Abstract
The Holocene, the most recent interglacial, provides an important time window for evaluating current global warming and predicting future temperature changes. With the development of new temperature proxies and improvements in climate models, significant progress has been made in understanding Holocene temperature changes. However, a major debate persists about whether global temperatures during the Holocene followed a pattern of gradual warming from the end of the Last Glacial Maximum, which culminated in a temperature maximum in the early to middle Holocene, followed by gradual cooling in the late Holocene (the thermal maximum mode); or whether there was a continuous warming trend that continued to the present day (the continuous warming mode). Significant discrepancies exist between different proxy records as well as between proxy records and models, which have resulted in the “Holocene temperature conundrum” that has challenged paleoclimatologists for the past decade. Here, we summarize the progress made to date in the study of Holocene temperature change via proxy reconstructions, climate model simulations, and paleoclimate data assimilation. We emphasize that the current research has limitations in terms of the multiplicity and seasonality of proxy records, the spatial heterogeneity of temperature records, and the incorporation of feedback processes (e.g., vegetation, cloud-radiation feedback) in climate models. These limitations have hindered a comprehensive understanding of the processes and mechanisms of Holocene temperature changes. To solve the “Holocene temperature conundrum”, it is necessary to strengthen theoretical research on climate proxies from the perspective of the underlying processes and mechanisms, elucidate the seasonal response of various temperature proxies, emphasize regional differences in temperature changes, and expand quantitative temperature reconstructions to areas with limited records. However, it is also necessary to improve the simulation performance of complex feedback processes in climate models, reduce simulation errors, and advance the research on data assimilation of Holocene continental temperature records, which may ultimately lead to the optimal integration of paleoclimate records and simulations.
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References
Affolter S, Häuselmann A, Fleitmann D, Edwards R L, Cheng H, Leuenberger M. 2019. Central Europe temperature constrained by speleothem fluid inclusion water isotopes over the past 14,000 years. Sci Adv, 5: Eaav3809
Andersson C, Pausata F S R, Jansen E, Risebrobakken B, Telford R J. 2010. Holocene trends in the foraminifer record from the Norwegian Sea and the North Atlantic Ocean. Clim Past, 6: 179–193
Bader J, Jungclaus J, Krivova N, Lorenz S, Maycock A, Raddatz T, Schmidt H, Toohey M, Wu C J, Claussen M. 2020. Global temperature modes shed light on the Holocene temperature conundrum. Nat Commun, 11: 4726
Baker J L, Lachniet M S, Chervyatsova O, Asmerom Y, Polyak V J. 2017. Holocene warming in western continental Eurasia driven by glacial retreat and greenhouse forcing. Nat Geosci, 10: 430–435
Banerjee A, Yeung L Y, Murray L T, Tie X, Tierney J E, Legrande A N. 2022. Clumped-isotope constraint on upper-tropospheric cooling during the Last Glacial Maximum. AGU Adv, 3: E2022AV000688
Bartlein P J, Harrison S P, Brewer S, Connor S, Davis B A S, Gajewski K, Guiot J, Harrison-Prentice T I, Henderson A, Peyron O, Prentice I C, Scholze M, Seppä H, Shuman B, Sugita S, Thompson R S, Viau A E, Williams J, Wu H. 2011. Pollen-based continental climate reconstructions at 6 and 21 ka: A global synthesis. Clim Dyn, 37: 775–802
