining Arctic sea ice: A model study Jinlun Zhang, 1 Ron Lindsay, 1 Axel Schweiger,

More information

Freeze-Up Studies of the Alaskan Beaufort and Chukchi Seas: through Coastal Frontiers Corporation Vaudrey & Associates, Inc.

Freeze-Up Studies of the Alaskan Beaufort and Chukchi Seas: through Coastal Frontiers Corporation Vaudrey & Associates, Inc. Freeze-Up Studies of the Alaskan Beaufort and Chukchi Seas: 2009-10 through 2015-16 Coastal Frontiers Corporation Vaudrey & Associates, Inc. Joint-Industry Sponsors U.S. Department of the Interior Bureau

More information

What Measures Can Be Taken To Improve The Understanding Of Observed Changes?

What Measures Can Be Taken To Improve The Understanding Of Observed Changes? What Measures Can Be Taken To Improve The Understanding Of Observed Changes? Convening Lead Author: Roger Pielke Sr. (Colorado State University) Lead Author: David Parker (U.K. Met Office) Lead Author:

More information

Causes of Changes in Arctic Sea Ice

Causes of Changes in Arctic Sea Ice Causes of Changes in Arctic Sea Ice Wieslaw Maslowski Naval Postgraduate School Outline 1. Rationale 2. Observational background 3. Modeling insights on Arctic change Pacific / Atlantic Water inflow 4.

More information

Understanding and attributing climate variations: The role of energy. Kevin E Trenberth NCAR

Understanding and attributing climate variations: The role of energy. Kevin E Trenberth NCAR Understanding and attributing climate variations: The role of energy Kevin E Trenberth NCAR NCAR: attribution A way to organize a lot of research Makes it relevant to societal concerns Has some implications

More information

Homework 5: Background Ocean Water Properties & Stratification

Homework 5: Background Ocean Water Properties & Stratification 14 August 2008 MAR 110 HW5: Ocean Properties 1 Homework 5: Background Ocean Water Properties & Stratification The ocean is a heterogeneous mixture of water types - each with its own temperature, salinity,

More information

ESM-Snow model intercomparison

ESM-Snow model intercomparison Grand Challenge Cryosphere in a Changing Climate ESM-Snow model intercomparison C. Derksen, G. Krinner, R. Essery, M. Flanner, S. Hagemann, H. Rott Motivation Rapid snow extent changes in NH Climate change

More information

Coupling of Waves, Turbulence and Thermodynamics across the Marginal Ice Zone

Coupling of Waves, Turbulence and Thermodynamics across the Marginal Ice Zone DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Coupling of Waves, Turbulence and Thermodynamics across the Marginal Ice Zone Tim Stanton and Bill Shaw Oceanography Department,

More information

Funding provided by NOAA Sectoral Applications Research Project CLIMATE. Basic Climatology Colorado Climate Center

Funding provided by NOAA Sectoral Applications Research Project CLIMATE. Basic Climatology Colorado Climate Center Funding provided by NOAA Sectoral Applications Research Project CLIMATE Basic Climatology Colorado Climate Center Remember These? Factor 1: Our Energy Source Factor 2: Revolution & Tilt Factor 3: Rotation!

More information

Canadian contribution to the Year of Polar Prediction: deterministic and ensemble coupled atmosphere-ice-ocean forecasts

Canadian contribution to the Year of Polar Prediction: deterministic and ensemble coupled atmosphere-ice-ocean forecasts Canadian contribution to the Year of Polar Prediction: deterministic and ensemble coupled atmosphere-ice-ocean forecasts G.C. Smith, F. Roy, J.-F. Lemieux, F. Dupont, J-M Belanger and the CONCEPTS team

More information

Activity 2.2: Recognizing Change (Observation vs. Inference)

Activity 2.2: Recognizing Change (Observation vs. Inference) Activity 2.2: Recognizing Change (Observation vs. Inference) Teacher Notes: Evidence for Climate Change PowerPoint Slide 1 Slide 2 Introduction Image 1 (Namib Desert, Namibia) The sun is on the horizon

More information

SEA ICE OUTLOOK 2016 Report

SEA ICE OUTLOOK 2016 Report SEA ICE OUTLOOK 2016 Report Core Requirements for Pan-Arctic Contributions: * REQUIRED 1. *Name of Contributor or name of Contributing Organization and associated contributors as you would like your contribution

More information

Modeling of the sea ice and the ocean in the Nares Strait

Modeling of the sea ice and the ocean in the Nares Strait Danish Meteorological Institute Modeling of the sea ice and the ocean in the Nares Strait Till Andreas Soya Rasmussen 1 Eigil Kaas 2 Nicolai Kliem 1 1/ Danish Meteorological Institute 2/ University of

More information

Rick Krishfield and John Toole Ice-Tethered Platform Workshop June 29, 2004 Woods Hole Oceanographic Institution

Rick Krishfield and John Toole Ice-Tethered Platform Workshop June 29, 2004 Woods Hole Oceanographic Institution Ice-tethered Instruments: History and Future Development Rick Krishfield and John Toole Ice-Tethered Platform Workshop June 29, 2004 Woods Hole Oceanographic Institution Since the 1980s, Arctic drifting

More information

Red Sea - Dead Sea Water Conveyance Study Program Additional Studies

Red Sea - Dead Sea Water Conveyance Study Program Additional Studies Red Sea - Dead Sea Water Conveyance Study Program Additional Studies Red Sea Study Final Report Annex 1 Field and laboratory activities carried out during the study and their results July 213 TABLE OF

More information

Vladimir A. Alexeev, International Arctic Research Center, UAF. with contributions from V. Ivanov, R. Kwok, I.Ezau, J.Cohen, J.Furtado, M.

Vladimir A. Alexeev, International Arctic Research Center, UAF. with contributions from V. Ivanov, R. Kwok, I.Ezau, J.Cohen, J.Furtado, M. North Atlantic warming, disappearing sea ice and winter cooling Vladimir A. Alexeev, International Arctic Research Center, UAF with contributions from V. Ivanov, R. Kwok, I.Ezau, J.Cohen, J.Furtado, M.Barlow

More information