Weekly Area of Snow Extent

Guest Post by Willis Eschenbach

I got to thinking about snow the other day. It was occasioned by my look at the correlation (both positive and negative) of temperature and albedo. Albedo is a measure of how much sunlight is reflected from the clouds and the surface. The greater the albedo, the more sunlight is reflected. Here’s the graph that set me pondering:

correlation temperature and albedo ceres 10 yearFigure 1. Correlation between surface temperature and albedo. Negative correlation (blue and green) means the albedo goes down (less reflected sunlight) as the surface warms. Positive correlation (red and orange) means the albedo goes up (more reflection) as the surface warms. Gray line shows zero value.

In the red and orange areas, which are mainly in the tropics, the albedo goes up as temperatures rise. This is generally because clouds form as temperatures rise, reflecting more sunlight and cooling the earth. In the blue and green areas, on the other hand, the albedo goes down as temperatures rise. Over the extratropical land, much of this change is from snow and ice. As the land warms, snow melts and the albedo goes down. And as the land cools, snow falls and the albedo goes up. This is a positive feedback, with warming leading to increased solar energy, and cooling leading to less solar energy.

One thing that is highlighted by this map is that the positive feedback from the changes in sea ice are much smaller than the feedback from the changes in snow and ice on land, for several reasons.

The first one is the small area of the sea ice variations. Note that the feedback is only in the areas that are seasonally uncovered and covered by sea ice—permanently ice-covered areas don’t have much albedo change. Net annual variation in Arctic sea ice is about ± 5 million square kilometres. This is only about 1% of the area of the globe.

Another reason the changes on land are larger is that when snow melts, it exposes soil and plants, both of which have low albedos. But when sea ice melts, it reveals ocean … and the albedo of the ocean at low sun angles is already pretty high. As a result, the melting of the ice doesn’t change the albedo as much as the melting of the snow.

Another reason the land varies more is that snow extends much closer to the equator than sea ice. As a result, the sun rises much higher over snow than sea ice, and thus the snow intercepts more sunlight than the same area of ice up near the poles.

Another reason is that as you can see from Figure 1, the negative correlation of the albedo and temperature is greater over northern lands than northern oceans.

All of this has made the snow-covered areas of the northern hemisphere the main suspects in the onset of the ice ages. The generally accepted theory is that the so-called “Milankovitch” variations in the earth’s orbit change the amount of sunshine hitting the northern hemisphere. When the northern hemisphere summer sunshine gets weak enough, the snow on the northern land doesn’t melt back as far. This residual snow reflects more sunlight, which leads to cooler temperatures, which leads to more snow, which leads to more reflected energy … I’m sure you can see the end of this story, glaciers a mile thick covering Chicago.

Now, people seem to have a strange need to believe in some kind of existential threat hanging over our heads. There appears to be a desire to worry about something, as long as it is dire and a couple of decades away. In the past we’ve filled this need by worrying about the “population bomb”, or the “ecological footprint”, or the dreaded arrival of “peak oil”. Nowadays, it seems like “global warming” is taking over the role of the scourge du jour.

Me, I prefer to only concern myself with real possibilities of real harm. We’ve seen a couple of degrees warming since the Little Ice Age, and overall the effects have been beneficial to humans, plants and animals. I have no concern about the fabled Thermageddon of a couple degrees more warming—the effects are not grave, will likely be beneficial, and I have strong doubts that it will happen this century.

Another ice age, on the other hand, seems to be both inevitable and very destructive. And to raise the stakes, near as scientists can tell the next ice age either due or overdue … this is already the longest of the “interglacials”, the historical periods in between the ice ages.

So I would suggest that we keep a fairly close watch on the snow cover of the northern hemisphere. Because when the apparently  inevitable ice age comes ’round again, it seems to me that the first sign will be an increase in the snow cover in North America and Eurasia.

Fortunately, the good folks at Rutgers University have a dataset showing the weekly area of the extent of the snow in the northern hemisphere that goes back forty years or so. Here’s that data:

northern hemisphere weekly snow extent

Figure 2. Rutgers University snow extent data. Note the missing data prior to 1972. Data Source: Rutgers Snow Extent Data

So … how is the extent of the snow trending over time? Well, if we look at the complete data, which extends from 1972 to present, here’s how that breaks down:

decomposition rutgers snow extentFigure 3. Decomposition of Rutgers snow extent data. Top row is observations. Second row shows the trend in the 52-week mean. Third row is the regular seasonal variations. Bottom row is the residual variation once the seasonal and overall trends are removed. Note the different scales on all four rows.