Bereiter B, Shackleton S, Baggenstos D, Kawamura K, Severinghaus J. 2018. Mean global ocean temperatures during the last glacial transition. Nature, 553: 39–44
Berger A. 1988. Milankovitch theory and climate. Rev Geophys, 26: 624–657
Birks H J B, Heiri O, Seppä H, Bjune A E. 2010. Strengths and weaknesses of quantitative climate reconstructions based on Late-Quaternary biological proxies. Open Ecol J, 3: 68–110
Bova S, Rosenthal Y, Liu Z Y, Godad S P, Yan M. 2021. Seasonal origin of the thermal maxima at the Holocene and the last interglacial. Nature, 589: 548–553
Braconnot P, Otto-Bliesner B, Harrison S, Joussaume S, Peterchmitt J Y, Abe-Ouchi A, Crucifix M, Driesschaert E, Fichefet T, Hewitt C D, Kageyama M, Kitoh A, Laîné A, Loutre M F, Marti O, Merkel U, Ramstein G, Valdes P, Weber S L, Yu Y, Zhao Y. 2007. Results of PMIP2 coupled simulations of the Mid-Holocene and Last Glacial Maximum—Part 1: Experiments and large-scale features. Clim Past, 3: 261–277
Brierley C M, Zhao A, Harrison S P, Braconnot P, Williams C J R, Thornalley D J R, Shi X X, Peterschmitt J Y, Ohgaito R, Kaufman D S, Kageyama M, Hargreaves J C, Erb M P, Emile-Geay J, D’Agostino R, Chandan D, Carré M, Bartlein P J, Zheng W P, Zhang Z S, Zhang Q, Yang H, Volodin E M, Tomas R A, Routson C, Peltier W R, Otto-Bliesner B, Morozova P A, McKay N P, Lohmann G, Legrande A N, Guo C C, Cao J, Brady E, Annan J D, Abe-Ouchi A. 2020. Large-scale features and evaluation of the PMIP4-CMIP6 midHolocene simulations. Clim Past, 16: 1847–1872
Briner J P, McKay N P, Axford Y, Bennike O, Bradley R S, de Vernal A, Fisher D, Francus P, Fréchette B, Gajewski K, Jennings A, Kaufman D S, Miller G, Rouston C, Wagner B. 2016. Holocene climate change in Arctic Canada and Greenland. Quat Sci Rev, 147: 340–364
Cao J T, Rao Z G, Shi F X, Jia G D. 2020. Ice formation on lake surfaces in winter causes warm-season bias of lacustrine brGDGT temperature estimates. Biogeosciences, 17: 2521–2536
Cao X Y, Tian F, Herzschuh U, Ni J, Xu Q H, Li W J, Zhang Y R, Luo M Y, Chen F H. 2022. Human activities have reduced plant diversity in eastern China over the last two millennia. Glob Change Biol, 28: 4962–4976
Cartapanis O, Jonkers L, Moffa-Sanchez P, Jaccard S L, de Vernal A. 2022. Complex spatio-temporal structure of the Holocene Thermal Maximum. Nat Commun, 13: 5662
Chen F H, Ding L, Piao S L, Zhou T J, Xu B Q, Yao T D, Li X. 2021a. The Tibetan Plateau as the engine for Asian environmental change: The Tibetan Plateau Earth system research into a new era. Sci Bull, 66: 1263–1266
Chen F H, Duan Y W, Hou J Z. 2021b. An 88 ka temperature record from a subtropical lake on the southeastern margin of the Tibetan Plateau (third pole): New insights and future perspectives. Sci Bull, 66: 1056–1057
Chen F H, Zhang J F, Liu J B, Cao X Y, Hou J Z, Zhu L P, Xu X K, Liu X J, Wang M D, Wu D, Huang L X, Zeng T, Zhang S, Huang W, Zhang X, Yang K. 2020. Climate change, vegetation history, and landscape responses on the Tibetan Plateau during the Holocene: A comprehensive review. Quat Sci Rev, 243: 106444
Chen J, Zhang Q, Kjellström E, Lu Z Y, Chen F H. 2022. The contribution of vegetation-climate feedback and resultant sea ice loss to amplified Arctic warming during the mid-Holocene. Geophys Res Lett, 49, https://doi.org/10.1029/2022GL098816
Chen W Z, Xiao A G, Braconnot P, Ciais P, Viovy N, Zhang R. 2022. Mid-Holocene high-resolution temperature and precipitation gridded reconstructions over China: Implications for elevation-dependent temperature changes. Earth Planet Sci Lett, 593: 117656
Chen X L, Zhou T J, Wu P L, Guo Z, Wang M H. 2020. Emergent constraints on future projections of the western North Pacific Subtropical High. Nat Commun, 11: 2802
