Guest Post by Willis Eschenbach
In investigations of the past history of cosmic rays, the deposition rates (flux rates) of the beryllium isotope 10Be are often used as a proxy for the amount of cosmic rays. This is because 10Be is produced, inter alia, by cosmic rays in the atmosphere. Being a congenitally inquisitive type of fellow, I thought I’d look to see just how good a proxy 10Be might be for solar activity. Now most folks would likely do a search of the literature first, to find out what is currently known about the subject.
I don’t like doing that. Oh, the literature search is important, don’t get me wrong … but I postpone it as long as I possibly can. You see, I don’t want to be mesmerized by what is claimed to be already known. I want to look whatever it is with a fresh eye, what the Buddhists call “Beginner’s Mind”, unencumbered by decades of claims and counter-claims. In short, what I do when faced with a new field is to go find some data and analyze it. After I’ve found out what I can from the dataset, and only then, do I search the literature to find out what other folks might believe. Yes, it costs me sometimes … but usually it allows me to find things that other folks have overlooked.
In this case, I found a gem of a dataset. Here is the author’s summary:
Annually-resolved polar ice core 10Be records spanning the Neutron Monitor era
Abstract: Annually-resolved 10Be concentrations, stable water isotope ratios and accumulation rate data from the DSS site on Law Dome, East Antarctica (spanning 1936-2009) and the Das2 site, south-east Greenland (1936-2002).
The only thing better than data is recent data, because it is more likely to be accurate, and here we have seven decades of recent 10Be deposition rates (fluxes). So, without fanfare, here’s the data in question
Figure 1. 10Be flux rates from Law Dome in Antarctica and from Southeast Greenland. Bottom panel shows the annual average sunspot count.
So … what’s not to like about these records? Well … lots of things.
The first unlikable item is that the correlation between these two 10Be datasets is pathetic, only 0.07. Seems to me like this would be enough in itself to put the whole 10Be—cosmic rays connection into doubt. I mean, if the two best recent dataset don’t agree with each other, then what are we supposed to believe?
The next problem is even larger. It is the lack of any clear 11-year signal from the variations in cosmic rays. It is well-known that cosmic rays are deflected from the solar system by the magnetic field of the sun, which varies in general sync with the sunspots. As a result, the numbers of cosmic rays, and presumably the 10Be flux rates, vary in an 11-year cycle inversely to the sunspot cycle. Here’s what the relationship looks like:
Figure 2. Sunspots and cosmic rays (as indicated by the neutron count). SOURCE
So the relation between cosmic rays and sunspots is quite solid, as you can see above. However, the problem with the 10Be records in this regard is … they have no power in the 11-year cycle range. Sunspot data has power in that range, as does the neutron count data representing cosmic rays … but the 10Be data shows nothing in that range. Here’s the periodicity analysis (see here et seq. for details of periodicity analyses):
Figure 3. Periodicity analysis of the two datasets shown in Figure 1, 10Be flux from Greenland and Antarctica
As you can see, we have no power in either the 11-year or 22-year bands … and if you look at Figure 1, you can see that their correlation with the sunspots is … well … pathetic. The correlation between Greenland 10Be and sunspots is -0.10, and between Antarctica 10Be and sunspots is even worse, -0.03 … like I said, pathetic. A cross-correlation analysis shows slightly greater correlations with a 2 year lag, but not much. However, the lack of the 11-year peaks periodicity analysis (or visible 11-year peaks in the 10Be data) suggests that the lag is spurious.
The problem is, both the sunspots and the cosmic ray counts have a huge peak in periodicity at 10-11 years … but the 10Be records show nothing of the sort.
So, at this point I’m in as much mystery as when I started. We have two beryllium-10 records. They don’t agree with each other. And according to both periodicity and correlation analysis, they don’t show any sign of being connected to anything related to the sunspots, whether by way of cosmic rays, TSI, or anything else …
Now that I’ve finished the analysis, I find that the notes to the dataset say:
Cosmogenic 10Be in polar ice cores is a primary proxy for past solar activity. However, interpretation of the 10Be record is hindered by limited understanding of the physical processes governing its atmospheric transport and deposition to the ice sheets. This issue is addressed by evaluating two accurately dated, annually resolved ice core 10Be records against modern solar activity observations and instrumental and reanalysis climate data. The cores are sampled from the DSS site on Law Dome, East Antarctica (spanning 1936–2009) and the Das2 site, south-east Greenland (1936–2002), permitting inter-hemispheric comparisons.