The second row in Figure 3, entitled “trend”, shows the changes in the mean value over time. The snow area generally dropped during the first half of the record. Subsequently, it first rose and then remained level in the second half. So the good news is that we don’t appear to be started into an ice age. The other good news is that we also don’t seem to be headed for a time when our children won’t recognize snow … overall, like most climate records, not a whole lot going on. However, that is unlikely to last forever.

Finally, some speculation. I have long held that the main two ways that we affect local climate are through land use, and also via airborne soot (or “black carbon”) and “brown carbon”. Brown carbon is the airborne carbon from inefficient combustion of wood, coal and other fuels. In addition to coming from forest fires, brown carbon mainly comes from billions of cheap stoves and open cooking and heating fires in the developing world. Because of the prevailing winds, a goodly amount of the soot and brown carbon produced in the northern hemisphere falls on the northern snow and ice. And because the carbon compounds are dark in color, they are warmed by the sun. This leads to a more rapid melting of the snow. It has been suggested that this is the reason for the retreat of the European glaciers since the 1800s.

Now, humans have been dumping large quantities of soot into the atmosphere for quite some time now, ever since we managed to tame fire. And presumably, for all that time that soot has helped to melt the northern hemisphere snows and glaciers, so they didn’t start lingering further and further into summer. So … would it not be truly ironic if pollution, in the form of soot and brown carbon,  were all that has been holding off another ice age? And wouldn’t it be a cosmic joke if our efforts to clean up soot and brown carbon pollution were the straw that broke the back of the Holocene, and ushered in the new ice age?

Do I think that’s the case, that soot is all that is keeping the next ice age at bay? Y’know … I truly don’t have a clue whether that’s true or not. That’s one beauty of climate science, that there are so many mysteries.

I’m just saying, I’m keeping an eye on the snow extent …

w.

DATA AND CODE:

I’ve posted up a .csv file containing the Rutgers data here, and the R code to read it is here.

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Joseph Murphy
October 18, 2013 1:01 pm

Mostly beneficial?!?! Willis, I will take the extra step and say man’s release of carbon into the atmosphere is the single greatest thing we have ever done for this planet, by far.

October 18, 2013 1:06 pm

Snow … heh … in Kansas north of Dodge City according to the operator I talked with on 40 meters this morning using an antenna 8 foot square only 6 feet above ground at its lowest point (a tuned QW loop fed with a ferrite xformer next to the cap; input Z of the actual loop about 22 Ohms and a flat 1:1 match at the tuned freq with the xformer) …
.

milodonharlani
October 18, 2013 1:10 pm

Willis Eschenbach says:
October 18, 2013 at 12:38 pm
The typical pattern is for interglacials to achieve their peak warmth early, then decline toward the next glacial. That’s what the Eemian did & Holocene is doing, for instance.
But they’re all different, varying in duration for example from ~8000 to ~31,000 years. Of course no one can know how long the Holocene will last. It might come to an end in 390 or 39,000 years. My guess is more like 3900 years, but that’s just from extrapolation of the past 5000-year cooling trend, which might not work any better than did IPCC’s extrapolation of one decade’s warming out to twelve.

apachewhoknows
October 18, 2013 1:15 pm

It is just weather, yet so much fun to post this on the CO2 fear blogs.
They are skiing today at Arapaho Basin Col.
http://www.arapahoebasin.com see web cams for the lines .

Alan Robertson
October 18, 2013 1:21 pm

It’s snowing in Dodge City as we speak. There is at least one geo- engineering scheme which involves releasing large amounts of sulfur dioxide in order to form clouds and thus increase albedo.. SO2 isn’t soot, but is another pollutant which we’ve worked to curtail.

