Guest geological perspective by David Middleton
In Part 1 of this series on resolution in signal processing, we discussed the integration of high resolution instrumental temperature records and lower resolution paleoclimate proxy data in climate reconstructions. In Part Deux, we will look at the integration of high resolution instrumental carbon dioxide records and lower resolution paleoclimate data.
Carbon Dioxide Hockey Sticks
The image below is an example of fake science.

Ancient air bubbles trapped in ice enable us to step back in time and see what Earth’s atmosphere, and climate, were like in the distant past. They tell us that levels of carbon dioxide (CO2) in the atmosphere are higher than they have been at any time in the past 400,000 years.
NASA
According to the NASA narrative, the paleo-CO2 was from the Vostok ice core…
Data: Luthi, D., et al.. 2008; Etheridge, D.M., et al. 2010; Vostok ice core data/J.R. Petit et al.; NOAA Mauna Loa CO2 record. Some description adapted from the Scripps CO2 Program website, “Keeling Curve Lessons.”
NASA
The NOAA Mauna Loa CO2 record would be a single data point at the same resolution of the Vostok ice core. It would be the average atmospheric concentration over the past 1,500 years, not the sharp blade of a hockey stick.
Most Antarctic ice cores are not capable of resolving century-scale CO2 shifts. ice cores cannot resolve CO2 shifts that occur over durations shorter than twice the bubble enclosure period.
According to Neftel et al. (1988), CO2 fluctuation with a duration of less than twice the bubble enclosure time (equivalent to approximately 134 calendar yr in the case of Byrd ice and up to 550 calendar yr in Dome Concordia) cannot be detected in the ice or reconstructed by deconvolution.
McElwain et al., 2001
Here is a schematic diagram of bubble trapping process for the Law Dome, Antarctica DE08 ice core:

The gas enclosed in ice core bubbles is always younger than the enclosing ice. The gas-age/ice-age difference is a function of the snow accumulation rate. The higher the accumulation rate, the smaller the gas-age/ice-age difference, the shorter the gas age distribution and the higher the resolution. The bubble enclosure period for Law Dome DE08 is about 10 years, indicating a resolution of 20 years. While it’s possible that the resolution of the DE08 core is as fine as 10 years, it could also be as low as 30 years. MacFarling Meure et al. 2006 presented the highest resolution analysis of the Law Dome cores as a 20-yr spline fit. While the exact resolution is uncertain, even at 30-yr, it should “see” the Mauna Loa record and it does.
This composite Antarctic ice core record would seem to confirm that CO2 is indeed higher than at any point in the past 800,000 years:

The composite was constructed from the following core intervals:
- -51-1800 yr BP:’ Law Dome (Rubino et al., 2013)
- 1.8-2 kyr BP: Law Dome (MacFarling Meure et al., 2006)
- 2-11 kyr BP: Dome C (Monnin et al., 2001 + 2004)
- 11-22 kyr BP: WAIS (Marcott et al., 2014) minus 4 ppmv (see text)
- 22-40 kyr BP: Siple Dome (Ahn et al., 2014)
- 40-60 kyr BP: TALDICE (Bereiter et al., 2012)
- 60-115 kyr BP: EDML (Bereiter et al., 2012)
- 105-155 kyr BP: Dome C Sublimation (Schneider et al., 2013)
- 155-393 kyr BP: Vostok (Petit et al., 1999)
- 393-611 kyr BP: Dome C (Siegenthaler et al., 2005)
- 612-800 kyr BP: Dome C (Bereiter et al., 2014)
These ice cores are of vastly different resolutions. Petit et al., 1999 indicate that the CO2 resolution for Vostok is 1,500 years. Lüthi et al., 2008 suggest a CO2 resolution of about 500 years for Dome C. It appears that the high resolution Law Dome DE08 core was just spliced on to the lower frequency older ice cores.
If I apply a 500-yr smoothing filter to the DE08 core to match Dome C, I get this:

Century scale CO2 shifts on the order of the modern instrumental record would not be resolved by most Antarctic ice cores.
Application of a 130-yr smoothing filter indicates that it would be detected, but not resolved in the medium resolution Byrd ice core (Neftel, et al., 1988):

