Dead heat

At mid-month, Arctic sea ice extent is tracking close to 2012, the year with the lowest minimum in the satellite record. Sea ice volume is also tracking at low levels. Smoke from Siberian wildfires continues to cover much of the Pacific side of the Arctic Ocean, but as solar input declines this late in the melt season, it is unlikely to impact sea ice loss.

Overview of conditions

Figure 1a. Arctic sea ice extent for XXXX XX, 20XX was X.XX million square kilometers (X.XX million square miles). The orange line shows the 1981 to 2010 average extent for that day. Sea Ice Index data. About the data||Credit: National Snow and Ice Data Center|High-resolution image

Figure 1a. Arctic sea ice extent for August 14, 2019 was 5.04 million square kilometers (1.95 million square miles). The orange line shows the 1981 to 2010 average extent for that day. Sea Ice Index data. About the data

Credit: National Snow and Ice Data Center
High-resolution image

Comparison map

Figure 1b. This map compares Arctic sea ice extents between August 14, 2012 and August 14, 2019 from the NSIDC comparison tool.

Credit: National Snow and Ice Data Center
High-resolution image

From August 1 to 14, sea ice extent declined at a daily rate of 91,000 square kilometers (35,000 square miles), still above the 1981 to 2010 rate of decline of 71,000 square kilometers (27,400 square kilometers) during this period. However, this is still below the decline of 112,000 square kilometers (43,000 square miles) per day observed in 2012. At the beginning of the month, the 2019 ice extent was well below 2012. Because the decline through August was slower, the 2019 and 2012 sea ice extents are now close to each other. Because 2012 is a leap year, and our tracking follows the day of the year, August 13 in 2012 is August 14 in non-leap years. The ice extent for August 14, 2019 is 5.04 million square kilometers (1.95 million square miles), approximately 100,000 square kilometers (38,600 square miles) higher than for August 14, 2012 (Figure 1a).

Sea ice retreat in the first half of August 2019 was mainly in an area of patchy sea ice in the East Siberian Sea and along the ice edge in the northern Beaufort and Chukchi Seas. The Northern Sea Route appears to be open in our satellite-based mapping, but ice may remain in some areas. The Northwest Passage is still closed. There was little change in the ice edge in the Svalbard region and northern Barents and Laptev Seas. However, areas of low sea ice concentration are present along much of the remaining ice edge.

A comparison of 2019 and 2012 ice extent for August 14 shows remarkable similarities. In 2012, some patchy ice remained in the east Siberian Sea; however, the ice edge in the northeastern Beaufort and northern Chukchi Seas was further north, and some larger channels in the Canadian Archipelago were open (Figure 1b).

Conditions in context

Figure 2. The graph above shows Arctic sea ice extent as of XXXXX XX, 20XX, along with daily ice extent data for four previous years and the record low year. 2019 is shown in blue, 2018 in green, 2017 in orange, 2016 in brown, 20XX in purple, and 20XX in dotted brown. The 1981 to 2010 median is in dark gray. The gray areas around the median line show the interquartile and interdecile ranges of the data. Sea Ice Index data.||Credit: National Snow and Ice Data Center|High-resolution image

Figure 2a. The graph above shows Arctic sea ice extent as of August 14, 2019, along with daily ice extent data for four previous years and the record low year. 2019 is shown in blue, 2018 in green, 2017 in orange, 2016 in brown, 2015 in purple, and 2012 in dotted brown. The 1981 to 2010 median is in dark gray. The gray areas around the median line show the interquartile and interdecile ranges of the data. Sea Ice Index data.

Credit: National Snow and Ice Data Center
High-resolution image

Figure 2b. This plot shows the departure from average air temperature in the Arctic at the 925 hPa level, in degrees Celsius, for July 1 - 14, 2019. Yellows and reds indicate higher than average temperatures; blues and purples indicate lower than average temperatures.||Credit: NSIDC courtesy NOAA Earth System Research Laboratory Physical Sciences Division |High-resolution image

Figure 2b. This plot shows the departure from average air temperature in the Arctic at the 925 hPa level, in degrees Celsius, for August 1 to 13, 2019. Yellows and reds indicate higher than average temperatures; blues and purples indicate lower than average temperatures.

