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Proxy (climate)

In the study of past climates ("paleoclimatology"), climate proxies are preserved physical characteristics of the past that stand in for direct meteorological measurements[1] and enable scientists to reconstruct the climatic conditions over a longer fraction of the Earth's history. Reliable global records of climate only began in the 1880s, and proxies provide the only means for scientists to determine climatic patterns before record-keeping began.

Reconstructions of global temperature of the past 2000 years, using composite of different proxy methods

A large number of climate proxies have been studied from a variety of geologic contexts. Examples of proxies include stable isotope measurements from ice cores, growth rates in tree rings, species composition of sub-fossil pollen in lake sediment or foraminifera in ocean sediments, temperature profiles of boreholes, and stable isotopes and mineralogy of corals and carbonate speleothems. In each case, the proxy indicator has been influenced by a particular seasonal climate parameter (e.g., summer temperature or monsoon intensity) at the time in which they were laid down or grew. Interpretation of climate proxies requires a range of ancillary studies, including calibration of the sensitivity of the proxy to climate and cross-verification among proxy indicators.[2]

Proxies can be combined to produce temperature reconstructions longer than the instrumental temperature record and can inform discussions of global warming and climate history. The geographic distribution of proxy records, just like the instrumental record, is not at all uniform, with more records in the northern hemisphere.[3]

Proxies edit

In science, it is sometimes necessary to study a variable which cannot be measured directly. This can be done by "proxy methods," in which a variable which correlates with the variable of interest is measured, and then used to infer the value of the variable of interest. Proxy methods are of particular use in the study of the past climate, beyond times when direct measurements of temperatures are available.

Most proxy records have to be calibrated against independent temperature measurements, or against a more directly calibrated proxy, during their period of overlap to estimate the relationship between temperature and the proxy. The longer history of the proxy is then used to reconstruct temperature from earlier periods.

Ice cores edit

Drilling edit

 
Ice Core sample taken from drill. Photo by Lonnie Thompson, Byrd Polar Research Center.

Ice cores are cylindrical samples from within ice sheets in the Greenland, Antarctic, and North American regions.[4][5] First attempts of extraction occurred in 1956 as part of the International Geophysical Year. As original means of extraction, the U.S. Army's Cold Regions Research and Engineering Laboratory used an 80-foot (24 m)-long modified electrodrill in 1968 at Camp Century, Greenland, and Byrd Station, Antarctica. Their machinery could drill through 15–20 feet (4.6–6.1 m) of ice in 40–50 minutes. From 1300 to 3,000 feet (910 m) in depth, core samples were 4+14 inches (110 mm) in diameter and 10 to 20 feet (6.1 m) long. Deeper samples of 15 to 20 feet (6.1 m) long were not uncommon. Every subsequent drilling team improves their method with each new effort.[6]

Proxy edit

 
δ18Oair and δDice for Vostok, Antarctica ice core.

The ratio between the 16O and 18O water molecule isotopologues in an ice core helps determine past temperatures and snow accumulations.[4] The heavier isotope (18O) condenses more readily as temperatures decrease and falls more easily as precipitation, while the lighter isotope (16O) needs colder conditions to precipitate. The farther north one needs to go to find elevated levels of the 18O isotopologue, the warmer the period.[further explanation needed][7]

In addition to oxygen isotopes, water contains hydrogen isotopes – 1H and 2H, usually referred to as H and D (for deuterium) – that are also used for temperature proxies. Normally, ice cores from Greenland are analyzed for δ18O and those from Antarctica for δ-deuterium.[why?] Those cores that analyze for both show a lack of agreement.[citation needed] (In the figure, δ18O is for the trapped air, not the ice. δD is for the ice.)

Air bubbles in the ice, which contain trapped greenhouse gases such as carbon dioxide and methane, are also helpful in determining past climate changes.[4]

From 1989 to 1992, the European Greenland Ice Core Drilling Project drilled in central Greenland at coordinates 72° 35' N, 37° 38' W. The ices in that core were 3840 years old at a depth of 770 m, 40,000 years old at 2521 m, and 200,000 years old or more at 3029 m bedrock.[8] Ice cores in Antarctica can reveal the climate records for the past 650,000 years.[4]

Location maps and a complete list of U.S. ice core drilling sites can be found on the website for the National Ice Core Laboratory.[5]

Tree rings edit

 
Tree rings seen in a cross section of a trunk of a tree.

Dendroclimatology is the science of determining past climates from trees, primarily from properties of the annual tree rings. Tree rings are wider when conditions favor growth, narrower when times are difficult. Two primary factors are temperature and humidity / water availability. Other properties of the annual rings, such as maximum latewood density (MXD) have been shown to be better proxies than simple ring width. Using tree rings, scientists have estimated many local climates for hundreds to thousands of years previous. By combining multiple tree-ring studies (sometimes with other climate proxy records), scientists have estimated past regional and global climates (see Temperature record of the past 1000 years).

Fossil leaves edit

Paleoclimatologists often use leaf teeth to reconstruct mean annual temperature in past climates, and they use leaf size as a proxy for mean annual precipitation.[9] In the case of mean annual precipitation reconstructions, some researchers believe taphonomic processes cause smaller leaves to be overrepresented in the fossil record, which can bias reconstructions.[10] However, recent research suggests that the leaf fossil record may not be significantly biased toward small leaves.[11] New approaches retrieve data such as CO2 content of past atmospheres from fossil leaf stomata and isotope composition, measuring cellular CO2 concentrations. A 2014 study was able to use the carbon-13 isotope ratios to estimate the CO2 amounts of the past 400 million years, the findings hint at a higher climate sensitivity to CO2 concentrations.[12]

Boreholes edit

Borehole temperatures are used as temperature proxies. Since heat transfer through the ground is slow, temperature measurements at a series of different depths down the borehole, adjusted for the effect of rising heat from inside the Earth, can be "inverted" (a mathematical formula to solve matrix equations) to produce a non-unique series of surface temperature values. The solution is "non-unique" because there are multiple possible surface temperature reconstructions that can produce the same borehole temperature profile. In addition, due to physical limitations, the reconstructions are inevitably "smeared", and become more smeared further back in time. When reconstructing temperatures around 1500 AD, boreholes have a temporal resolution of a few centuries. At the start of the 20th century, their resolution is a few decades; hence they do not provide a useful check on the instrumental temperature record.[13][14] However, they are broadly comparable.[3] These confirmations have given paleoclimatologists the confidence that they can measure the temperature of 500 years ago. This is concluded by a depth scale of about 492 feet (150 meters) to measure the temperatures from 100 years ago and 1,640 feet (500 meters) to measure the temperatures from 1,000 years ago.[15]

Boreholes have a great advantage over many other proxies in that no calibration is required: they are actual temperatures. However, they record surface temperature not the near-surface temperature (1.5 meter) used for most "surface" weather observations. These can differ substantially under extreme conditions or when there is surface snow. In practice the effect on borehole temperature is believed to be generally small. A second source of error is contamination of the well by groundwater may affect the temperatures, since the water "carries" more modern temperatures with it. This effect is believed to be generally small, and more applicable at very humid sites.[13] It does not apply in ice cores where the site remains frozen all year.