Somewhat like my seismic fault resolution example in Part 1, ice cores with at least a 130-yr resolution could detect the anomaly, but not fully resolve the Mauna Loa record.
Atmospheric CO2 is almost certainly at its highest level in 2,000 years. It may even be higher than any time in the past 5,000 years… It might actually be higher than at any point in the past 800,000 years, as routinely depicted by climate “scientists”. However, every method of estimating pre-industrial CO2 levels, apart from Antarctic ice cores, indicate that Late Quaternary CO2 levels were frequently in the 300-350 ppmv range and possibly occasionally over 400 ppmv.
Greenland Ice Cores
Very little has been published about CO2 concentrations in Greenland ice cores. Anklin et al, 1997 is the only publication that I have been able to obtain. In the following figures, I have overlaid the composite Antarctic ice core record over two images from Anklin:


Greenland generally has a much higher snow accumulation rate and therefore its ice cores are of much higher resolution than most Antarctic ice cores. As such, they should see higher and much more variable CO2 concentrations. However, the so-called “consensus” rejects Greenland ice core CO2 data because…
The discrepancies between the CO2 profiles from Greenland and Antarctica can be explained by in situ production of excess CO2 due to interactions between carbonate and acidic species…
Anklin et al, 1997
The discrepancies could also be explained by resolution differences… And the higher, more variable CO2 concentrations of Greenland ice cores are supported by another method of estimating paleo-CO2 concentrations.
Plant Stomata
This was the subject of my first post for WUWT back in 2010.
PLANT STOMATA
Middleton, 2010
Stomata are microscopic pores found in leaves and the stem epidermis of plants. They are used for gas exchange. The stomatal density in some C3 plants will vary inversely with the concentration of atmospheric CO2. Stomatal density can be empirically tested and calibrated to CO2 changes over the last 60 years in living plants.
There’s very good agreement between plant stomata and the highest resolution segment of the composite Antarctic ice core.

The agreement deteriorates with age…



Note that two stomata chronologies indicate sharp spikes in atmospheric CO2 near the end of the Late Pleistocene Bølling-Allerød interstadial/GI-1 (230-320, 240-430 ppmv) and the onset of the Holocene (210-330, 170-300 ppmv).


The spike at the onset of the Holocene is even supported by an example of “Chicken Little of the Sea”…

The same relationship holds true for the last Pleistocene intreglacial stage (Eemian/Sangamonian):

Conclusions
The plant stomata chronologies falsify the notion of a stable 270-280 ppmv pre-industrial atmospheric CO2 concentration.
In contrast to conventional ice core estimates of 270 to 280 parts per million by volume (ppmv), the stomatal frequency signal suggests that early Holocene carbon dioxide concentrations were well above 300 ppmv.
[…]
Most of the Holocene ice core records from Antarctica do not have adequate temporal resolution.
[…]
Our results falsify the concept of relatively stabilized Holocene CO2 concentrations of 270 to 280 ppmv until the industrial revolution. SI-based CO2 reconstructions may even suggest that, during the early Holocene, atmospheric CO2 concentrations that were >300 ppmv could have been the rule rather than the exception.
Wagner et al., 1999
The plant stomata chronologies are reproducible…
The majority of the stomatal frequency-based estimates of CO2 for the Holocene do not support the widely accepted concept of comparably stable CO2 concentrations throughout the past 11,500 years. To address the critique that these stomatal frequency variations result from local environmental change or methodological insufficiencies, multiple stomatal frequency records were compared for three climatic key periods during the Holocene, namely the Preboreal oscillation, the 8.2 kyr cooling event and the Little Ice Age. The highly comparable fluctuations in the paleo-atmospheric CO2 records, which were obtained from different continents and plant species (deciduous angiosperms as well as conifers) using varying calibration approaches, provide strong evidence for the integrity of leaf-based CO2 quantification.
Wagner et al., 2004
The discrepancies between the Antarctic ice cores and stomata chronologies can largely be explained as functions of ice core resolution…
The discrepancies between the ice-core and stomatal reconstructions may partially be explained by varying age distributions of the air in the bubbles because of the enclosure time in the firn-ice transition zone. This effect creates a site-specific smoothing of the signal (decades for Dome Summit South [DSS], Law Dome, even more for ice cores at low accumulation sites), as well as a difference in age between the air and surrounding ice, hampering the construction of well-constrained time scales (Trudinger et al., 2003).
Kouwenberg et al., 2005
The resolution difference can be quantified…
Atmospheric CO2 reconstructions are currently available from direct measurements of air enclosures in Antarctic ice and, alternatively, from stomatal frequency analysis performed on fossil leaves. A period where both methods consistently provide evidence for natural CO2 changes is during the 13th century AD. The results of the two independent methods differ significantly in the amplitude of the estimated CO2 changes (10 ppmv ice versus 34 ppmv stomatal frequency). Here, we compare the stomatal frequency and ice core results by using a firn diffusion model in order to assess the potential influence of smoothing during enclosure on the temporal resolution as well as the amplitude of the CO2 changes. The seemingly large discrepancies between the amplitudes estimated by the contrasting methods diminish when the raw stomatal data are smoothed in an analogous way to the natural smoothing which occurs in the firn.
Van Hoof et al., 2005

