Reader Eric Worrall writes:
I was playing with Wood For Trees, looking at the relationship between Pacific Decadal Oscillation vs global temperature (Hadcrut 4), when the following graph appeared.
The interesting thing is PDO in this graph appears to have predictive skill for changes in global temperature – the changes in PDO appear to match changes in global temperature, once the graphs are normalised, but temperature lags PDO by around 5 years.
Source: http://goo.gl/hzOxW
Is it all just coincidence? Bad endpoint choice? Or does it in fact have some predictive value?
Readers are invited to weigh in.

Steven Mosher says: @ur momisugly June 5, 2013 at 3:40 pm
….Put another way. PDO is the effect.
>>>>>>>>>>>>>>>>>>
And since the SUN (graph 1 and graph 2 and graph 3) is what warms the oceans and not CO2 that makes the sun the primary driver.
Glad we finally got that clear.
kadaka (KD Knoebel)
I believe that you would have made an excellent consultant to the Inquisition of the Catholic Church in 1616 under Pope Paul V.
If you put your resume in quickly you might get a job on the Front Bench of the Inquisition of Pope Urban VIII.
Most here will find the 2002 paper by Bratcher and Giese interesting. Bob Tisdale covers it here:
http://bobtisdale.wordpress.com/2009/04/10/revisiting-bratcher-and-giese-2002/
Abstract:
“An analysis of ocean surface temperature records show that low frequency changes of tropical Pacific temperature lead global surface air temperature changes by about 4 years. Anomalies of tropical Pacific surface temperature are in turn preceded by subsurface temperature anomalies in the southern tropical Pacific by approximately 7 years. The results suggest that much of the decade to decade variations in global air temperature may be attributed to tropical Pacific decadal variability….
Manfred says: @ur momisugly June 5, 2013 at 7:20 pm
….Some recently came up with the idea, that heat is currently sequestered into the deep ocean and will return and drive temperatures up in a couple of years or decades….
>>>>>>>>>>>>>>>>>>>>>
Which is a load of bovine feces.
1. CO2 lags temperature by about 800 years. link
2. NOAA: The global ocean conveyor belt is a constantly moving system of deep-ocean circulation driven by temperature and salinity… It takes almost 1,000 years for the conveyor belt to complete one “cycle.”
3. Medieval Warm period: A flurry of recent scientific papers has tried to measure the warmth of the “Medieval Warm Period” (MWP) of about 1,000 years ago…. papers such as Evidence of a Medieval Warm Period in Antarctica and Evidence for a ‘Medieval Warm Period’ in a 1,100 year tree-ring reconstruction of past austral summer temperatures in New Zealand
4. A new paper titled High-resolution sea surface reconstructions off Cape Hatteras over the last 10 ka discussion at WUWT
rgbatduke says:
June 5, 2013 at 7:33 pm
….Let me amend that — I don’t completely reject data from earlier measurements, but I pay it little attention when it is presented (as it always is) without error bars….
>>>>>>>>>>>>>>
If they ever put in the error bars and scaled the graphs correctly the whole subject/alarm goes away. AJ Strata looked at the actual error bars in the temperature data here.
One of the sleight of hand moves is to consider the temperature as averages when each measurement is actually an individual measurement of a specific time and place and is not replicated. This alone widens the error bars to 1 degree in much of the data since measuring and reporting to tenths of a degree is recent and not world wide – An independent audit team has just produced a report showing that as many as 85 -95% of all Australian sites in the pre-Celsius era (before 1972) did not comply with the BOM’s own stipulations. The audit shows 20-30% of all the measurements back then were rounded or possibly truncated. Even modern electronic equipment was at times, so faulty and unmonitored that one station rounded all the readings for nearly 10 years…
Willis,
Here is a definition of PDO:
“A PDO definition
The Pacific Decadal Oscillation, or PDO, is often described as a long-lived El Niño-like pattern of Pacific climate variability (Zhang et al. 1997). As seen with the better-known El Niño/Southern Oscillation (ENSO), extremes in the PDO pattern are marked by widespread variations in Pacific Basin and North American climate. In parallel with the ENSO phenomenon, the extreme phases of the PDO have been classified as being either warm or cool, as defined by ocean temperature anomalies in the northeast and tropical Pacific Ocean.
Two main characteristics distinguish the PDO from ENSO. First, typical PDO “events” have shown remarkable persistence relative to that attributed to ENSO events – in this century, major PDO eras have persisted for 20 to 30 years (Mantua et al. 1997, Minobe 1997). Second, the climatic fingerprints of the PDO are most visible in the North Pacific/North American sector, while secondary signatures exist in the tropics – the opposite is true for ENSO. Several independent studies find evidence for just two full PDO cycles in the past century (e.g. Mantua et al. 1997, Minobe 1997): cool PDO regimes prevailed from 1890-1924 and again from 1947-1976, while warm PDO regimes dominated from 1925-1946 and from 1977 through (at least) the mid-1990′s. Recent changes in Pacific climate suggest a possible reversal to cool PDO conditions in 1998, an issue that is discussed in more detail at the end of this article.”
