Climate models fail to model accurately – again: 'decision makers [should] not rely on a single model for predicting what the future of the Arctic'

From the UNIVERSITY OF MASSACHUSETTS AT AMHERST: Climate models disagree on strength of carbon land sink across northern Eurasia

UMass Amherst climate scientist says models underestimate region’s sequestration

AMHERST, Mass. – In a new assessment of nine state-of-the-art climate model simulations provided by major international modeling centers, Michael Rawlins at the University of Massachusetts Amherst and colleagues found broad disagreement in the amount of atmospheric carbon dioxide (CO2) annually sequestered in tundra and boreal ecosystems of Northern Eurasia, a vast, understudied region of the world.

Rawlins also identified a trend among the nine models that shows the region’s land carbon sink has been strengthening in recent decades, drawing in more carbon than expected, driven by increases in carbon uptake from plant growth that outweigh respiration increases. But lately, it shows signs of weakening.

Annual net ecosystem productivity, (NEP, in grams of carbon per square meter per year) across the study region as an average across the nine climate models. Standard error range is shown in gray. Annual NEP, which closely tracks the net CO2 sink, shows an increase through the first four decades, and remains relatively stable since 2000. CREDIT UMass Amherst
Annual net ecosystem productivity, (NEP, in grams of carbon per square meter per year) across the study region as an average across the nine climate models. Standard error range is shown in gray. Annual NEP, which closely tracks the net CO2 sink, shows an increase through the first four decades, and remains relatively stable since 2000.
CREDIT UMass Amherst

“As a group, the models tend to overestimate carbon emissions from land, particularly in autumn,” he says. “They generally underestimate the present-day carbon sink, in our view. So there is good news, in that the region is likely storing more of the carbon being emitted by human activities than the models depict. But the lack of agreement across the models is a concern.”

He adds, “Given the wide range in sink strength across the models, we are recommending that decision makers not rely on a single model for predicting what the future of the Arctic may be. This could lead to a very biased assessment.” Findings appear in the current issue ofBiogeosciences.

The lack of agreement “is not for a lack of effort on the part of modeling groups,” Rawlins points out, but rather from a lack of available data to improve understanding of key processes. Northern Eurasia is critically undersampled, with much less field study than other parts of the Arctic.

For this model intercomparison supported by NASA, Rawlins and the team examined simulations from nine land models participating in the Model-Integration Working Group of the Permafrost Carbon Network (PCN). Group members from each center conducted retrospective simulations from 1960 to 2009, producing current best estimates of the flow of CO2 between the land and atmosphere. They compared the model data with satellite and land-based measurements to establish model credibility.

Rawlins and colleagues also found that residence time of carbon in soils is decreasing in response to warming temperatures that enhance both carbon uptake from plant growth and carbon emissions from soil litter decomposition. “In essence, carbon is moving through northern ecosystems at a faster rate,” he points out.

This study and others from the PCN are helping modelers to refine representation of carbon fluxes and storages across permafrost regions, Rawlins says. The best climate models constantly evolve, adding multiple interacting variables over time. However, the simulation of terrestrial ecosystem processes is currently inadequate. “Models do a good job at simulating some elements of the climate system, but they disagree on key aspects of the land-atmosphere CO2 exchange, and in particular the amount of carbon being sequestered,” he explains.

Statistically speaking, the range in model estimates of net productivity, which closely approximates the net CO2 sink, is twice the multi-model average. “This speaks to the level of uncertainty in sink strength,” the climate scientist says.

Rawlins and the team point out the need for new field data on vegetation and soil characteristics for model parametrization and validation. “Comparisons with the few available tower-based measurements suggest that the models tend to overestimate land carbon emissions in spring and autumn. However, the lack of data across this large area limits our confidence in this bias. There is an obvious need for establishment of more research sites. Additionally, soil measurements at new locations must be made at several depths, and during autumn, winter and spring,” he notes.

They also provide additional recommendations to improve model simulations of Arctic carbon cycle process, writing that investments must be made to develop new benchmarking datasets from measurements and remote-sensing observations and to support coordinated model intercomparison studies using standardized driving variables.