Chen Z M, Zhou T J, Chen X L, Zhang W X, Zhang L X, Wu M N, Zou L W. 2022. Observationally constrained projection of Afro-Asian monsoon precipitation. Nat Commun, 13: 2552
Clegg B F, Kelly R, Clarke G H, Walker I R, Hu F S. 2011. Nonlinear response of summer temperature to Holocene insolation forcing in Alaska. Proc Natl Acad Sci USA, 108: 19299–19304
Davis B A S, Brewer S, Stevenson A C, Guiot J. 2003. The temperature of Europe during the Holocene reconstructed from pollen data. Quat Sci Rev, 22: 1701–1716
Dearing Crampton-Flood E D, Tierney J E, Peterse F, Kirkels F M S A, Sinninghe Damsté J S. 2020. BayMBT: A Bayesian calibration model for branched glycerol dialkyl glycerol tetraethers in soils and peats. Geochim Cosmochim Acta, 268: 142–159
Deevey E S, Flint R F. 1957. Postglacial hypsithermal interval. Science, 125: 182–184
Dolman A M, Laepple T. 2018. Sedproxy: A forward model for sediment-archived climate proxies. Clim Past, 14: 1851–1868
Dong Y J, Wu N Q, Li F J, Zhang D, Zhang Y T, Shen C M, Lv H Y. 2022. The Holocene temperature conundrum answered by mollusk records from East Asia. Nat Commun, 13: 5153
Duan Y W, Sun Q, Werne J P, Hou J Z, Yang H, Wang Q, Khormali F, Chen F H. 2022a. The impact of precipitation on the distributions of branched tetraethers in alkaline soils. Org Geochem, 169: 104410
Duan Y W, Sun Q, Werne J P, Hou J Z, Yang H, Wang Q, Khormali F, Xia D S, Chu G Q, Chen F H. 2022b. General Holocene warming trend in arid Central Asia indicated by soil isoprenoid tetraethers. Glob Planet Change, 215: 103879
Duan Y W, Sun Q, Werne J P, Yang H, Jia J, Wang L B, Xie H C, Chen F H. 2020. Soil pH dominates the distributions of both 5- and 6-methyl branched tetraethers in arid regions. J Geophys Res-Biogeosci, 125, https://doi.org/10.1029/2019JG005356
Dyke A S. 2004. An outline of North American deglaciation with emphasis on central and northern Canada. Dev Quat Sci, 2: 373–424
Eldevik T, Risebrobakken B, Bjune A E, Andersson C, Birks H J B, Dokken T M, Drange H, Glessmer M S, Li C, Nilsen J E Ø, Otterå O H, Richter K, Skagseth Ø. 2014. A brief history of climate—The northern seas from the Last Glacial Maximum to global warming. Quat Sci Rev, 106: 225–246
Fang M, Li X. 2016. Paleoclimate data assimilation: Its motivation, progress and prospects. Sci China Earth Sci, 59: 1817–1826
Fang X Q, Hou G L. 2011. Synthetically reconstructed Holocene temperature change in China (in Chinese). Sci Geogr Sin, 31: 385–393
Feng X P, Zhao C, D’Andrea W J, Hou J Z, Yang X D, Xiao X Y, Shen J, Duan Y W, Chen F H. 2022. Evidence for a relatively warm mid-to late Holocene on the southeastern Tibetan Plateau. Geophys Res Lett, 49: e2022GL098740
Feng X P, Zhao C, D’Andrea W J, Liang J, Zhou A F, Shen J. 2019. Temperature fluctuations during the Common Era in subtropical southwestern China inferred from brGDGTs in a remote alpine lake. Earth Planet Sci Lett, 510: 26–36
Ge Q S, Wang S B, Zheng J Y. 2006. Reconstruction of temperature series of China for the last 5,000 years (in Chinese). Prog Natural Sci, 16: 689–696
Gong G F. 1987. Changes in climatic zones and shifts in biological distribution boundaries in China during historical period (in Chinese). Historical Geography, 5: 1–10
Hafsten U. 1970. A sub-division of the Late Pleistocene period on a synchronous basis, intended for global and universal usage. Palaeogeogr Palaeoclimatol Palaeoecol, 7: 279–296
Harning D J, Curtin L, Geirsdóttir Á, D’Andrea W J, Miller G H, Sepúlveda J. 2020. Lipid biomarkers quantify Holocene summer temperature and ice cap sensitivity in Icelandic lakes. Geophys Res Lett, 47: E2019GL085728
He Y Q, Yao T D, Shen Y P, Zhang Z L, Chen T, Zhang D. 2003. Climatic differences in China during the Holocene indicated by the various climatic proxy data from different parts of China (in Chinese). J Glaciol Geocryol, 25: 11–18