Concentrations at both DSS and Das2 are significantly correlated to the 11-yr solar cycle modulation of cosmic ray intensity, r = 0.54 with 95% CI [0.31; 0.70], and r = 0.45 with 95% CI [0.22; 0.62], respectively. For both sites, if fluxes are used instead of concentrations then correlations with solar activity decrease.
If you use flux rates the “Correlations with solar activity decrease”??? Yeah, they do … they decrease to insignificance. And this is a big problem. It’s a good thing I didn’t read the notes first …
Now, my understanding is that using 10Be concentrations in ice cores doesn’t give valid results. This is because the 10Be is coming down from the sky … but so is the snow. As a result, the concentration is a factor of both the 10Be flux and the snow accumulation rate. So if we want to understand the production and subsequent deposition rate of 10Be, it is necessary to correct the 10Be concentrations by using the corresponding snow accumulation rate to give us the actual flux rate. So 10Be flux rates should show a better correlation with sunspots than concentrations, because they’re free of the confounding variable of snow accumulation rate.
As a result, I’ve used the flux rates and not the concentrations … and found nothing of interest. No correlation between the datasets, no 11-year periodicity, no relationship to the solar cycle.
What am I missing here? What am I doing wrong? How can they use the concentration of 10Be rather than the flux? Are we getting accurate results from the ice cores? If not, why not?
These questions and more … please note that I make no overarching claims about the utility of 10Be as a proxy for sunspots or cosmic rays. I’m just saying that this particular 10Be data would make a p-poor proxy for anything … and once again I’m raising what to me is an important question:
If the 10Be deposition rate is claimed to be a proxy for the long-term small changes in overall levels of cosmic rays … why is there no sign in these datasets of it responding to the much larger 11-year change in cosmic rays?
I have the same question about cosmic rays and temperature. There is no sign of an 11-year cycle in the temperature, meaning any influence of cosmic rays is tiny enough to be lost in the noise. So since temperature doesn’t respond to large 11-year fluctuations in cosmic rays, why would we expect temperature to track much smaller long-term changes in the cosmic ray levels?
Always more questions than answers, may it ever be so.
My regards to everyone, guest authors, commenters, and lurkers … and of course, Anthony and the tireless mods, without whom this whole circus wouldn’t work at all.
w.
COMMENTS: Please quote the exact words that you are referring to in your comment. I’m tired of trying to guess what folks are talking about. Quote’m or you won’t get traction from me. Even if the reference is blatantly obvious to you, it may not be to others. So please, quote the exact words.
DATA: 10Be original data, Excel spreadsheet
CODE: Just for fun, I’ll put it here to show how tough this particular analysis was:
source("~/periodicity functions.R")
par(mgp=c(2,1,0),cex.axis=1)
spotsraw=ts(read.csv("monthly ssn.csv")[,2],start=c(1749,1),frequency=12)
Annual.Sunspots=window(aggregate(spotsraw,frequency=1,FUN=mean),start=1937,end=2009)
plot(Annual.Sunspots)
theflux=ts(read.csv("Polar 10Be Flux.csv")[,2:3],start=1937,frequency=1)
theoxy=ts(read.csv("Polar 10Be Flux.csv")[,4:5],start=1937,frequency=1)
plot(cbind(theflux,theoxy))
fulldata=cbind(theflux[,1],theflux[,2],Annual.Sunspots)
colnames(fulldata) = c("Greenland 10Be Flux","Antarctica 10Be Flux","Sunspots")
plot(fulldata,main="",yax.flip=TRUE)
title(main="10Be Flux Rates in Greenland and Antarctica\n(atoms / square metre / second)",
line=1,cex.main=1.1)
cor(ts.intersect(fulldata),use="pairwise.complete.obs")
periodsd(theflux[,1],doplot=TRUE,timeinterval=1,add=FALSE,col="blue3",
maintitle="Periodicity Analysis, Ice Core 10Be Flux\nGreenland (blue) and Antarctica (red)")
periodsd(theflux[,2],doplot=TRUE,timeinterval=1,add=TRUE,col="green3")
You’ll need the code for the periodicity functions, it’s here.