Credit: NSIDC courtesy NOAA Earth System Research Laboratory Physical Sciences Division
High-resolution image

Over the first half of the month, air temperatures along the Siberian coast at the 925 hPa level (about 2,500 feet above the surface) were generally 2 to 7 degrees Celsius (4 to 13 degrees Fahrenheit) above the 1981 to 2010 average, and 1 to 6 degrees Celsius (2 to 11 degrees Fahrenheit) above average over the Canadian Archipelago (Figure 2b). This was partly balanced by below-average temperatures in northern Scandinavia and the Kola Peninsula by 4 to 6 degrees Celsius (7 to 11 degrees Fahrenheit), a sharp counterpoint to the near-record heat of the late July European heat wave. Near-average temperatures prevailed over the central Arctic Ocean and slightly lower-than-average temperatures were present along the North Slope of Alaska and northwestern Canada. The atmospheric circulation was characterized by high pressure over the Northern Pacific, the Aleutians, and Greenland, and by a center of lower air pressure over northern European Russia. This combination drove cool Arctic air into Scandinavia and easternmost Russia.

Smoke gets in your ice

Figure 3. This NASA Worldview MODIS mosaic image from August 10, 2019, shows the locations of wildfires in the Arctic as detected by thermal images (not shown). Red areas indicate wildfires. Huge areas of burning forests in Siberia have filled the air with smoke over much of the Pacific side of the Arctic Ocean.||Credit: NASA Worldview| High-resolution image

Figure 3. This NASA Worldview image from August 10, 2019, shows the locations of wildfires in the Arctic as detected by thermal images (not shown). Red areas indicate wildfires. Huge areas of burning forests in Siberia have filled the air with smoke over much of the Pacific side of the Arctic Ocean. This image was taken by the Moderate Resolution Imaging Spectroradiometer (MODIS) sensor on the NASA Terra satellite.

Credit: NASA Worldview
High-resolution image

Huge areas of burning forests in Siberia have filled the air with smoke over much of the Pacific side of the Arctic Ocean. However, at this late stage in the melt season, with rapidly declining solar input, it is unlikely to have much impact on sea ice loss. The fires are a result of the very warm and dry spring and summer conditions over the eastern Siberian Arctic.

There is such a thing as too thin

Figure 4a. This figure shows average Arctic sea ice thickness by month for several recent years as determined by PIOMAS.||Credit: Axel Schweiger, University of Washington| High-resolution image

Figure 4a. This figure shows average Arctic sea ice thickness by month from 1980 t0 2019 as determined by the Pan-Arctic Ice Ocean Modeling and Assimilation System (PIOMAS).

Credit: Axel Schweiger, University of Washington
High-resolution image

Figure 4b. This map shows Arctic sea ice thickness difference from average, relative to 2011 to 2018, from PIOMAS. ||Credit: Axel Schwieger/University of Washington| High-resolution image

Figure 4b. This map shows Arctic sea ice thickness in July 2019 as a difference from average (in meters), relative to 2011 to 2018, from the Pan-Arctic Ice Ocean Modeling and Assimilation System (PIOMAS).

Credit: Axel Schweiger, University of Washington
High-resolution image

Arctic sea ice volume, as estimated by a well-validated model produced by our colleagues at the University of Washington, is tracking at low levels as seen from satellite observations (Figure 4a). Arctic sea ice cover is thus very thin in addition to being very low in extent. Average Arctic sea ice thickness is estimated to be less than half of what it was at this time of year in 1980.

Sea ice thickness follows the change in the seasons. Early in the year, cold conditions and snowfall steadily thicken the sea ice. At the start of the melt season, typically in March, the thinner southern edges of sea ice cover melt first. Hence, the average thickness of the remaining sea ice increases, even though spring ice retreat has begun. By June, when much of the Arctic Ocean surface has reached the melting point, rapid thinning of the ice pack begins. Thickness and extent both reach a minimum in September. However, even though ice extent continues to decline through August, average sea ice thickness begins to increase slightly as the thinner ice at the edge melts away. Then, after the minimum extent, typically reached in mid-September, a rapid increase of sea ice extent begins, with thin sea ice covering large areas of the Arctic Ocean in a few weeks. This rapid increase of very thin ice reduces the average ice thickness, even though sea ice extent is increasing rapidly.

Is a new record minimum possible?

Figure 5. Comparison of several possible sea ice decline paths for 2019 with the 2012 minimum.