More than 600 boreholes, on all continents, have been used as proxies for reconstructing surface temperatures.[14] The highest concentration of boreholes exist in North America and Europe. Their depths of drilling typically range from 200 to greater than 1,000 meters into the crust of the Earth or ice sheet.[15]

A small number of boreholes have been drilled in the ice sheets; the purity of the ice there permits longer reconstructions. Central Greenland borehole temperatures show "a warming over the last 150 years of approximately 1°C ± 0.2°C preceded by a few centuries of cool conditions. Preceding this was a warm period centered around A.D. 1000, which was warmer than the late 20th century by approximately 1°C." A borehole in the Antarctica icecap shows that the "temperature at A.D. 1 [was] approximately 1°C warmer than the late 20th century".[16]

Borehole temperatures in Greenland were responsible for an important revision to the isotopic temperature reconstruction, revealing that the former assumption that "spatial slope equals temporal slope" was incorrect.

Corals edit

 
Coral bleached due to changes in ocean water properties

Ocean coral skeletal rings, or bands, also share paleoclimatological information, similarly to tree rings. In 2002, a report was published on the findings of Drs. Lisa Greer and Peter Swart, associates of University of Miami at the time, in regard to stable oxygen isotopes in the calcium carbonate of coral. Cooler temperatures tend to cause coral to use heavier isotopes in its structure, while warmer temperatures result in more normal oxygen isotopes being built into the coral structure. Denser water salinity also tends to contain the heavier isotope. Greer's coral sample from the Atlantic Ocean was taken in 1994 and dated back to 1935. Greer recalls her conclusions, "When we look at the averaged annual data from 1935 to about 1994, we see it has the shape of a sine wave. It is periodic and has a significant pattern of oxygen isotope composition that has a peak at about every twelve to fifteen years." Surface water temperatures have coincided by also peaking every twelve and a half years. However, since recording this temperature has only been practiced for the last fifty years, correlation between recorded water temperature and coral structure can only be drawn so far back.[17]

Pollen grains edit

Pollen can be found in sediments. Plants produce pollen in large quantities and it is extremely resistant to decay. It is possible to identify a plant species from its pollen grain. The identified plant community of the area at the relative time from that sediment layer, will provide information about the climatic condition. The abundance of pollen of a given vegetation period or year depends partly on the weather conditions of the previous months, hence pollen density provides information on short-term climatic conditions.[18] The study of prehistoric pollen is palynology.

Dinoflagellate cysts edit

 
Cyst of a dinoflagellate Peridinium ovatum

Dinoflagellates occur in most aquatic environments and during their life cycle, some species produce highly resistant organic-walled cysts for a dormancy period when environmental conditions are not appropriate for growth. Their living depth is relatively shallow (dependent upon light penetration), and closely coupled to diatoms on which they feed. Their distribution patterns in surface waters are closely related to physical characteristics of the water bodies, and nearshore assemblages can also be distinguished from oceanic assemblages. The distribution of dinocysts in sediments has been relatively well documented and has contributed to understanding the average sea-surface conditions that determine the distribution pattern and abundances of the taxa ([19]). Several studies, including [20] and [21] have compiled box and gravity cores in the North Pacific analyzing them for palynological content to determine the distribution of dinocysts and their relationships with sea surface temperature, salinity, productivity and upwelling. Similarly,[22] and [23] use a box core at 576.5 m of water depth from 1992 in the central Santa Barbara Basin to determine oceanographic and climatic changes during the past 40 kyr in the area.

Lake and ocean sediments edit

Similar to their study on other proxies, paleoclimatologists examine oxygen isotopes in the contents of ocean sediments. Likewise, they measure the layers of varve (deposited fine and coarse silt or clay)[24] laminating lake sediments. Lake varves are primarily influenced by:

  • Summer temperature, which shows the energy available to melt seasonal snow and ice
  • Winter snowfall, which determines the level of disturbance to sediments when melting occurs
  • Rainfall[25]

Diatoms, foraminifera, radiolarians, ostracods, and coccolithophores are examples of biotic proxies for lake and ocean conditions that are commonly used to reconstruct past climates. The distribution of the species of these and other aquatic creatures preserved in the sediments are useful proxies. The optimal conditions for species preserved in the sediment act as clues. Researchers use these clues to reveal what the climate and environment was like when the creatures died.[26] The oxygen isotope ratios in their shells can also be used as proxies for temperature.[27]

Water isotopes and temperature reconstruction edit

 

Ocean water is mostly H216O, with small amounts of HD16O and H218O, where D denotes deuterium, i.e. hydrogen with an extra neutron. In Vienna Standard Mean Ocean Water (VSMOW) the ratio of D to H is 155.76x10−6 and O-18 to O-16 is 2005.2x10−6. Isotope fractionation occurs during changes between condensed and vapour phases: the vapour pressure of heavier isotopes is lower, so vapour contains relatively more of the lighter isotopes and when the vapour condenses the precipitation preferentially contains heavier isotopes. The difference from VSMOW is expressed as δ18O = 1000‰  ; and a similar formula for δD. δ values for precipitation are always negative.[28] The major influence on δ is the difference between ocean temperatures where the moisture evaporated and the place where the final precipitation occurred; since ocean temperatures are relatively stable the δ value mostly reflects the temperature where precipitation occurs. Taking into account that the precipitation forms above the inversion layer, we are left with a linear relation:

δ 18O = aT + b

This is empirically calibrated from measurements of temperature and δ as a = 0.67 /°C for Greenland and 0.76 ‰/°C for East Antarctica. The calibration was initially done on the basis of spatial variations in temperature and it was assumed that this corresponded to temporal variations.[29] More recently, borehole thermometry has shown that for glacial-interglacial variations, a = 0.33 ‰/°C,[30] implying that glacial-interglacial temperature changes were twice as large as previously believed.