Sparks says:
April 15, 2014 at 6:14 pm
Very interesting post Willis,
This is the data from the “Polar 10Be flux.csv” file you posted above (Greenland), I’ve manually plotted the data to a SSN record to investigate timescale issues.. You will notice a remarkable pattern, which has a similar frequency to the sunspot record.
Graph n. http://thetempestspark.files.wordpress.com/2014/04/10be-n.jpg
Graph p. http://thetempestspark.files.wordpress.com/2014/04/10be-p.jpg
Awhile ago I also noticed in the ‘noise’ of the 10Be data [had] a similarity between the overall trend of solar activity and the 10Be data.
Here is a graph of the ‘noise’: http://thetempestspark.files.wordpress.com/2014/02/ngrip-10be-1.gif
Here are three graphs showing 10Be v SSN to ponder.
The first one is a [400]-year-annual-10be-graph, ngrip-10be-4
http://thetempestspark.files.wordpress.com/2014/02/ngrip-10be-4.gif
The next two graphs show the sunspot record and 10Be manually plotted the same way as graph “n” and “p” above.
http://thetempestspark.files.wordpress.com/2014/02/ngrip-10be-6.gif
http://thetempestspark.files.wordpress.com/2014/02/ngrip-10be-8.gif
(I corrected my comment above).
C’mon feel the noise…
Mosh said
Tony
No contradiction
Just perspective
1 people need to realize that there are other long records beside cet
2. Its not geographically representative. Northern latitude island with a very small seasonal range
3. Its well correlated but thats true of many records
4. A solid analysis would look at all data.
5. Its not some sort of magical gold standard.
I dont mind measured reasoned claims about it. Claims made that are fully caveated and compared with others.
——– ——– ——
Yes, you are contradicting yourself, read what you originally said.
I do try to introduce caveats but in a short blog post that is impossible. However, in my articles the caveats are there, together with confirmation as to who believes CET is a good but not perfect proxy. As you must know by now, as regards historic records, my favourite saying is that of Lamb’s ‘We can understand the tendency but not the precision.’
So we can see the general direction of travel but shouldn’t claim accuracy to fractions of a degree.
tonyb
Here is another quick look at the Greenland 10Be (flux and concentration) data modulated by the SSN
http://www.vukcevic.talktalk.net/GRLND-10Be.htm
whereby 10Be lags SSN by 6 to 8 years.
data: 10Be from the article’s. link, SSN from SIDC
Steven Mosher says:
“2. Its not geographically representative. Northern latitude island with a very small seasonal range”
CET is a very suitable series for correlation to any direct solar effects on the NAO/AO.
This is a graph bellow of the original Greenland flux data Willis supplied, (still some issues I’m investigating).
Graph 10Be flux: http://thetempestspark.files.wordpress.com/2014/04/10be-flux.jpg
Compared to the graph below of the processed Greenland data Willis supplied the 10Be intensity seems to have been removed.
Graph n. http://thetempestspark.files.wordpress.com/2014/04/10be-n.jpg
Its this an artifact of the processing or deliberate?
Sparks says:
April 17, 2014 at 5:22 pm
Thanks, Sparks, but that’s not so. Check my graph. The Greenland data only goes to 2002. Your data goes to 2009.
The Excel spreadsheet I linked to contains the original data, along with their original notes. That’s what I used. Remember that the spreadsheet contains both flux and concentration data, and the flux data is what I used.
All the best,
w.
Willis,
I’m back on track now, (I’ll produce both sets for you) thanks for your help. What is your opinion on the the Greenland 10Be pattern in the “n Graph”?
BTW Law Dome Antarctica Flux goes to 2009.
Sparks says:
April 17, 2014 at 8:49 pm
Willis,
I’m back on track now, (I’ll produce both sets for you) thanks for your help. What is your opinion on the Greenland 10Be pattern in the “n Graph”?
BTW Law Dome Antarctica Flux goes to 2009.