Figure 5. This figure compares 2019 projections of sea ice minimum extents based on rates of decline from previous years. The red line uses the rate of decline from the 1981 to 2010 reference period. The green line uses the rate of decline from 2007 to 2018 average. The dotted purple line uses the 2012 rate of decline and the dotted turquoise line uses the 2006 rate of decline.

Credit: Walt Meier, NSIDC
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The ASINA team conducted a revised analysis of the likely course of the 2019 Arctic summer sea ice minimum, using rates of loss from several recent years. While sea ice extent is now above extent for the same date in 2012, overall our projection for the minimum is lower than estimated in our previous post. Using the average decline rate of the past 12 years, from 2007 to 2018, the 2019 minimum is estimated to be 3.75 million square kilometers (1.45 million square miles). If the 2012 decline pattern is applied from August 14 forward, sea ice reaches 3.44 million square kilometers (1.33 million square miles). This is still above the 2012 summer minimum extent of 3.39 million square kilometers (1.31 million square miles). However, nearly all of the recent rates of sea ice loss lead to 2019 being second lowest in ice extent, surpassing 2007 and 2016.

Erratum

Readers alerted us to an error. On August 15, 2019, we reported that “Because 2012 is a leap year, and our tracking follows the day of the year, August 15 in 2012 is August 14 in non-leap years.” On August 26, 2019, we corrected this to say “August 13 in 2012 is August 14 in non-leap years.”

Europe’s heat wave moves north

Arctic sea ice extent in July tracked at record low levels for multiple individual days and for the month as a whole. During the second half of the month, air temperatures over the Arctic Ocean returned to average, while Europe experienced another record-breaking heat wave. By the end of the month, the European heat wave had moved north, enhancing melt over the Greenland ice sheet.

Overview of conditions

Figure 1. Arctic sea ice extent for XXXX 20XX was X.XX million square kilometers (X.XX million square miles). The magenta line shows the 1981 to 2010 average extent for that month. Sea Ice Index data. About the data||Credit: National Snow and Ice Data Center|High-resolution image

Figure 1. Arctic sea ice extent for July 2019 was 7.59 million square kilometers (2.93 million square miles). The magenta line shows the 1981 to 2010 average extent for that month. Sea Ice Index data. About the data

Credit: National Snow and Ice Data Center
High-resolution image

Arctic sea ice extent for July 2019 set a new record low of 7.59 million square kilometers (2.93 million square miles). The monthly average extent was 80,000 square kilometers (30,900 square miles) below the previous record low set in 2012 and 1.88 million square kilometers (726,000 square miles) below the 1981 to 2010 average. On a daily basis, ice tracked at record low levels from July 10 through July 14 and July 20 through the end of the month. Ice retreated over most regions of the Arctic Ocean, especially over the Laptev Sea, northern Chukchi and Beaufort Seas, and Hudson Bay, where no ice remained at the end of the month. There was little retreat in the Barents Sea where the ice edge had already pulled back to its average northward position for this time of year. Ice also continued to linger along the coast in the East Siberian Sea near the Russian port town of Pevek and Wrangel Island. However, the sea ice concentrations in the region are now low, with many open water areas between ice floes. By the end of the month, the Northern Sea Route that links Europe and Asia through the East Siberian and Laptev Seas appeared to be essentially open, whereas the Northwest Passage (both the southern and northern routes) remained blocked by ice.

Conditions in context

Figure 2a. The graph above shows Arctic sea ice extent as of XXXXX XX, 20XX, along with daily ice extent data for four previous years and the record low year. 2019 is shown in blue, 2018 in green, 2017 in orange, 2016 in brown, 20XX in purple, and 20XX in dotted brown. The 1981 to 2010 median is in dark gray. The gray areas around the median line show the interquartile and interdecile ranges of the data. Sea Ice Index data.||Credit: National Snow and Ice Data Center|High-resolution image

Figure 2a. The graph above shows Arctic sea ice extent as of July 31, 2019, along with daily ice extent data for four previous years and the record low year. 2019 is shown in blue, 2018 in green, 2017 in orange, 2016 in brown, 2015 in purple, and 2012 in dotted brown. The 1981 to 2010 median is in dark gray. The gray areas around the median line show the interquartile and interdecile ranges of the data. Sea Ice Index data.