A study published in 2017 called the previous methodology to reconstruct paleo ocean temperatures 100 million years ago into question, suggesting it has been relatively stable during that time, much colder.[31]

Membrane lipids edit

A novel climate proxy obtained from peat (lignites, ancient peat) and soils, membrane lipids known as glycerol dialkyl glycerol tetraether (GDGT) is helping to study paleo environmental factors, which control relative distribution of differently branched GDGT isomers. The study authors note, "These branched membrane lipids are produced by an as yet unknown group of anaerobic soil bacteria."[32] As of 2018, there is a decade of research demonstrating that in mineral soils the degree of methylation of bacteria (brGDGTs), helps to calculate mean annual air temperatures. This proxy method was used to study the climate of the early Palaeogene, at the Cretaceous–Paleogene boundary, and researchers found that annual air temperatures, over land and at mid-latitude, averaged about 23–29 °C (± 4.7 °C), which is 5–10 °C higher than most previous findings.[33][34]

Pseudoproxies edit

The skill of algorithms used to combine proxy records into an overall hemispheric temperature reconstruction may be tested using a technique known as "pseudoproxies". In this method, output from a climate model is sampled at locations corresponding to the known proxy network, and the temperature record produced is compared to the (known) overall temperature of the model.[35]

See also edit

References edit

  1. ^ . www.ncdc.noaa.gov. Archived from the original on 2020-03-08. Retrieved 2017-10-12.
  2. ^ "Climate Change 2001: 2.3.2.1 Palaeoclimate proxy indicators." 2009-12-04 at the Wayback Machine
  3. ^ a b "Borehole Temperatures Confirm Global Warming Pattern."
  4. ^ a b c d Strom, Robert. Hot House. p. 255
  5. ^ a b "Core Location Maps." 2009-11-10 at the Wayback Machine
  6. ^ Vardiman, Larry, Ph.D. Ice Cores and the Age of the Earth. p. 9-13
  7. ^ "Paleoclimatology: the Oxygen Balance."
  8. ^ "The GRIP Coring Effort."
  9. ^ Dana L. Royer; Peter Wilf; David A. Janesko; Elizabeth A. Kowalski; David L. Dilcher (1 July 2005). "Correlations of climate and plant ecology to leaf size and shape: potential proxies for the fossil record". American Journal of Botany. 92 (7): 1141–1151. doi:10.3732/ajb.92.7.1141. PMID 21646136.
  10. ^ David R. Greenwood (1994), "Palaeobotanical evidence for Tertiary climates", History of the Australian Vegetation: Cretaceous to Recent: 44–59
  11. ^ Eric R. Hagen; Dana Royer; Ryan A. Moye; Kirk R. Johnson (9 January 2019). "No large bias within species between the reconstructed areas of complete and fragmented fossil leaves". PALAIOS. 34 (1): 43–48. Bibcode:2019Palai..34...43H. doi:10.2110/palo.2018.091. S2CID 133599753.
  12. ^ Peter J. Franks; Dana Royer; David J. Beerling; Peter K. Van de Water; David J. Cantrill; Margaret M. Barbour; Joseph A. Berry (16 July 2014). (PDF). Geophysical Research Letters. 31 (13): 4685–4694. Bibcode:2014GeoRL..41.4685F. doi:10.1002/2014GL060457. hdl:10211.3/200431. S2CID 55701037. Archived from the original (PDF) on 12 August 2014. Retrieved 31 July 2014.
  13. ^ a b Council, National Research; Studies, Division on Earth Life; Climate, Board on Atmospheric Sciences and; Committee On Surface Temperature Reconstructions For The Last 2, 000 Years (2006). Surface Temperature Reconstructions for the Last 2,000 Years. CiteSeerX 10.1.1.178.5968. doi:10.17226/11676. ISBN 978-0-309-10225-4.{{cite book}}: CS1 maint: numeric names: authors list (link)
  14. ^ a b Pollack, H. N.; Huang, S.; Shen, P. Y. (2000). "Temperature trends over the past five centuries reconstructed from borehole temperatures" (PDF). Nature. 403 (6771): 756–758. Bibcode:2000Natur.403..756H. doi:10.1038/35001556. hdl:2027.42/62610. PMID 10693801. S2CID 4425128.
  15. ^ a b Environmental News Network staff. "Borehole temperatures confirm global warming." 2009-10-29 at the Wayback Machine
  16. ^ BOREHOLES IN GLACIAL ICE Surface Temperature Reconstructions for the Last 2,000 Years (2006), pp 81,82 Board on Atmospheric Sciences and Climate (BASC), National Academy of Science, ISBN 978-0-309-10225-4
  17. ^ "Coral Layers Good Proxy for Atlantic Climate Cycles." 2010-03-16 at the Wayback Machine
  18. ^ Bradley, R. S. and Jones, P. D. (eds) 1992: Climate since AD 1500. London: Routledge.
  19. ^ de Vernal, A.; Eynaud, F.; Henry, M.; Hillaire-Marcel, C.; Londeix, L.; Mangin, S.; Matthiessen, J.; Marret, F.; Radi, T.; Rochon, A.; Solignac, S.; Turon, J. -L. (1 April 2005). "Reconstruction of sea-surface conditions at middle to high latitudes of the Northern Hemisphere during the Last Glacial Maximum (LGM) based on dinoflagellate cyst assemblages". Quaternary Science Reviews. 24 (7–9): 897–924. Bibcode:2005QSRv...24..897D. doi:10.1016/j.quascirev.2004.06.014.
  20. ^ Radi, Taoufik; de Vernal, Anne (1 January 2004). "Dinocyst distribution in surface sediments from the northeastern Pacific margin (40–60°N) in relation to hydrographic conditions, productivity and upwelling". Review of Palaeobotany and Palynology. 128 (1–2): 169–193. doi:10.1016/S0034-6667(03)00118-0.
  21. ^ Pospelova, Vera; de Vernal, Anne; Pedersen, Thomas F. (1 July 2008). "Distribution of dinoflagellate cysts in surface sediments from the northeastern Pacific Ocean (43–25°N) in relation to sea-surface temperature, salinity, productivity and coastal upwelling". Marine Micropaleontology. 68 (1–2): 21–48. Bibcode:2008MarMP..68...21P. doi:10.1016/j.marmicro.2008.01.008.
  22. ^ Pospelova, Vera; Pedersen, Thomas F.; de Vernal, Anne (1 June 2006). "Dinoflagellate cysts as indicators of climatic and oceanographic changes during the past 40 kyr in the Santa Barbara Basin, southern California". Paleoceanography. 21 (2): PA2010. Bibcode:2006PalOc..21.2010P. doi:10.1029/2005PA001251. ISSN 1944-9186.
  23. ^ Bringué, Manuel; Pospelova, Vera; Field, David B. (1 December 2014). "High resolution sedimentary record of dinoflagellate cysts reflects decadal variability and 20th century warming in the Santa Barbara Basin". Quaternary Science Reviews. 105: 86–101. Bibcode:2014QSRv..105...86B. doi:10.1016/j.quascirev.2014.09.022.
  24. ^ "Varve."
  25. ^ "Climate Change 2001: 2.3.2.1 Palaeoclimate proxy indicators" 2009-12-04 at the Wayback Machine
  26. ^ Bruckner, Monica. "Paleoclimatology: How Can We Infer Past Climates?". Montana State University.
  27. ^ Shemesh, A.; Charles, C. D.; Fairbanks, R. G. (1992-06-05). "Oxygen Isotopes in Biogenic Silica: Global Changes in Ocean Temperature and Isotopic Composition". Science. 256 (5062): 1434–1436. Bibcode:1992Sci...256.1434S. doi:10.1126/science.256.5062.1434. ISSN 0036-8075. PMID 17791613. S2CID 38840484.
  28. ^ Council, National Research; Studies, Division on Earth Life; Climate, Board on Atmospheric Sciences and; Committee On Surface Temperature Reconstructions For The Last 2, 000 Years (2006). Surface Temperature Reconstructions for the Last 2,000 Years. CiteSeerX 10.1.1.178.5968. doi:10.17226/11676. ISBN 978-0-309-10225-4.{{cite book}}: CS1 maint: numeric names: authors list (link)
  29. ^ Jouzel and Merlivat, 1984) Deuterium and oxygen 18 in precipitation: Modeling of the isotopic effects during snow formation, Journal of Geophysical Research: Atmospheres, Volume 89, Issue D7, Pages 11589–11829
  30. ^ Cuffey et al., 1995, Large Arctic temperature change at the Wisconsin– Holocene glacial transition, Science 270: 455–458
  31. ^ Bernard, S.; Daval, D.; Ackerer, P.; Pont, S.; Meibom, A. (2017-10-26). "Burial-induced oxygen-isotope re-equilibration of fossil foraminifera explains ocean paleotemperature paradoxes". Nature Communications. 8 (1): 1134. Bibcode:2017NatCo...8.1134B. doi:10.1038/s41467-017-01225-9. ISSN 2041-1723. PMC 5656689. PMID 29070888.
  32. ^ Johan W.H. Weijers; Stefan Schouten; Jurgen C. van den Donker; Ellen C. Hopmans; Jaap S. Sinninghe Damsté (2007). "Environmental controls on bacterial tetraether membrane lipid distribution in soils". Geochimica et Cosmochimica Acta. 71 (3): 703–713. Bibcode:2007GeCoA..71..703W. doi:10.1016/j.gca.2006.10.003. S2CID 84677185.
  33. ^ B. D. A. Naafs; M. Rohrssen; G. N. Inglis; O. Lähteenoja; S. J. Feakins; M. E. Collinson; E. M. Kennedy; P. K. Singh; M. P. Singh; D. J. Lunt; R. D. Pancost (2018). "High temperatures in the terrestrial mid-latitudes during the early Palaeogene" (PDF). Nature Geoscience. 11 (10): 766–771. Bibcode:2018NatGe..11..766N. doi:10.1038/s41561-018-0199-0. hdl:1983/82e93473-2a5d-4a6d-9ca1-da5ebf433d8b. S2CID 135045515.
  34. ^ University of Bristol (30 July 2018). "Ever-increasing CO2 levels could take us back to the tropical climate of Paleogene period". ScienceDaily.
  35. ^ Mann, M. E.; Rutherford, S. (31 May 2002), "Climate reconstruction using 'Pseudoproxies'", Geophysical Research Letters, 29 (10): 139–1–139–4, Bibcode:2002GeoRL..29.1501M, doi:10.1029/2001GL014554