JimS
October 18, 2013 1:23 pm

@Willis: “Hans, good to hear from you. That is indeed an interesting paper, saying that we’re at the low end of the 400,000 year eccentricity cycle, and thus the interglacial might be much longer.
So … the bad news is, there’s no bad news about ice ages to worry about?
Dang … I was hoping that the coming ice age would drive the population bomb folks from the headlines …”
Unfortunately, given the past record for the last million years, there have been 10 major glaciation periods lasting from 80-95,000 years, and each one occurred when earth’s eccentricity was low. The only Melankovitch cycle that is keeping away the glaciation now is the obliquity, for precession and eccentricity are favouring glaciation. We have from tomorrow to maybe another thousand years or so, but it will come. That paper, I believed nattered on about the impact of C02. Well, if C02 has a significant impact on climate, then I retract my above analysis.

milodonharlani
October 18, 2013 1:34 pm

JimS says:
October 18, 2013 at 1:23 pm
You’re correct. Eccentricity has just started to dive, headed for a major low in about 30,000 years:
http://www.jgiesen.de/kepler/eccentricity1.html

geran
October 18, 2013 1:35 pm

Interesting and timely, thanks Willis.
(We just got our first cold front this week. Average daily temp has dropped 22ºF.)

timetochooseagain
October 18, 2013 1:38 pm

If you break the snow data down season by season you’ll find some curious behavior that figure 3 makes it hard to see. Namely, while figure 3 describes the residuals from the year length interval smooth and the *average* season cycle as “random” in point of fact it has a significant non random component: some kind of change in the seasonal cycle-although it is much smaller than the season cycle itself. Look at the graphs they have for each season: winter trending slightly up, fall slightly up, spring noticeably trending down. I think summer also shows a down trend, but for some reason the site doesn’t have a graph for it.
What does it mean? Heck if I know!

JDN
October 18, 2013 1:43 pm

@Willis: How does CERES measure albedo? I was just looking it up and found “top of atmosphere” mentioned. I sure don’t know the method and potential drawbacks. Is there a nice primer on the method?

Berényi Péter
October 18, 2013 1:44 pm

Willis, how do you get the full CERES dataset? I would like to check a most curious claim, which, if true, tells us something very important about the way terrestrial albedo is regulated. It also indicates a hidden symmetry, utterly missing from computational climate models. As it is a common feature of them, it is not only about implementation, but a lack of understanding of physics they are supposed to be based on.
Symmetries observed in nature are usually our best guide to simplify theories.
Journal of Climate, Volume 26, Issue 2 (January 2013)
doi: 10.1175/JCLI-D-12-00132.1
The Observed Hemispheric Symmetry in Reflected Shortwave Irradiance
Aiko Voigt, Bjorn Stevens, Jürgen Bader and Thorsten Mauritsen

Abstract
While the concentration of landmasses and atmospheric aerosols on the Northern Hemisphere suggests that the Northern Hemisphere is brighter than the Southern Hemisphere, satellite measurements of top-of-atmosphere irradiances found that both hemispheres reflect nearly the same amount of shortwave irradiance. Here, the authors document that the most precise and accurate observation, the energy balanced and filled dataset of the Clouds and the Earth’s Radiant Energy System covering the period 2000–10, measures an absolute hemispheric difference in reflected shortwave irradiance of 0.1 W m-2. In contrast, the longwave irradiance of the two hemispheres differs by more than 1 W m-2, indicating that the observed climate system exhibits hemispheric symmetry in reflected shortwave irradiance but not in longwave irradiance. The authors devise a variety of methods to estimate the spatial degrees of freedom of the time-mean reflected shortwave irradiance. These are used to show that the hemispheric symmetry in reflected shortwave irradiance is a nontrivial property of the Earth system in the sense that most partitionings of Earth into two random halves do not exhibit hemispheric symmetry in reflected shortwave irradiance. Climate models generally do not reproduce the observed hemispheric symmetry, which the authors interpret as further evidence that the symmetry is nontrivial. While the authors cannot rule out that the observed hemispheric symmetry in reflected shortwave irradiance is accidental, their results motivate a search for mechanisms that minimize hemispheric differences in reflected shortwave irradiance and planetary albedo.

KevinM
October 18, 2013 1:45 pm

THis is another chart where I would have reversed the color choices. Blue for cooling, red for warming.

milodonharlani
October 18, 2013 1:51 pm

JimS says:
October 18, 2013 at 1:23 pm
Obliquity of the ecliptic (ε), or axial tilt, during the Proterozoic Snowball Earth episodes might have been shockingly large (although less than right after the hypothesized Moon-creating impact):
http://www.sciencedirect.com/science/article/pii/001282529390004Q
“For ε > 54°, climatic zonation and zonal surface winds would be reversed, low to equatorial latitudes would be glaciated in preference to high latitudes, and the global seasonal cycle would be greatly amplified.”
Don’t know how well this hypothesis has stood the test of time.