Well done guys, publish your findings. I suppose there is no point in raising the fact, Greenland was abandoned at one stage in ancient history. When the climate didn’t favor agriculture or fishing. Although some stayed on they were too inbred and faded out.
bushbunny,
The “Otzi Ice man” was discovered in 1991 after being entombed under a glacier for thousands of years, he has been dated back to the so-called “stone age”, but he had a bronze axe, but it was later discovered that he was killed by a stone tip arrow.
How did a glacier form over him thousands of years ago?
How did he have a bronze axe during the stone age?
My point is, not everyone has abandoned ancient history and what we can learn from it.
Humans have been on this planet in its present form for over 500,000 years, apparently humans began to flourish again after the last major ice age. What causes an interglacial and then an ice age?
Willis, he is around 5,000 years old, but initial research and investigation plus the rescue was critical to further extensive analysis and the weather in the region too. And more recently portable X Ray and CT equipment has been used that uncovered the arrow head that was a different style to the ones he had with him. He was mummified, or freeze dried, so initially he would have been exposed to the elements. Then the political arguments of who owned him, and what tests he should be subjected too. Some say he was traveling with companions and were attacked by others, as three different human blood types were found on the remains of his clothes that were found eventually. The ax was found near his body too, as was a stone knife, a pouch with some fungi and unknown objects in it thought to be cultural and it may have been a symbol of status, as it was made from pure bronze. They don’t know if it was his, but they think it was as it would have been a prized possession, and on the cusp of the bronze age emerging. He fell from a cliff at sometime, but may have lived for a time before dieing. He was sheltered by a rock, so he didn’t slide with the glacier that formed over him that generally eventually tear a body apart. That year other more modern cadavers were found, because the glacier in that area had an unusual melt, thought to be brought on by dust or ash from a volcanic eruption that didn’t reflect the warmth from the atmosphere. They found he suffered from worms,and what he ate in his last meal, and his approximate age. (50) Also evidence of other wounds, that would have not been fatal. They don’t know if he was coming or going from the settlement below where he was found either. One interesting physiological trait, he still displayed prominent brow arches but no DNA could point exactly where his gene pool originated from, so far. They think Corsica. He is on display now in an Italian town that has benefited from tourism.
They first thought he died a natural death from hypothermia, but this was eventually dismissed, when the arrow head was discovered.
Modern Europeans not Africans or Cro-Magnum are more recent that 500 k. Neanderthals were only found in Europe and parts of Asia (limited) and similar metabolic and physical attributes to the modern Eskimo or Inuit, prior to being introduced to a carbohydrate rich diet. Lived on mainly protein and fat.
Actually the spelling Ortzi is Austrian and Otzi is another spelling. Both correct.
What causes an interglacial or full glacial? Well one explanation is the sun and orbit, but also there is the lack of warmth in the Gulf Stream. Usually preceded by a warm period that melts sea ice and brings fresh water into the gulf stream, then it freezes over when the land temperatures drop and permafrost dominates Ice and snow don’t thaw and build up. No human inhabited a region if it was unable to support land animals that they hunted. They didn’t need refrigeration either.
bushbunny,
Neanderthals have no relation to modern humans, Modern humans have been around for over five hundred thousand years, They never met. Early Modern humans had the same brain and physique as us. That’s over five hundred thousand years ago.
I agree no Neanderthals are present in our DNA, but there has been finds that suggest some may have bred with modern humans. Modern humans i.e., Homo sapien sapien are not five hundred thousand years old, not in Europe, America or Asian countries. However, prominent eye bridges, although known to be a feature of Neanderthal humans, have decreased . But no Neanderthal type Homo sapien has been found in Africa. The reason being it was warmer, and Neanderthal had adapted to a cold climate and diet of mainly protein, fat etc. They survived longer as a distinctive genus longer than our present Homo sapien sapien. I suspect Neanderthal ladies were attracted to the more handsome Cro Magnum man, LOL.
As a postscript, there are lots of gaps in the archaeological record. Cro-Magnum man and woman, appeared in Europe around 40,000 years ago. We haven’t a clue how many there were and also how many Neanderthals there were left at any one time. There is no reason why they couldn’t interbreed.
bushbunny says:
April 18, 2014 at 1:49 am
” There is no reason why they couldn’t interbreed.””
There are very good reasons why they did not interbreed, the obvious one is, do chimpanzees breed with orangutans? do silverback apes apes breed with humans?
No?
What a surprise /sarc 😉