Further reading edit

  • "Borehole Temperatures Confirm Global Warming Pattern." UniSci. 27 Feb. 2001. 7 Oct. 2009. [1]
  • Bruckner, Monica. "Paleoclimatology: How Can We Infer Past Climates?" Microbial Life. 29 Sept. 2008. 23 Nov. 2009. [2]
  • "Climate Change 2001: 2.3.2.1 Palaeoclimate proxy indicators." IPCC. 2003. Sept. 23, 2009.
  • "Coral Layers Good Proxy for Atlantic Climate Cycles." Earth Observatory. Webmaster: Paul Przyborski. 7 Dec. 2002. 2 Nov. 2009.
  • "Core Location Maps." National Ice Core Laboratory. 9 Apr. 2009. 23 Nov. 2009.
  • "Dendrochronology." Merriam-Webster Online Dictionary. Merriam-Webster Online. 2009. 2 Oct. 2009. [6]
  • Environmental News Network staff. "Borehole temperatures confirm global warming." CNN.com. 17 Feb. 2000. 7 Oct. 2009.
  • "The GRIP Coring Effort." NCDC. 26 Sept. 2009. [8]
  • "Growth ring." Encyclopædia Britannica. Encyclopædia Britannica Online. 2009. 23 Oct. 2009. [9]
  • Huang, Shaopeng, et al. "Temperature trends over the past five centuries reconstructed from borehole temperatures." Nature. 2009. 6 Oct. 2009. [10]
  • "Objectives – Kola Superdeep Borehole (KSDB) – IGCP 408: 'Rocks and Minerals at Great Depths and on the Surface.'" International Continental Scientific Drilling Program. 18 July 2006. 6 Oct. 2009.
  • "Paleoclimatology: the Oxygen Balance." Earth Observatory. Webmaster: Paul Przyborski. 24 Nov. 2009. 24 Nov. 2009. [12]
  • Schweingruber, Fritz Hans. Tree Rings: Basics and Application of Dendrochronology. Dordrecht: 1988. 2, 47–8, 54, 256–7.
  • Strom, Robert. Hot House. New York: Praxis, 2007. 255.
  • "Varve." Merriam-Webster Online Dictionary. Merriam-Webster Online. 2009. 2 Nov. 2009. [13]
  • Wolff, E. W. (2000) History of the atmosphere from ice cores; ERCA vol 4 pp 147–177