John A. Fleming
October 18, 2013 2:57 pm

Seems like there’s an easier way. Somewhere north and east of Great Slave Lake, find a stable patch of high-summer snow/ice in a hollow, not in a shadowed river valley, not in a north-side mountain snowfield. If you can find one (there may not be any such), just come back every summer and photograph it. You may find it at the boreal forest tree-line.
If you can’t find any such stable summer snowpatch, there’s nothing to worry about yet. From tiny acorns do mighty oaks grow.

Dick Roper
October 18, 2013 3:04 pm

“So … would it not be truly ironic if pollution, in the form of soot and brown carbon, were all that has been holding off another ice age? And wouldn’t it be a cosmic joke if our efforts to clean up soot and brown carbon pollution were the straw that broke the back of the Holocene, and ushered in the new ice age?”
That was the background plot for the novel Fallen Angles (Niven, Flynn, Pournelle). The Warmistas & Greens had won the war against fire, and the glaciers began marching south once again. Quite prescient, having been released way back in 1991.

October 18, 2013 3:22 pm

This is a good link for developing snow cover and the historical data does seem to suggest increasing periods of above average cover in recent years:
http://moe.met.fsu.edu/snow/

October 18, 2013 3:28 pm

Hi Willis,
While some places north of the Equator have early cold, parts of Oz have had early warm and bushfires. The episode near Sydney is not over, but already we have had multiple assertions that global warming is the cause. A classic case is this on a University/CSIRO/Met Bureau blog named “The Conversation”, http://theconversation.com/sydney-fires-caused-by-people-and-nature-19327 The blogger wrote –
………………………………..
Mike Hansen, Mr
From one arm of the Murdoch newspaper empire “EXTREME weather events, including destructive bushfires, will become more frequent as a result of climate change, according to scientists working on the latest Intergovernmental Panel on Climate Change report.
The scientists behind the fifth assessment report from the United Nation’s climate science panel, which is due out later this year, have met this morning in Hobart. Scott Power from the Bureau of Meteorology, who is serving as a coordinating lead author in the report, said temperature increases in Australia will accelerate if emissions are not curbed in the next ten years.”
http://www.theaustralian.com.au/in-depth/bushfires/extreme-bushfires-to-hit-more-often/story-fngw0i02-1226554168018#sthash.8Istt1w2.dpuf
From the shock jock arm
“The Greens MP infuriated many when he tweeted that “Tony Abbott’s plan means more bushfires for Australia & more pics like this of Sydney”. The article includes this tweet from a clueless climate science denier troll who was among the herd of clowns who lined up to abuse Bandt. “You are a pimple on the arse of a snake” That apparently passes for news among this group of shock jocks masquerading as journalists.
http://www.heraldsun.com.au/news/national/greens-mp-adam-bandt-tries-to-make-political-mileage-out-of-fires/story-fni0xqrb-1226741900565
Perhaps the staff writers responsible for that drivel should be forced to read their own newspapers – that it indeed would be cruel punishment.
…………………….
Acknowledgement goes to blog lead story author Professor Ross Bradstock; and to Mike Hansen, contributor.
…………………….
While I would like to respond, I’ve been LOCKED OUT by the moderators – after 3 snips wherein I gave references to science that is not agreeing with the Party Line.
…………………….
This is a call for you many readers to hop in and put the case that I cannot. As many of you as possible. Protest both censorship and the Hansen blog above, if your science knowledge suggests a reply is needed. (The Bradstock lead article is quite balanced and not the problem). How about a strong rally round?