We all should have reason to question any SST older than 40 years ago as sampling is sparse, one of the big contributors to WUWT Bob Tisdale agrees with this as do many other scientist. For you to say “Well, if you look at the full record, the correlation is worse … but I don’t think you realize what you are doing.” We are for intents and purposes looking at most of the record. In a paper I wrote for school in ’10, I used the correlation of PDO back to 1880 to demonstrate trends in GMT, in my paper I used a lag of average 8 years, the author of this paper is using 5 years, albeit opposite direction as me. From 1880, till present, there is a high correlation of PDO to temp, like I said eye-balling it high 70′s.
Prior to reading this article, I had always felt that the phase change was within (after) 8 years of temps change, so that is where I ran with the correlation. Looking at this data and seeing the graphs now shows that it looks like, PDO changes and approx a year later temps follow, the change you do not see is the phase change around 1942 graphically PDO (1947 Mantua) and temps HADCRUT4 1945 was about 3 years.
So the question becomes could PDO be a climate driver? Some scientist believe that PDO is driven by ocean current oscillations and that a ‘strong’/ cool PDO is caused by upwelling of deeper colder pacific water. While, ‘weaker’/ warm PDO is less up-welling, similar to El Nino/ La Nina just on a longer time scale (months as compared to decades). We all know that a large body water can cause local weather to be enhanced by the temp of that water, growing up in Eastern Mass, we would head out to the beach when it was scorching in my backyard, about 10 miles from the water. The last turn to “Nantaskett’ beach you sometimes got a rude awakening, fog and temps dropping 20 degrees within a mile. So the question remains, can a body of water as large as the Pacific, change the weather/ climate of a large portion of the globe. Certainly Mantua believes so, http://www.atmos.washington.edu/~mantua/REPORTS/PDO/PDO_cs.htm.
I do agree with you, I have alot to learn, that might be why I am enrolled in a Applied Meteorology program (could not find an adequate Atmospheric sciences course 100% online). I do need more understanding of statistics, I wish I could work with data at the level you do, give me a couple years you will see a marked improvement on my posts. Thanks to you also for your informative posts, I enjoy them greatly.
Ian Wilson (June 5, 2013 at 6:01 pm) wrote:
“Long-Term Lunar Atmospheric Tides in the Southern Hemisphere
Ian R. G. Wilson and Nikolay S. Sidorenkov
The Open Atmospheric Science Journal, 2013, 7, 51-76
http://www.benthamscience.com/open/toascj/articles/V007/TOASCJ130415001.pdf
Relevant part of .ABSTRACT
Finally, an N=4 standing wave-like pattern in the MSLP that circumnavigates the Southern Hemisphere every 18.6 years will naturally produce large extended regions of abnormal atmospheric pressure passing over the semi-permanent South Pacific subtropical high roughly once every ~ 4.5 years. These moving regions of higher/lower than normal atmospheric pressure
will increase/decrease the MSLP of this semi-permanent high pressure system, temporarily increasing/reducing the strength of the East-Pacific trade winds. This may led to conditions that preferentially favor the onset of La Nina/El Nino events.”
If you are correct, there will be a constraint determined by the beat of 4.5 years with the nearest subharmonic of the terrestrial year — specifically:
(5)*(4.5) / (5 + 4.5) = 2.37 years
___
@ur momisugly rgb
You need to brush up on your understanding of what PDO measures.
rgbatduke says:
June 5, 2013 at 5:12 pm
Post hoc ergo propter hoc. When an argument is a named logical fallacy, why make it?….
….Why is it so very difficult to say “we don’t know”?
A tour de force rgb!! I mean the stuff you wrote between the two questions of course. Your sobering offerings always stand out a mile, but this is because such a way of thinking by a generation (or more?) of “post-normal” (horrid science-killing concept) scientists has become all too rare. Or (hopefully) there are more of you out there but keeping their silence. Man, If I had a few billion bucks, I would fund an independent scientific research center, people it with the best I could find, let their research take them where it may and put you in charge.
Steven Mosher says:
June 5, 2013 at 3:40 pm
PDO is temperature. predicting temperature from temperature tells you nothing.
=============
Exactly. Just like climate models predicting future temperatures from current and past temperatures, they tell you nothing.
However, in this case the author is using lag, not temperature to make a prediction. The prediction is that PDO leads global temps by 5 years, and thus one can use the trend in the PDO to predict the trend in global temps 5 years in advance. Which is a whole lot better than climate models have been able to do.