The effect of resolution on the amplitude of the CO2 signal can even be demonstrated using Antarctic ice cores…

Yet, this is all ignored and climate “scientists” continue to push this narrative…
Ancient air bubbles trapped in ice enable us to step back in time and see what Earth’s atmosphere, and climate, were like in the distant past. They tell us that levels of carbon dioxide (CO2) in the atmosphere are higher than they have been at any time in the past 400,000 years.
The effects of resolution on the CO2 signal render all but impossible to definitively state “that levels of carbon dioxide (CO2) in the atmosphere are higher than they have been at any time in the past 400,000 years.”
As I previously stated:
Atmospheric CO2 is almost certainly at its highest level in 2,000 years. It may even be higher than any time in the past 5,000 years… It might actually be higher than at any point in the past 800,000 years, as routinely depicted by climate “scientists”. However, every method of estimating pre-industrial CO2 levels, apart from Antarctic ice cores, indicate that Late Quaternary CO2 levels were frequently in the 300-350 ppmv range and possibly occasionally over 400 ppmv.
From a climatic perspective, 400-500 ppmv is not significantly above a natural background which routinely rose to 300-400 ppmv in response to Earth’s natural cycles of warming.
Here is MacFarling-Meure’s higher resolution Law Dome CO2 reconstruction, Mauna Loa (MLO) plotted on Figure 3 from Kouwenberg et al., 2005…