William Astley
October 18, 2013 3:33 pm

The Milankovitch insolation theory is not correct. There are at least 7 specific observational paradoxes to support that assertion. For example the forcing mechanism that ends interglacial periods causes cooling at both poles. As insolation at the two poles is 180 degrees out of phase, the southern pole cools when insolation is maximum in the southern hemisphere. Interglacial periods end abruptly not gradually. There is evidence of cyclic abrupt climate change in the paleo record. The mystery is what is physically capable of causing cyclic abrupt climate change. Insolation changes at 65 N are not the cause of the glacial/interglacial cycle. The cause of the glacial/intergalacial cycle is what causes Heinrich events. The confusion is the orbital configuration at the time of the Heinrich event amplifies the mechanism.
The planet is currently in the orbital configuration that amplifies the actual cause of the glacial/interglacial cycle. It appears we are going to be able to observe what causes a Heinrich event. Observational evidence to support that assertion will be 1500 cycle cooling, record Arctic sea ice, record Antarctic sea ice, and record cold winters in the Northern Hemisphere. The 1500 year cycle cooling is due to Maunder minimum solar magnetic cycle modulation of planetary cloud cover. This 1500 year cycle will be particularly rapid as there was a relate mechanism that was the ion modulation of planetary cloud cover. The physical cause of the Heinrich event follows the 1500 year cycle cooling.
http://earthobservatory.nasa.gov/Newsroom/view.php?id=24476
Glacial Records Depict Ice Age Climate in Synch Worldwide
“Because the Earth is oriented in space in such a way that the hemispheres are out of phase in terms of the amount of solar radiation they receive, it is surprising to find that the climate in the Southern Hemisphere cooled off repeatedly during a period when it received its largest dose of solar radiation,” says Singer. “Moreover, this rapid synchronization of atmospheric temperature between the polar hemispheres appears to have occurred during both of the last major ice ages that gripped the Earth.”
http://en.wikipedia.org/wiki/File:Five_Myr_Climate_Change.svg
http://en.wikipedia.org/wiki/Milankovitch_cycles
Milankovitch cycle Problems (William: In your face anomalies which indicate theory failure.)
2.1 100,000-year problem
2.2 Stage 5 problem
2.3 Effect exceeds cause
2.4 The unsplit peak problem
2.5 The transition problem
2.6 Identifying dominant factor
http://www.agu.org/pubs/sample_articles/cr/2002PA000791/2002PA000791.pdf
The 41 kyr world: Milankovitch’s other unsolved mystery
As I have stated there is a very impressive set of mature investigated astronomical anomalies that support the assertion that there are fundamental errors in the stellar model which explain past and current correlations to solar magnetic cycle changes.
http://www.esd.ornl.gov/projects/qen/transit.html
According to the marine records, the Eemian interglacial ended with a rapid cooling event about 110,000 years ago (e.g., Imbrie et al., 1984; Martinson et al., 1987), which also shows up in ice cores and pollen records from across Eurasia. From a relatively high resolution core in the North Atlantic. Adkins et al. (1997) suggested that the final cooling event took less than 400 years, and it might have been much more rapid.
Until a few decades ago it was generally thought that all large-scale global and regional climate changes occurred gradually over a timescale of many centuries or millennia, scarcely perceptible during a human lifetime. The tendency of climate to change relatively suddenly has been one of the most suprising outcomes of the study of earth history, specifically the last 150,000 years (e.g., Taylor et al., 1993). Some and possibly most large climate changes (involving, for example, a regional change in mean annual temperature of several degrees celsius) occurred at most on a timescale of a few centuries, sometimes decades, and perhaps even just a few years.

Jim G
October 18, 2013 3:35 pm

Albedo and the Milankovich ( incident TSI ) cycles undoubtedly have something to do with glaciation but so does the absolute quantity of snow fall. The more you get the longer it lasts here in the mountains, ceterus paribus. And, of course ceterus is rarely paribus. But all those other variables involved in causing large quantities of snow are also an issue. We get perennial mountain glaciers with consecutive high snow fall years. Summer cloud cover (albedo) helps a great deal in causing them to last through the summer.
Climate is, in the end, chaotic except when viewed in the geologic time frame and then it is cyclical but still not predicable in any useful sense. Too many unkown, or at least unquantified, variables ie impacts and volcanism just to name a couple that are at present not only unkown but unknowable in the future sense.

October 18, 2013 3:39 pm

“In the red and orange areas, which are mainly in the tropics, the albedo goes up as temperatures rise. This is generally because clouds form as temperatures rise, reflecting more sunlight and cooling the earth.”
That’s a contradiction, you cannot have a temperature rise, and cooling. We could simply say that the tropics get more cloudy as they warm.
“In the blue and green areas, on the other hand, the albedo goes down as temperatures rise. Over the extratropical land, much of this change is from snow and ice. As the land warms, snow melts and the albedo goes down.”
There is an awful lot of temperate zone land there that is blue that never or hardly ever gets snow, that must be just down to diminishing cloud cover.

October 18, 2013 3:59 pm

The problem with atmospheric composition (as opposed to mass) being permitted to alter the energy balance would mean that there would need to be a permanent negative feedback of 1 in order to retain long term energy balance with energy coming in from the sun wouldn’t it ?

October 18, 2013 4:25 pm

Willis Eschenbach says:
“They do … but that fact of increasing clouds reduces the warming.”
OK you could say that they dampen the warming, but without any warming, there would be no cloud increase.