External links edit

  • Chemical climate proxies at Royal Society of Chemistry, January 23, 2013
  • Quintana, Favia et al., 2018 ″Multiproxy response to climate- and human-driven changes in a remote lake of southern Patagonia (Laguna Las Vizcachas, Argentina) during the last 1.6 kyr″, Boletín de la Sociedad Geológica Mexicana, Mexico, VOL. 70 NO. 1 P. 173 ‒ 186 [14]


proxy, climate, this, article, about, climatic, patterns, other, uses, proxy, study, past, climates, paleoclimatology, climate, proxies, preserved, physical, characteristics, past, that, stand, direct, meteorological, measurements, enable, scientists, reconstr. This article is about climatic patterns For other uses see Proxy In the study of past climates paleoclimatology climate proxies are preserved physical characteristics of the past that stand in for direct meteorological measurements 1 and enable scientists to reconstruct the climatic conditions over a longer fraction of the Earth s history Reliable global records of climate only began in the 1880s and proxies provide the only means for scientists to determine climatic patterns before record keeping began Reconstructions of global temperature of the past 2000 years using composite of different proxy methodsA large number of climate proxies have been studied from a variety of geologic contexts Examples of proxies include stable isotope measurements from ice cores growth rates in tree rings species composition of sub fossil pollen in lake sediment or foraminifera in ocean sediments temperature profiles of boreholes and stable isotopes and mineralogy of corals and carbonate speleothems In each case the proxy indicator has been influenced by a particular seasonal climate parameter e g summer temperature or monsoon intensity at the time in which they were laid down or grew Interpretation of climate proxies requires a range of ancillary studies including calibration of the sensitivity of the proxy to climate and cross verification among proxy indicators 2 Proxies can be combined to produce temperature reconstructions longer than the instrumental temperature record and can inform discussions of global warming and climate history The geographic distribution of proxy records just like the instrumental record is not at all uniform with more records in the northern hemisphere 3 Contents 1 Proxies 1 1 Ice cores 1 1 1 Drilling 1 1 2 Proxy 1 2 Tree rings 1 3 Fossil leaves 1 4 Boreholes 1 5 Corals 1 6 Pollen grains 1 7 Dinoflagellate cysts 1 8 Lake and ocean sediments 1 9 Water isotopes and temperature reconstruction 1 10 Membrane lipids 1 11 Pseudoproxies 2 See also 3 References 4 Further reading 5 External linksProxies editMain article Proxy statistics In science it is sometimes necessary to study a variable which cannot be measured directly This can be done by proxy methods in which a variable which correlates with the variable of interest is measured and then used to infer the value of the variable of interest Proxy methods are of particular use in the study of the past climate beyond times when direct measurements of temperatures are available Most proxy records have to be calibrated against independent temperature measurements or against a more directly calibrated proxy during their period of overlap to estimate the relationship between temperature and the proxy The longer history of the proxy is then used to reconstruct temperature from earlier periods Ice cores edit Drilling edit nbsp Ice Core sample taken from drill Photo by Lonnie Thompson Byrd Polar Research Center Ice cores are cylindrical samples from within ice sheets in the Greenland Antarctic and North American regions 4 5 First attempts of extraction occurred in 1956 as part of the International Geophysical Year As original means of extraction the U S Army s Cold Regions Research and Engineering Laboratory used an 80 foot 24 m long modified electrodrill in 1968 at Camp Century Greenland and Byrd Station Antarctica Their machinery could drill through 15 20 feet 4 6 6 1 m of ice in 40 50 minutes From 1300 to 3 000 feet 910 m in depth core samples were 4 1 4 inches 110 mm in diameter and 10 to 20 feet 6 1 m long Deeper samples of 15 to 20 feet 6 1 m long were not uncommon Every subsequent drilling team improves their method with each new effort 6 Proxy edit nbsp d18Oair and dDice for Vostok Antarctica ice core The ratio between the 16O and 18O water molecule isotopologues in an ice core helps determine past temperatures and snow accumulations 4 The heavier isotope 18O condenses more readily as temperatures decrease and falls more easily as precipitation while the lighter isotope 16O needs colder conditions to precipitate The farther north one needs to go to find elevated levels of the 18O isotopologue the warmer the period further explanation needed 7 In addition to oxygen isotopes water contains hydrogen isotopes 1H and 2H usually referred to as H and D for deuterium that are also used for temperature proxies Normally ice cores from Greenland are analyzed for d18O and those from Antarctica for d deuterium why Those cores that analyze for both show a lack of agreement citation needed In the figure d18O is for the trapped air not the ice dD is for the ice Air bubbles in the ice which contain trapped greenhouse gases such as carbon dioxide and methane are also helpful in determining past climate changes 4 From 1989 to 1992 the European Greenland Ice Core Drilling Project drilled in central Greenland at coordinates 72 35 N 37 38 W The ices in that core were 3840 years old at a depth of 770 m 40 000 years old at 2521 m and 200 000 years old or more at 3029 m bedrock 8 Ice cores in Antarctica can reveal the climate records for the past 650 000 years 4 Location maps and a complete list of U S ice core drilling sites can be found on the website for the National Ice Core Laboratory 5 Tree rings edit nbsp Tree rings seen in a cross section of a trunk of a tree Main article Dendroclimatology Dendroclimatology is the science of determining past climates from trees primarily from properties of the annual tree rings Tree rings are wider when conditions favor growth narrower when times are difficult Two primary factors are temperature and humidity water availability Other properties of the annual rings such as maximum latewood density MXD have been shown to be better proxies than simple ring width Using tree rings scientists have estimated many local climates for hundreds to thousands of years previous By combining multiple tree ring studies sometimes with other climate proxy records scientists have estimated past regional and global climates see Temperature record of the past 1000 years Fossil leaves edit Paleoclimatologists often use leaf teeth to reconstruct mean annual temperature in past climates and they