This doesn’t mean or require that the PDO causes global temps to vary, but it could. My suspicion is that the PDO reflects an oscillation in deep ocean mixing rate, the ocean conveyor that surfaces after a 1000 years of travel between the poles and eastern Pacific. When the tail end of this flow slows, the Pacific warms first, then the rest of the globe follows. When the tail end speeds up, the Pacific cools, then the rest of the globe follows. Thus the lag between the PDO and global temps.
We see a (quasi) cyclic timing in this oscillation likely because it beats in time with some orbital harmonics, that are co-incidentally tuned to some natural frequency of the oceans. Whether this effect is direct, such as the effect of the orbital plane of the moon on the distribution of water in the oceans, or indirect as a result of near integer resonance of the planets on the solar cycle, there is no lack of conjecture.
As far as prediction goes, our current knowledge of mathematics indicates we are a long ways from being able to reliably calculate climate from first principles, even if we did have good historical data. The current climate models demonstrate this failing in spades and are a scam of global proportions, as they continue to drift further and further away from reality. The Farmers Almanac is a more reliable guide, and costs about $100 million less.
The PDO index reflects the degree to which observed SSTs across the entire N. Pacific resemble a reference pattern (that pattern was derived in an EOF analysis). The pattern is basically an east-west see-saw, and the PDO index has large negative values when the N. Pacific is both warmer than average in the western N. Pacific and colder than average along the Pacific coast, the situation we currently have. Does anyone really think that a pattren of more colder water along our west coast than in the western Pacific will have no effect on our west coast temperatures or the weather that blows in from the Pacific. Of course it will.
A more negative PDO index is typically a result of both more negative SST anomalies in the NE Pacific in combination with more positive SST anomalies in the central north Pacific.
It is possible that this changing pattern of SST in the North Pacific together with the AMO temperature pattern in the North Atlantic can and does have a significant impact on North American weather and temperatures , which in turn and via air circulations cross the Atlantic and will affect Europe as well . So it is quite possible in my judgment that PDO index can have predictive value for global temperatures.
Paul Vaughan says:
Finally, an N=4 standing wave-like pattern in the MSLP that circumnavigates the Southern Hemisphere every 18.6 years
==========
The precession of the plane of the lunar orbit is 18.6 years, which would certainly affect the oceans and the currents within. It could even result in resonance and cycles; oscillations if you will.
Girma, at 8:05 pm
Make that the derivative and there shouldn’t be much doubt
http://www.woodfortrees.org/plot/jisao-pdo/mean:252/normalise/plot/hadcrut4gl/mean:252/from:1910/detrend:0.8/normalise/derivative/mean:72/normalise/detrend:0.25/normalise
lgl
Amazing!
http://www.woodfortrees.org/plot/jisao-pdo/mean:252/normalise/plot/hadcrut4gl/mean:252/from:1910/detrend:0.8/normalise/derivative/mean:72/normalise/detrend:0.25/normalise
You should write a guest post on it.
From a PNAS paper by G.j McCabe et al called PACIFIC AND ATLANTIC OCEAN INFLUENCES ON MULTIDECADAL DROUGHT FREQUENCYIN UNITED S ATES [2004
Abstract
More than half (52%) of the spatial and temporal variance in multidecadal drought frequency over the conterminous United States is attributable to the Pacific Decadal Oscillation (PDO) and the Atlantic Multidecadal Oscillation (AMO). An additional 22% of the variance in drought frequency is related to a complex spatial pattern of positive and negative trends in drought occurrence possibly related to increasing Northern Hemisphere temperatures or some other unidirectional climate trend. Recent droughts with broad impacts over the conterminous U.S. (1996, 1999-2002) were associated with North Atlantic warming (positive AMO) and northeastern and tropical Pacific cooling (negative PDO). Much of the long-term predictability of drought frequency may reside in the multidecadal behavior of the North Atlantic Ocean. Should the current positive AMO (warm North Atlantic) conditions persist into the upcoming decade, we suggest two possible drought scenarios that resemble the continental-scale patterns of the 1930s (positive PDO) and 1950s (negative PDO) drought.
Paul,
The exact figure is 4.65 years (= 18.6 years / 4), so following your suggestion you would get:
((5 * 4.65) / (5 + 4.65) = 2.41 years = 28.9 months
which has roughly the mean period of the QBO.
I see oscillation in the strength of the moving N=4 standing wave that is sometimes biennial and sometimes triennial – which I would think average out to roughly ~ 2.5 years.
@rgbatduke
I agree heartily with your enumeration of things we don’t know. It is extremely strange to observe the disconnect between the absolutely daunting complexity of the climate and the notion of supposedly settled science that still dominates the public’s perception.