Credit: National Snow and Ice Data Center
High-resolution image

Figure 2b. The graph above shows Arctic sea ice extent decline per decade since satellite observations began in 1979. 1979 to 1989 is shown in light pink, the 1990s in dark pink, the 2000s in magenta, and the 201os in purple. 2019 is shown in a thick purple line ending on July 31, 2019, while the 2012 record low is also marked. ||Credit: National Snow and Ice Data Center|High-resolution image

Figure 2b. The graph above shows Arctic sea ice extent decline per decade since satellite observations began in 1979. 1979 to 1989 is shown in light pink, the 1990s in dark pink, the 2000s in magenta, and the 201os in purple. 2019 is shown in a thick purple line ending on July 31, 2019, while the 2012 record low is also marked. Sea Ice Index data.

Credit: National Snow and Ice Data Center
High-resolution image

Figure 2c. This plot shows the departure from average air temperature in the Arctic at the 925 hPa level, in degrees Celsius, for July 2019. Yellows and reds indicate higher than average temperatures; blues and purples indicate lower than average temperatures. ||Credit: NSIDC courtesy NOAA Earth System Research Laboratory Physical Sciences Division | High-resolution image

Figure 2c. This plot shows the departure from average air temperature in the Arctic at the 925 hPa level, in degrees Celsius, for July 2019. Yellows and reds indicate higher than average temperatures; blues and purples indicate lower than average temperatures.

Credit: NSIDC courtesy NOAA Earth System Research Laboratory Physical Sciences Division
High-resolution image

July is typically the warmest month of the year, with the largest rate of ice loss. Sea ice extent this July declined at an average rate of 105,700 square kilometers (40,800 square miles) per day, exceeding the 1981 to 2010 average of 86,800 square kilometers (33,500 square miles) per day. Only seven previous years—1990, 1991, 2007, 2009, 2013, 2015, and 2018—experienced daily rates of ice loss exceeding 100,000 square kilometers (38,600 square miles) per day, with 2007 holding the record low of 114,200 square kilometers (44,100 square miles) per day.

Rapid ice loss for July 2019 was in part driven by warm conditions during the first half of the month. The latter half of the month, in contrast, was relatively cool over the East Siberian and Laptev Seas, as well as near Svalbard and the Canadian Arctic Archipelago, where temperatures at the 925 hPa level (about 2,500 feet above the surface) were 1 to 4 degrees Celsius (2 to 7 degrees Fahrenheit) below the 1981 to 2010 average. These relatively cool conditions were the result of below average sea level pressure centered over the East Siberian Sea, coupled with above average sea level pressure over the west Siberian Plain, which brought cold air southwards and helped to push the ice towards the coast. However, by July 30, the heat wave that had been plaguing Europe moved north, baking Greenland with temperatures at the 925 hPa level 10 degrees Celsius (18 degrees Fahrenheit) above average while parts of the Arctic Ocean saw temperatures 1 to 7 degrees Celsius (2 to 13 degrees Fahrenheit) above average. During this heat wave, about 60 percent of the Greenland ice sheet experienced melt. Despite the fluctuations during the month, the average monthly temperature was above average over most of the Arctic Ocean (Figure 2c).

By the beginning of August, the pace of ice loss tends to drop rapidly. 2012 was an exception, when the average August ice loss rate remained quite rapid at 89,500 square kilometers per day (34,600 square miles per day), leading to a new record low for the September minimum that year. As of August 5, 2019, the total sea ice extent has dropped below 6 million square kilometers, something which has not occurred prior to 1999. Sea ice extent in September of 2019 is likely to be among the five lowest minimums recorded.

July 2019 compared to previous years

Figure 3. Monthly XXXXX ice extent for 1979 to 201X shows a decline of X.X percent per decade.||Credit: National Snow and Ice Data Center| High-resolution image

Figure 3. Monthly July ice extent for 1979 to 2019 shows a decline of 7.32 percent per decade.

Credit: National Snow and Ice Data Center
High-resolution image

In total, sea ice extent during July 2019 decreased by 3.28 million square kilometers (1.27 million square miles). This was larger than the 1981 to 2010 average loss for the month. The linear rate of sea ice decline for July from 1979 to 2019 is 693,000 square kilometers (268,000 square miles) per year, or 7.32 percent per decade relative to the 1981 to 2010 average.