use leaf size as a proxy for mean annual precipitation 9 In the case of mean annual precipitation reconstructions some researchers believe taphonomic processes cause smaller leaves to be overrepresented in the fossil record which can bias reconstructions 10 However recent research suggests that the leaf fossil record may not be significantly biased toward small leaves 11 New approaches retrieve data such as CO2 content of past atmospheres from fossil leaf stomata and isotope composition measuring cellular CO2 concentrations A 2014 study was able to use the carbon 13 isotope ratios to estimate the CO2 amounts of the past 400 million years the findings hint at a higher climate sensitivity to CO2 concentrations 12 Boreholes edit Borehole temperatures are used as temperature proxies Since heat transfer through the ground is slow temperature measurements at a series of different depths down the borehole adjusted for the effect of rising heat from inside the Earth can be inverted a mathematical formula to solve matrix equations to produce a non unique series of surface temperature values The solution is non unique because there are multiple possible surface temperature reconstructions that can produce the same borehole temperature profile In addition due to physical limitations the reconstructions are inevitably smeared and become more smeared further back in time When reconstructing temperatures around 1500 AD boreholes have a temporal resolution of a few centuries At the start of the 20th century their resolution is a few decades hence they do not provide a useful check on the instrumental temperature record 13 14 However they are broadly comparable 3 These confirmations have given paleoclimatologists the confidence that they can measure the temperature of 500 years ago This is concluded by a depth scale of about 492 feet 150 meters to measure the temperatures from 100 years ago and 1 640 feet 500 meters to measure the temperatures from 1 000 years ago 15 Boreholes have a great advantage over many other proxies in that no calibration is required they are actual temperatures However they record surface temperature not the near surface temperature 1 5 meter used for most surface weather observations These can differ substantially under extreme conditions or when there is surface snow In practice the effect on borehole temperature is believed to be generally small A second source of error is contamination of the well by groundwater may affect the temperatures since the water carries more modern temperatures with it This effect is believed to be generally small and more applicable at very humid sites 13 It does not apply in ice cores where the site remains frozen all year More than 600 boreholes on all continents have been used as proxies for reconstructing surface temperatures 14 The highest concentration of boreholes exist in North America and Europe Their depths of drilling typically range from 200 to greater than 1 000 meters into the crust of the Earth or ice sheet 15 A small number of boreholes have been drilled in the ice sheets the purity of the ice there permits longer reconstructions Central Greenland borehole temperatures show a warming over the last 150 years of approximately 1 C 0 2 C preceded by a few centuries of cool conditions Preceding this was a warm period centered around A D 1000 which was warmer than the late 20th century by approximately 1 C A borehole in the Antarctica icecap shows that the temperature at A D 1 was approximately 1 C warmer than the late 20th century 16 Borehole temperatures in Greenland were responsible for an important revision to the isotopic temperature reconstruction revealing that the former assumption that spatial slope equals temporal slope was incorrect Corals edit nbsp Coral bleached due to changes in ocean water propertiesOcean coral skeletal rings or bands also share paleoclimatological information similarly to tree rings In 2002 a report was published on the findings of Drs Lisa Greer and Peter Swart associates of University of Miami at the time in regard to stable oxygen isotopes in the calcium carbonate of coral Cooler temperatures tend to cause coral to use heavier isotopes in its structure while warmer temperatures result in more normal oxygen isotopes being built into the coral structure Denser water salinity also tends to contain the heavier isotope Greer s coral sample from the Atlantic Ocean was taken in 1994 and dated back to 1935 Greer recalls her conclusions When we look at the averaged annual data from 1935 to about 1994 we see it has the shape of a sine wave It is periodic and has a significant pattern of oxygen isotope composition that has a peak at about every twelve to fifteen years Surface water temperatures have coincided by also peaking every twelve and a half years However since recording this temperature has only been practiced for the last fifty years correlation between recorded water temperature and coral structure can only be drawn so far back 17 Pollen grains edit Pollen can be found in sediments Plants produce pollen in large quantities and it is extremely resistant to decay It is possible to identify a plant species from its pollen grain The identified plant community of the area at the relative time from that sediment layer will provide information about the climatic condition The abundance of pollen of a given vegetation period or year depends partly on the weather conditions of the previous months hence pollen density provides information on short term climatic conditions 18 The study of prehistoric pollen is palynology Dinoflagellate cysts edit nbsp Cyst of a dinoflagellate Peridinium ovatumDinoflagellates occur in most aquatic environments and during their life cycle some species produce highly resistant organic walled cysts for a dormancy period when environmental conditions are not appropriate for growth Their living depth is relatively shallow dependent upon light penetration and closely coupled to diatoms on which they feed Their distribution patterns in surface waters are closely related to physical characteristics of the water bodies and nearshore assemblages can also be distinguished from oceanic assemblages The distribution of dinocysts in sediments has been relatively well documented and has contributed to understanding the average sea surface conditions that determine the distribution pattern and abundances of the taxa 19 Several studies including 20 and 21 have compiled box and gravity cores in the North Pacific analyzing them for palynological content to determine the distribution of dinocysts and their relationships with sea surface temperature salinity productivity and upwelling Similarly 22 and 23 use a box core at 576 5 m of water depth from 1992 in the central Santa Barbara