counts on Tsuga heterophylla needles for A.D. 800–2000.
Black line connects means of 3–5 needles per sample; thick white
line shows three-point moving average. Gray area indicates confidence
interval of 61 root mean standard error” (Kouwenberg et al., 2005). The blue line is MacFarling Meure (lower resolution DSS before 1800). The orange line is a 20-yr average of MLO.
While it does appear that atmospheric CO2 is currently higher than any point in the last 1,000-2,000 years, when all of the data are examined, it’s not nearly as anomalous as indicated by the Antarctic ice cores.
Higher frequency data have a lower signal-to-noise ratio than lower frequency data. In seismic data processing, we strive to preserve as much of the high frequency component as possible. In climate “science” there seems to be a tendency to disregard the high frequency component of the pre-industrial carbon dioxide record, while also disregarding or mishandling the low frequency component of the pre-industrial temperature record (Esper et al., 2005). This leads to overestimating the climate sensitivity (Lorius et al., 1990) and almost certainly underestimating atmospheric carbon dioxide’s sensitivity to temperature changes.
References
Ahn, J., E. J. Brook, L. Mitchell, J. Rosen, J. R. McConnell, K. Taylor, D. Etheridge, and M. Rubino (2012). “Atmospheric CO2 over the last 1000 years: A high-resolution record from the West Antarctic Ice Sheet (WAIS) Divide ice core”. Global Biogeochem. Cycles, 26, GB2027, doi:10.1029/2011GB004247. LINK
Anklin, M., J. Schwander, B. Stauffer, J. Tschumi, A. Fuchs, J. M. Barnola, and D. Raynaud (1997), “ CO2 record between 40 and 8 kyr B.P. from the Greenland Ice Core Project ice core,” J. Geophys. Res., 102(C12), 26539–26545, doi: 10.1029/97JC00182.
Bereiter, Bernhard. Sarah Eggleston, Jochen Schmitt, Christoph Nehrbass-Ahles, Thomas F. Stocker, Hubertus Fischer, Sepp Kipfstuhl and Jerome Chappellaz. 2015. Revision of the EPICA Dome C CO2 record from 800 to 600 kyr before present. Geophysical Research Letters. . doi: 10.1002/2014GL061957. LINK
Esper, J., R.J.S. Wilson, D.C. Frank, A. Moberg, H. Wanner, & J. Luterbacher. 2005. “Climate: past ranges and future changes”. Quaternary Science Reviews 24: 2164-2166.
Finsinger, W. and F. Wagner-Cremer. “Stomatal-based inference models for reconstruction of atmospheric CO2 concentration: a method assessment using a calibration and validation approach”. The Holocene 19,5 (2009) pp. 757–764
Kubota K., Yokoyama Y., Ishikawa T., Obrochta S., Suzuki A. “Larger CO2 source at the equatorial Pacific during the last deglaciation.” (2014) Scientific Reports, 4 , art. no. 5261.
Lorius, C., J. Jouzel, D. Raynaud, J. Hansen, and H. Le Treut, 1990: The ice-core record: Climate sensitivity and future greenhouse warming. Nature, 347, 139-145, doi:10.1038/347139a0.
Lüthi, D., M. Le Floch, B. Bereiter, T. Blunier, J.-M. Barnola, U. Siegenthaler, D. Raynaud, J. Jouzel, H. Fischer, K. Kawamura, and T. F. Stocker. 2008. “High-resolution carbon dioxide concentration record 650,000-800,000 years before present”. Nature 453(7193):379-382, doi: 10.1038/nature06949. LINK
MacFarling Meure, C., D. Etheridge, C. Trudinger, P. Steele, R. Langenfelds, T. van Ommen, A. Smith, and J. Elkins. 2006. “The Law Dome CO2, CH4 and N2O Ice Core Records Extended to 2000 years BP”. Geophysical Research Letters, Vol. 33, No. 14, L14810 10.1029/2006GL026152. LINK Data
McElwain et al., 2001. “Stomatal evidence for a decline in atmospheric CO2 concentration during the Younger Dryas stadial: a comparison with Antarctic ice core records”. J. Quaternary Sci., Vol. 17 pp. 21–29. ISSN 0267-8179. LINK
Neftel, Albrecht, H. Oeshger, T. Staffelbach & Bernhard Stauffer. (1988). “CO2 record in the Byrd ice core 50,000–5,000 years”. Nature. 331. 609-611. 10.1038/331609a0.
Petit J.R., Jouzel J., Raynaud D., Barkov N.I., Barnola J.M., Basile I., Bender M., Chappellaz J., Davis J., Delaygue G., Delmotte M., Kotlyakov V.M., Legrand M., Lipenkov V., Lorius C., Pépin L., Ritz C., Saltzman E., Stievenard M., 1999. “Climate and Atmospheric History of the Past 420,000 years from the Vostok Ice Core, Antarctica”. Nature. 399, pp.429-436. LINK
Rundgren et al., 2005. “Last interglacial atmospheric CO2 changes from stomatal index data and their relation to climate variations”. Global and Planetary Change 49 (2005) 47–62.
Steinthorsdottir, Margret & Wohlfarth, Barbara & Kylander, Malin & Blaauw, Maarten & Reimer, Paula. (2013). “Stomatal proxy record of CO2 concentrations from the last termination suggests an important role for CO2 at climate change transitions.” Quaternary Science Reviews. 68. 43-58. 10.1016/j.quascirev.2013.02.003.
Van Hoof et al., 2005. “Atmospheric CO2 during the 13th century AD: reconciliation of data from ice core measurements and stomatal frequency analysis”. Tellus (2005), 57B, 351–355.
Wagner et al., 1999. “Century-Scale Shifts in Early Holocene Atmospheric CO2 Concentration”. Science 18 June 1999: Vol. 284. no. 5422, pp. 1971 – 1973.
Wagner F, Kouwenberg LLR, van Hoof TB, Visscher H, 2004. “Reproducibility of Holocene atmospheric CO2 records based on stomatal frequency”. Quat Sci Rev 23:1947–1954. LINK
That’s my feeling to but as I’m told by some in the GSL I’m not a climate scientist, my opinion is zilch; thanks David
Some of the ice core work has actually been done properly, often employing similar signal processing methods we use on seismic data… But they always seem to butcher the “well tie.” I’m only half-joking when I say that we would be fired for such incompetence (or fraud), probably sued and quite possibly prosecuted.
The well tie syndrome has always been with us, confirmation bias, not necessarily dishonesty per se, but certainly log interpretation, and the rotary lie detector teaches you to be aware of. There is no recourse in this field – at the moment. The PETM nonesense is similar, a ‘massive CO2 influx has to be the cause of the heating … then reputations kick in and defensive walls are erected. Can I come back to you next time the GSL people try to push their PETM science on us, supported as it is by Parrenin et al?
I think you have my email… And I think we’re connected on LinkedIn… Just let me know… 🤙