As to your question: Why is it so very difficult to say “we don’t know?” That is psychology — we would be admitting defeat. Species did not advance in evolution by admitting defeat, and acceptance of defeat is shunned equally by human instincts and the human mind. This does, of course, produce deplorable results. Francis Bacon said it well:
His words remain true even in our supposed age of enlightenment. When I was at med school, the supposed cause of ulcers was stress, and an entire cathedral full of psychosomatic pontification had been erected around this supposition. Against this fortified position, it was an uphill battle for the truth — the real cause of ulcers is a pesky bacterium, Helicobacter pylori. Why should rational climate scientists have it any easier than Marshall and Warren, the two brave Aussie champions of this humble bug …
BTW I just set another bad example … I really don’t know the answer to the question, so I made it up 😉
It is really rather interesting to note the array of “definitions” of the PDO in this thead. There is everything from Steve Mosher’s “temperature” to Willis’ assertion that it is a principal component of sea surface temperature distribution patterns within a given region. It seems to me that a discussion would benefit from people settling down and settling on a common definition of just what is meant by PDO, QDO, IDO, ENSO and the rest of the alphabet soup. You want to remember that the PDO was not detected by either meteorologists or climatologists, but rather by a fisheries guy who noted patterns in west coast salmon runs. So, possibly it’s the salmon who have always controlled climate. I wish to be the first to salute our scaly overlords. 😉
I’ve been saying this for years – ever since WUWT introduced me to the cycles of the PDO. It just seemed obvious.
.
I would have to agree that modeling a temperature term with a temperature term is problematic. Perhaps it would be time to move on to AMO vs. northern sea ice anomaly. Adding a probit qualitative terms for which side of the Arctic ice sheet is low compared to high AMO could also be tested.
Visually, it looks like this from the WattsUp reference pages on sea ice and AMO….
Surely, no one is going to say temperature does not effect ice!
http://arctic.atmos.uiuc.edu/cryosphere/IMAGES/seaice.anomaly.arctic.png
http://www.climate4you.com/images/NOAA%20SST-NorthAtlantic%20GlobalMonthlyTempSince1979%20With37monthRunningAverage.gif
duster
the PDO index tracks a pattern of SST anomalies that, when it is cold in the western and central part of the N. Pacific, and warm in the eastern part of the N. Pacific, the index has positive values and is negative when the pattern is opposite to the above, The question that this track asks is whether changes in these patterns are of predictive value in predicting changes to global temperatures as well . Those who have observed and analyzed the index and the global temperatures say that they have noted the relationship to be of value even though the connection is not fully yet explained or appreciated.. I tend to agree . . The key is that pdo is an index of pattrens and not a direct tempertaure index. Because this pattern seems to have a somewhat of a repetitive nature recently [ 30 years positive and 30 years negative] , it is currently heading down[negative since 2007] and may trough by about 2030. Is this indicating that global climate will do the same and trough as well ?. Maybe. Global temperatures peaked about 2000-2010 and are heading down.[ see recent posts on this]
I still suggest a closer look at the Salmon.
Duster says:
June 6, 2013 at 10:17 am
I did not “assert” that the PDO “is a principal component of sea surface temperature distribution patterns within a given region”.
I said that’s the measurement index of the PDO that was used in the head graph. The graph uses the JISAO PDO Index, which uses the leading PC as I reported (not “asserted”).
There are several other ways to measure the PDO. I should probably write a post on the subject.
Mmmm … that would be one of the reasons for the post. In the meantime, it’s important to distinguish and disambiguate several things:
1. What the PDO is.
2. What the PDO does.
3. How the PDO is measured.
You’re preaching to the choir on that one, duster …
w.
briancd160 says:
June 6, 2013 at 1:14 am
Eric Worrall asked in the lead post whether the result was due to “bad endpoint choice”, so I thought I’d look at a larger record.
However, the “you don’t realize” was about the following thought, which was that they are only comparing the temperature of the whole with the temperature of the part …
That’s like saying the temperature of your living room has a “high correlation” with the temperature of your house. You are comparing Pacific temperatures with global temperatures, and I’d be shocked if they were NOT well correlated.
To understand the PDO, you have to look at its effect, but not on temperature directly. You need to look at how it affects the functioning of the climate system.
The earth loses much of its heat by moving it (via a number of paths) to the poles. One of the major paths is through the movement of warm water to the poles in the Pacific. The two states of the PDO (warm and cold) reflect re-arrangements of the oceanic currents that either assist or impede the flow of warm water from the tropical Pacific to the poles.
I’ll expand on this thought in an upcoming post,
w.
@ur momisugly Girma (June 6, 2013 at 7:01 am)
It’s a very well known result:
https://pantherfile.uwm.edu/kravtsov/www/downloads/Presentations2010-2011/AMO_AGU10.pdf
I sure hope you didn’t overlook something that simple.
@ur momisugly Ian Wilson
Saros? I’m going to have to look into this far more carefully if/when time/resources ever permit…