Early melt brings early ice break-up and warmer ocean temperatures to the Beaufort Sea

Figure 4. Melt onset for 2019 expressed as differences (in days) with respect to 1981 to 2010 averages based on the passive microwave satellite data record. ||Credit: Data courtesy of Jeff Miller at NASA GSFC. | High-resolution image

Figure 4a. This map shows the 2019 melt onset expressed as differences (in days) with respect to 1981 to 2010 averages. Values are based on the passive microwave satellite data record.

Credit: Data courtesy of Jeff Miller at NASA Goddard Space Flight Center.
High-resolution image

Figure 4b. Sea surface temperature in degrees Celsius for July 31, 2019 from the University of Washington Polar Science Center UpTempO buoys and satellite-derived values from NOAA. ||Credit: National Oceanic and Atmospheric Organization| High-resolution image

Figure 4b. This map of the Arctic Ocean shows sea surface temperature in degrees Celsius for July 31, 2019. Data are from the University of Washington Polar Science Center UpTempO buoys and satellite-derived values from the National Oceanic and Atmospheric Association (NOAA).

Credit: National Oceanic and Atmospheric Association (NOAA)
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As mentioned in our July mid-month post, numerous ice floes have broken away from the main pack ice in the southern Beaufort Sea. This was in part fueled by early melt onset; ice began to melt nearly a month earlier than average (Figure 4a). Melt also started earlier than average within the northern Bering and southern Chukchi Seas and also within Baffin Bay along the west coast of Greenland. Melt onset over the central Arctic Ocean near the longitudes of the Laptev Sea, the Lincoln Sea, and parts of Hudson Bay was up to 20 days earlier than average. The timing of melt onset plays an important role in melt pond development and ice breakup, both of which allow for more solar radiation to be absorbed in the upper ocean, promoting more ice melt. The timing of melt pond development has been shown to be a useful predictor of how much ice will be left at the end of summer. The impact of this year’s early melt onset is evident in sea surface temperatures along the coast of Alaska and the Chukchi Sea, which are at least 5 degrees Celsius (9 degrees Fahrenheit) above average (Figure 4b).

Wildfires continue to rage across Arctic region

Figure 6a. MODIS image from July 24, 2019. Red dots show locations of fires. ||Credit: National Snow and Ice Data Center| High-resolution image

Figure 5a. This image from July 24, 2019 from the NASA Moderate Resolution Imaging Spectroradiometer (MODIS) sensor shows the locations of fires (red dots) in the Arctic. Since the beginning of June, more than 100 large wildfires have been observed

Credit: National Snow and Ice Data Center
High-resolution image

Figure 6b. Fire radiative power from the Copernicus Atmosphere Monitoring Service (CAMS). Fire radiative power is a measure of heat output from wildfires as shown for June 2019 (red) and the 2003-2018 average (grey). ||Credit: National Snow and Ice Data Center| High-resolution image

Figure 5b. This figure shows the Total Fire Radiative Power (TFRP) in the Arctic Circle detected by the Copernicus Atmosphere Monitoring Service (CAMS). Fire radiative power is a measure of heat output from wildfires as shown for June 2019 (red) and the 2003 to 2018 average (grey).

Credit: National Snow and Ice Data Center
High-resolution image

Figure 6c. Caption Needed||Credit: NASA Worldview|High-resolution image

Figure 5c. In this photo taken during a NOAA flight north of Utqiagvik, Alaska, sea ice appears to be highly decayed with deep melt ponds.

Credit: Kevin Woods, NOAA Pacific Marine Environmental Laboratory
High-resolution image

Another factor that plays a role in ice melt is deposition of dark soot from wildfires on the highly reflective snow and ice surfaces, allowing more of the sun’s energy to be absorbed. Since the beginning of June, more than 100 large wildfires have been observed over Arctic lands, including Alaska, Greenland, and Siberia (Figure 5a). Smoke from these fires has been observed to blow across Greenland and over sea ice areas. Wildfires do not only deposit soot, they also pose a health hazard to local communities. According to the European Union Copernicus Atmospheric Monitoring Service (CAMS), the fires this year are far more intense than normal, with a Total Fire Radiative Power (TFRP) up to about 10 times higher than average for a given date (Figure 5b). TFRP is derived from Moderate Resolution Imaging Spectroradiometer (MODIS) data and incorporates the thermal radiation (intensity of buring) and the amount of smoke produced. Further, the fires release a substantial amount of carbon dioxide. The report notes that these fires have released as much carbon dioxide into the atmosphere as the annual total emissions of Sweden, or more than 50 megatons of this greenhouse gas; this is more than all fires within the same month between 2010 and 2018.