Basin to determine oceanographic and climatic changes during the past 40 kyr in the area Lake and ocean sediments edit Similar to their study on other proxies paleoclimatologists examine oxygen isotopes in the contents of ocean sediments Likewise they measure the layers of varve deposited fine and coarse silt or clay 24 laminating lake sediments Lake varves are primarily influenced by Summer temperature which shows the energy available to melt seasonal snow and ice Winter snowfall which determines the level of disturbance to sediments when melting occurs Rainfall 25 Diatoms foraminifera radiolarians ostracods and coccolithophores are examples of biotic proxies for lake and ocean conditions that are commonly used to reconstruct past climates The distribution of the species of these and other aquatic creatures preserved in the sediments are useful proxies The optimal conditions for species preserved in the sediment act as clues Researchers use these clues to reveal what the climate and environment was like when the creatures died 26 The oxygen isotope ratios in their shells can also be used as proxies for temperature 27 Water isotopes and temperature reconstruction edit nbsp Ocean water is mostly H216O with small amounts of HD16O and H218O where D denotes deuterium i e hydrogen with an extra neutron In Vienna Standard Mean Ocean Water VSMOW the ratio of D to H is 155 76x10 6 and O 18 to O 16 is 2005 2x10 6 Isotope fractionation occurs during changes between condensed and vapour phases the vapour pressure of heavier isotopes is lower so vapour contains relatively more of the lighter isotopes and when the vapour condenses the precipitation preferentially contains heavier isotopes The difference from VSMOW is expressed as d18O 1000 18 O 16 O 18 O 16 O V S M O W 1 textstyle times left frac 18 O 16 O 18 O 16 O mathrm VSMOW 1 right nbsp and a similar formula for dD d values for precipitation are always negative 28 The major influence on d is the difference between ocean temperatures where the moisture evaporated and the place where the final precipitation occurred since ocean temperatures are relatively stable the d value mostly reflects the temperature where precipitation occurs Taking into account that the precipitation forms above the inversion layer we are left with a linear relation d 18O aT bThis is empirically calibrated from measurements of temperature and d as a 0 67 C for Greenland and 0 76 C for East Antarctica The calibration was initially done on the basis of spatial variations in temperature and it was assumed that this corresponded to temporal variations 29 More recently borehole thermometry has shown that for glacial interglacial variations a 0 33 C 30 implying that glacial interglacial temperature changes were twice as large as previously believed A study published in 2017 called the previous methodology to reconstruct paleo ocean temperatures 100 million years ago into question suggesting it has been relatively stable during that time much colder 31 Membrane lipids edit A novel climate proxy obtained from peat lignites ancient peat and soils membrane lipids known as glycerol dialkyl glycerol tetraether GDGT is helping to study paleo environmental factors which control relative distribution of differently branched GDGT isomers The study authors note These branched membrane lipids are produced by an as yet unknown group of anaerobic soil bacteria 32 As of 2018 update there is a decade of research demonstrating that in mineral soils the degree of methylation of bacteria brGDGTs helps to calculate mean annual air temperatures This proxy method was used to study the climate of the early Palaeogene at the Cretaceous Paleogene boundary and researchers found that annual air temperatures over land and at mid latitude averaged about 23 29 C 4 7 C which is 5 10 C higher than most previous findings 33 34 Pseudoproxies edit The skill of algorithms used to combine proxy records into an overall hemispheric temperature reconstruction may be tested using a technique known as pseudoproxies In this method output from a climate model is sampled at locations corresponding to the known proxy network and the temperature record produced is compared to the known overall temperature of the model 35 See also editCarbon dioxide in Earth s atmosphere Dendrochronology Historical climatology the study of climate over human history as opposed to the Earth s Ice core Paleotempestology Paleothermometer Palynology SpeleothemReferences edit What Are Proxy Data National Centers for Environmental Information NCEI formerly known as National Climatic Data Center NCDC www ncdc noaa gov Archived from the original on 2020 03 08 Retrieved 2017 10 12 Climate Change 2001 2 3 2 1 Palaeoclimate proxy indicators Archived 2009 12 04 at the Wayback Machine a b Borehole Temperatures Confirm Global Warming Pattern a b c d Strom Robert Hot House p 255 a b Core Location Maps Archived 2009 11 10 at the Wayback Machine Vardiman Larry Ph D Ice Cores and the Age of the Earth p 9 13 Paleoclimatology the Oxygen Balance The GRIP Coring Effort Dana L Royer Peter Wilf David A Janesko Elizabeth A Kowalski David L Dilcher 1 July 2005 Correlations of climate and plant ecology to leaf size and shape potential proxies for the fossil record American Journal of Botany 92 7 1141 1151 doi 10 3732 ajb 92 7 1141 PMID 21646136 David R Greenwood 1994 Palaeobotanical evidence for Tertiary climates History of the Australian Vegetation Cretaceous to Recent 44 59 Eric R Hagen Dana Royer Ryan A Moye Kirk R Johnson 9 January 2019 No large bias within species between the reconstructed areas of complete and fragmented fossil leaves PALAIOS 34 1 43 48 Bibcode 2019Palai 34 43H doi 10 2110 palo 2018 091 S2CID 133599753 Peter J Franks Dana Royer David J Beerling Peter K Van de Water David J Cantrill Margaret M Barbour Joseph A Berry 16 July 2014 New constraints on atmospheric CO2 concentration for the Phanerozoic PDF Geophysical Research Letters 31 13 4685 4694 Bibcode 2014GeoRL 41 4685F doi 10 1002 2014GL060457 hdl 10211 3 200431 S2CID 55701037 Archived from the original PDF on 12 August 2014 Retrieved 31 July 2014 a b Council National Research Studies Division on Earth Life Climate Board on Atmospheric Sciences and Committee On Surface Temperature Reconstructions For The Last 2 000 Years 2006 Surface Temperature Reconstructions for the Last 2 000 Years CiteSeerX 10 1 1 178 5968 doi 10 17226 11676 ISBN 978 0 309 10225 4 a href Template Cite book html title Template Cite book cite book a CS1 maint numeric names authors list link a b Pollack H N Huang S Shen P Y 2000 Temperature trends over the past five centuries reconstructed from borehole temperatures PDF Nature 403 6771 756 758 Bibcode 2000Natur 403 756H doi 10 1038 35001556 hdl 2027 42 62610 