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richardscourtney
July 30, 2015 5:07 am

RERT:
You rightly say

I note with interest that Steve Mosher didn’t respond with any link to the satellite CO2 data. I guess mother nature really is off-message.

Yes. But the issue is not the raw data because – as you say – raw OCO-2 data can be downloaded from here.
The issue is that only the first month of the data was provided as this plot which shows there is no correspondence between ‘high’ levels of atmospheric CO2 and sites of emissions of CO2 from human activities. But that plot was only for one month.
If the lack of correspondence exists throughout a year then that would disprove the claims of the rising atmospheric CO2 being caused by human emissions of CO2 overloading the natural sinks of CO2.

The software to provide the plots exists; at very least, it existed when the first month of data was released. This poses the question as to why the use of that software was discontinued immediately when it was noticed that the plot of the first month of data seemed to provide an inconvenient indication.
An annual plot would provide definitive evidence before the COP in Paris in December, and I predicted that such a plot would not then be provided.
Richard

Harry Passfield
Reply to  richardscourtney
July 30, 2015 9:28 am

Richard: I suggest there should be a full post about what has happened to this plot/data. I went to the data site and figured it was designed to put users off. We need similar plots/graphics to those that MoB supplies in his posts.

MRW
Reply to  richardscourtney
July 30, 2015 9:46 am

@RichardCourtney,
Your link (“this plot”) doesn’t show the full global OCO satellite initial image, but it’s available here from the original WUWT article about it. Three scenarios for the future of NASA’s Orbiting Carbon Observatory

Harry Passfield
Reply to  MRW
July 30, 2015 10:37 am

How perceptive of Ronald Voisin: He listed three options that would happen (Note option #3):

A Cynical Engineer: There are three scenarios for the future of NASA’s Orbiting Carbon Observatory:
1) NASA will continue to report transparent scientific results that will quickly and stunningly turn CAGW upside down. We will all realize that global CO2 emissions are not at all as taught, preached or predicted. That human emission to global atmospheric CO2 concentration is and always has been a small single-digit contribution. That if we shut human CO2 emission down completely tomorrow little would happen to the future trajectory of global CO2 concentration. And indeed, had we humans never industrialized, little would be different about that trajectory over the past 60 years right up to today.
2) NASA will homogenize the data with such effort as to make the original data set unrecognizable. There will be lots of hand waving and we’ll endure continued lame explanations such as in the caption that was released with this initial data set.
3) The OCO instrument will suffer a premature and catastrophic failure.

richardscourtney
Reply to  MRW
July 30, 2015 1:50 pm

MRW:
Yes. Thankyou.
Richard

MRW
Reply to  MRW
July 30, 2015 5:29 pm

@RichardCourtney,
What do EH, TH, and FH, mean on your plot? Thx.

richardscourtney
Reply to  MRW
July 31, 2015 12:07 am

MRW:
The points EH, TH, and FH are sites of significant volcanism.
It is not my plot and for explanation I refer you to the original WUWT article by Martin Hovland that provided the annotated plot.
Richard

richard verney
Reply to  MRW
July 31, 2015 1:32 am

The present delay in presenting the OCO-2 data does not inspire confidence, and it is not surprising that it leads to conspiracy theories.
I consider that option 3 listed by Ronald Voisin was a cynical remark given that the data first presented (which was a snapshot and did not cover a full annual cycle) was obviously not particularly supportive of the countries which have been singled out as heavy polluters who should pay carbon compensation to countries that have been selected as least polluters who should receive the carbon compensation.
The OCO-2 evidence turned the selection on the head and showed that whilst the heavy manmade CO2 emitters may be emitting manmade CO2, some of those countries are sinks, or at any rate are not as heavy emitters of CO2 (including the combination of manmade and natural) as countries in the developing world.
What I find strange in all of this is that there is no official word on why the next 2 tranches of data have not yet been produced. It seems that no one at high level is asking for the data and therefore NASA need not say anything for the time being.
I consider that Americans should be writing to their (Republican) Congressmen asking them to request the data and an explanation as to why NASA has not published the data every 3 months as was initially indicated.