The National Oceanic and Atmospheric Administration (NOAA) has been tracking the melt season with aircraft flights over the ice north of Utqiagvik, Alaska, as part of its Arctic Heat program. While onboard some of these flights in mid-July, Kevin Woods of the NOAA Pacific Marine Environmental Lab in Seattle, Washington took several photos of the sea ice (Figure 5c). The ice appeared to be highly decayed with deep melt ponds, many melted completely through the ice. In other areas, the ice was sparse with isolated floes surrounded by open water. Much of this is likely to melt out completely by the end of the summer.

Open water again north of Greenland

Figure 7. Sea ice as seen from an aircraft over Utqiagvik, Alaska. The ice appeared to be highly decayed with deep melt ponds, many melted completely through the ice. ||Credit: Kevin Woods, NOAA Pacific Marine Environmental Lab | High-resolution image | High-resolution image

Figure 6. This true-color composite image taken by the NASA Moderate Resolution Imaging Spectroradiometer (MODIS) sensor shows sea ice as seen from an aircraft over Peary Land, Northeast Greenland. Areas of open water have appeared on the north coast of Greenland where two large floes that were fast ice broke away last week.

Credit: NASA
High-resolution image

Once again, areas of open water have appeared on the north coast of Greenland. A similar situation was observed during two periods in 2018, including one in mid-winter and one in late summer. Two large floes that were fast ice (attached to the coast) broke away last week (Figure 6). The largest floe is roughly 110 kilometers by 65 kilometers (70 miles by 40 miles), about 50 percent larger than the state of Rhode Island.

Antarctic update

Figure 8. Antarctic sea ice extent for May 2019 was 8.80 million square kilometers (3.40 million square miles). The magenta line shows the 1981 to 2010 average extent for that month. Sea Ice Index data. About the data||Credit: National Snow and Ice Data Center|High-resolution image

Figure 7. Antarctic sea ice extent for May 2019 was 15.30 million square kilometers (5.91 million square miles). The magenta line shows the 1981 to 2010 average extent for that month. Sea Ice Index data. About the data

Credit: National Snow and Ice Data Center
High-resolution image

Antarctic sea ice growth has been slightly slower than average since the end of the austral summer in March, pushing an already-low sea ice extent lower. By July, Antarctic sea ice extent was tracking among the lowest in the continuous satellite record. The other near-record years were widely dispersed (1983, 1986, 2002, and 2017), underscoring the high variability of Antarctic sea ice. While an overall positive linear trend is still evident in the 40-year Antarctic sea ice extent record, variability dominates, with 2014 being a record high maximum and 2017 a record low maximum extent.

Our site has from time to time noted the comings and goings of the Maud Rise Polynya, an opening within the pack ice thought to form when deeper warm water is forced to the surface. In late July, a similar feature formed in the Cosmonaut Sea, the name for the area of the Southern Ocean along the western coast of Enderby Land (40 degrees to 55 degrees E longitude). The Cosmonaut Sea Polynya has been identified and studied for many years, first in 1987. It can appear in July or August as the sea ice edge expands northward over a region near 66 degrees S, 43 degrees E, occurring in about a third of the winter sea ice seasons. The polynya is formed by a combination of ocean currents and winds that create an upward dome shape in warmer, or a few degrees above freezing, deep ocean layers. If this warmer water mixes upward, it prevents the formation of sea ice even as cold winter weather freezes adjacent areas.

References

Comiso, J. C. and Gordon, A. L. 1987. Recurring polynyas over the Cosmonaut Sea and the Maud Rise. Journal of Geophysical Research: Oceans. doi: 10.1029/JC092iC03p02819.

Schröder, D., D. L. Feltham, D. Flocco, and M. Tsamados. 2014. September Arctic sea-ice minimum predicted by spring melt-pond fraction. Nature: Climate Change. doi:10.1038/NCLIMATE2203.

Markus, T., J. C. Stroeve, and J. Miller. 2009. Recent changes in Arctic sea ice melt onset, freezeup, and melt season length. Journal of Geophysical Researchdoi:10.1029/2009JC005436.

Stroeve, J. C., T. Markus, L. Boisvert, J. Miller, and A. Barrett. 2014. Changes in Arctic melt season and implications for sea ice loss. Geophysical Research Letters. doi.org/10.1002/2013GL058951.