PMID 10693801 S2CID 4425128 a b Environmental News Network staff Borehole temperatures confirm global warming Archived 2009 10 29 at the Wayback Machine BOREHOLES IN GLACIAL ICE Surface Temperature Reconstructions for the Last 2 000 Years 2006 pp 81 82 Board on Atmospheric Sciences and Climate BASC National Academy of Science ISBN 978 0 309 10225 4 Coral Layers Good Proxy for Atlantic Climate Cycles Archived 2010 03 16 at the Wayback Machine Bradley R S and Jones P D eds 1992 Climate since AD 1500 London Routledge de Vernal A Eynaud F Henry M Hillaire Marcel C Londeix L Mangin S Matthiessen J Marret F Radi T Rochon A Solignac S Turon J L 1 April 2005 Reconstruction of sea surface conditions at middle to high latitudes of the Northern Hemisphere during the Last Glacial Maximum LGM based on dinoflagellate cyst assemblages Quaternary Science Reviews 24 7 9 897 924 Bibcode 2005QSRv 24 897D doi 10 1016 j quascirev 2004 06 014 Radi Taoufik de Vernal Anne 1 January 2004 Dinocyst distribution in surface sediments from the northeastern Pacific margin 40 60 N in relation to hydrographic conditions productivity and upwelling Review of Palaeobotany and Palynology 128 1 2 169 193 doi 10 1016 S0034 6667 03 00118 0 Pospelova Vera de Vernal Anne Pedersen Thomas F 1 July 2008 Distribution of dinoflagellate cysts in surface sediments from the northeastern Pacific Ocean 43 25 N in relation to sea surface temperature salinity productivity and coastal upwelling Marine Micropaleontology 68 1 2 21 48 Bibcode 2008MarMP 68 21P doi 10 1016 j marmicro 2008 01 008 Pospelova Vera Pedersen Thomas F de Vernal Anne 1 June 2006 Dinoflagellate cysts as indicators of climatic and oceanographic changes during the past 40 kyr in the Santa Barbara Basin southern California Paleoceanography 21 2 PA2010 Bibcode 2006PalOc 21 2010P doi 10 1029 2005PA001251 ISSN 1944 9186 Bringue Manuel Pospelova Vera Field David B 1 December 2014 High resolution sedimentary record of dinoflagellate cysts reflects decadal variability and 20th century warming in the Santa Barbara Basin Quaternary Science Reviews 105 86 101 Bibcode 2014QSRv 105 86B doi 10 1016 j quascirev 2014 09 022 Varve Climate Change 2001 2 3 2 1 Palaeoclimate proxy indicators Archived 2009 12 04 at the Wayback Machine Bruckner Monica Paleoclimatology How Can We Infer Past Climates Montana State University Shemesh A Charles C D Fairbanks R G 1992 06 05 Oxygen Isotopes in Biogenic Silica Global Changes in Ocean Temperature and Isotopic Composition Science 256 5062 1434 1436 Bibcode 1992Sci 256 1434S doi 10 1126 science 256 5062 1434 ISSN 0036 8075 PMID 17791613 S2CID 38840484 Council National Research Studies Division on Earth Life Climate Board on Atmospheric Sciences and Committee On Surface Temperature Reconstructions For The Last 2 000 Years 2006 Surface Temperature Reconstructions for the Last 2 000 Years CiteSeerX 10 1 1 178 5968 doi 10 17226 11676 ISBN 978 0 309 10225 4 a href Template Cite book html title Template Cite book cite book a CS1 maint numeric names authors list link Jouzel and Merlivat 1984 Deuterium and oxygen 18 in precipitation Modeling of the isotopic effects during snow formation Journal of Geophysical Research Atmospheres Volume 89 Issue D7 Pages 11589 11829 Cuffey et al 1995 Large Arctic temperature change at the Wisconsin Holocene glacial transition Science 270 455 458 Bernard S Daval D Ackerer P Pont S Meibom A 2017 10 26 Burial induced oxygen isotope re equilibration of fossil foraminifera explains ocean paleotemperature paradoxes Nature Communications 8 1 1134 Bibcode 2017NatCo 8 1134B doi 10 1038 s41467 017 01225 9 ISSN 2041 1723 PMC 5656689 PMID 29070888 Johan W H Weijers Stefan Schouten Jurgen C van den Donker Ellen C Hopmans Jaap S Sinninghe Damste 2007 Environmental controls on bacterial tetraether membrane lipid distribution in soils Geochimica et Cosmochimica Acta 71 3 703 713 Bibcode 2007GeCoA 71 703W doi 10 1016 j gca 2006 10 003 S2CID 84677185 B D A Naafs M Rohrssen G N Inglis O Lahteenoja S J Feakins M E Collinson E M Kennedy P K Singh M P Singh D J Lunt R D Pancost 2018 High temperatures in the terrestrial mid latitudes during the early Palaeogene PDF Nature Geoscience 11 10 766 771 Bibcode 2018NatGe 11 766N doi 10 1038 s41561 018 0199 0 hdl 1983 82e93473 2a5d 4a6d 9ca1 da5ebf433d8b S2CID 135045515 University of Bristol 30 July 2018 Ever increasing CO2 levels could take us back to the tropical climate of Paleogene period ScienceDaily Mann M E Rutherford S 31 May 2002 Climate reconstruction using Pseudoproxies Geophysical Research Letters 29 10 139 1 139 4 Bibcode 2002GeoRL 29 1501M doi 10 1029 2001GL014554Further reading edit Borehole Temperatures Confirm Global Warming Pattern UniSci 27 Feb 2001 7 Oct 2009 1 Bruckner Monica Paleoclimatology How Can We Infer Past Climates Microbial Life 29 Sept 2008 23 Nov 2009 2 Climate Change 2001 2 3 2 1 Palaeoclimate proxy indicators IPCC 2003 Sept 23 2009 3 Coral Layers Good Proxy for Atlantic Climate Cycles Earth Observatory Webmaster Paul Przyborski 7 Dec 2002 2 Nov 2009 4 Core Location Maps National Ice Core Laboratory 9 Apr 2009 23 Nov 2009 5 Dendrochronology Merriam Webster Online Dictionary Merriam Webster Online 2009 2 Oct 2009 6 Environmental News Network staff Borehole temperatures confirm global warming CNN com 17 Feb 2000 7 Oct 2009 7 The GRIP Coring Effort NCDC 26 Sept 2009 8 Growth ring Encyclopaedia Britannica Encyclopaedia Britannica Online 2009 23 Oct 2009 9 Huang Shaopeng et al Temperature trends over the past five centuries reconstructed from borehole temperatures Nature 2009 6 Oct 2009 10 Objectives Kola Superdeep Borehole KSDB IGCP 408 Rocks and Minerals at Great Depths and on the Surface International Continental Scientific Drilling Program 18 July 2006 6 Oct 2009 11 Paleoclimatology the Oxygen Balance Earth Observatory Webmaster Paul Przyborski 24 Nov 2009 24 Nov 2009 12 Schweingruber Fritz Hans Tree Rings Basics and Application of Dendrochronology Dordrecht 1988 2 47 8 54 256 7 Strom Robert Hot House New York Praxis 2007 255 Varve Merriam Webster Online Dictionary Merriam Webster Online 2009 2 Nov 2009 13 Wolff E W 2000 History of the atmosphere from ice cores ERCA vol 4 pp 147 177External links edit nbsp Wikimedia Commons has media related to Proxy climate Chemical climate proxies at Royal Society of Chemistry January 23 2013 Quintana Favia et al 2018 Multiproxy response to climate and human driven changes in a remote lake of southern Patagonia Laguna Las Vizcachas Argentina during the last 1 6 kyr Boletin de la Sociedad Geologica Mexicana Mexico VOL 70 NO 1 P 173 186 14 Retrieved from https en wikipedia org w index php title Proxy climate amp oldid 1190772185, wikipedia, wiki, book, books, library,

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