Heikkilä M, Seppä H. 2003. A 11,000yr palaeotemperature reconstruction from the southern boreal zone in Finland. Quat Sci Rev, 22: 541–554
Hou J Z, Huang Y S, Zhao J T, Liu Z H, Colman S, An Z S. 2015. Large Holocene summer temperature oscillations and impact on the peopling of the northeastern Tibetan Plateau. Geophys Res Lett, 43: 1323–1330
Hou J Z, Li C G, Lee S. 2019. The temperature record of the Holocene: Progress and controversies. Sci Bull, 64: 565–566
Huguet A, Fosse C, Laggoun-Défarge F, Delarue F, Derenne S. 2013. Effects of a short-term experimental microclimate warming on the abundance and distribution of branched GDGTs in a French peatland. Geochim Cosmochim Acta, 105: 294–315
IPCC. 2021. Summary for Policymakers. In: Masson Delmotte V, Zhai P, Pirani A, Connors S L, Péan C, Berger S, Caud N, Chen Y, Goldfarb L, Gomis M I, Huang M, Leitzell K, Lonnoy E, Matthews J B R, Maycock T K, Waterfield T, Yelekçi O,Yu R, Zhou B, eds. Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press. in Press
Izumi K, Bartlein P J, Harrison S P. 2013. Consistent large-scale temperature responses in warm and cold climates. Geophys Res Lett, 40: 1817–1823
Jackson S T, Williams J W. 2004. Modern analogs in quaternary paleoecology: here today, gone yesterday, gone tomorrow? Annu Rev Earth Planet Sci, 32: 495–537
Jansen E, Overpeck J, Briffa K R, Duplessy J C, Joos F, Masson-Delmotte V, Olago D, Otto Bliesner B, Peltier W R, Rahmstorf S, Ramesh D, Raynaud D, Rind D, Solomina O, Villalba R, Zhang D. 2007. Palaeoclimate. In: Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt K B, Tignor M, Miller H L, eds. Climate Change 2007: The Physical Science Basis Contribution of Working Group I to the Fourth Assesement Report of the Intergovernmental Panel on Climate Change. Cambridge and New York: Cambridge University Press
Jansen E, Andersson C, Moros M, Nisancioglu K H, Nyland B F, Telford R J. 2008. The early to mid Holocene thermal optimum in the northern North Atlantic and Nordic Seas: The role of seasonal orbital forcing and Holocene century to millennial scale climate events. In: Battarbee R W, Binney H A, eds. Natural Climate Variability and Global Warming: A Holocene Perspective. Oxford: Wiley-Blackwell. 123–137
Jiang D B, Lang X M, Tian Z P, Wang T. 2012. Considerable model-data mismatch in temperature over China during the mid-Holocene: Results of PMIP simulations. J Clim, 25: 4135–4153
Johnsen S J, Dahl-Jensen D, Gundestrup N, Steffensen J P, Clausen H B, Miller H, Masson-Delmotte V, Sveinbjörnsdottir A E, White J. 2001. Oxygen isotope and palaeotemperature records from six Greenland ice-core stations: Camp Century, Dye-3, GRIP, GISP2, Renland and NorthGRIP. J Quat Sci, 16: 299–307
Joos F, Spahni R. 2008. Rates of change in natural and anthropogenic radiative forcing over the past 20,000 years. Proc Natl Acad Sci USA, 105: 1425–1430
Juggins S. 2013. Quantitative reconstructions in palaeolimnology: New paradigm or sick science? Quat Sci Rev, 64: 20–32
Kaufman D S, Ager T A, Anderson N J, Anderson P M, Andrews J T, Bartlein P J, Brubaker L B, Coats L L, Cwynar L C, Duvall M L, Dyke A S, Edwards M E, Eisner W R, Gajewski K, Geirsdóttir A, Hu F S, Jennings A E, Kaplan M R, Kerwin M W, Lozhkin A V, MacDonald G M, Miller G H, Mock C J, Oswald W W, Otto-Bliesner B L, Porinchu D F, Rühland K, Smol J P, Steig E J, Wolfe B B. 2004. Holocene thermal maximum in the western Arctic (0°–180°W). Quat Sci Rev, 23: 529–560
Kaufman D S, Axford Y L, Henderson A C G, McKay N P, Oswald W W, Saenger C, Anderson R S, Bailey H L, Clegg B, Gajewski K, Hu F S, Jones M C, Massa C, Routson C C, Werner A, Wooller M J, Yu Z C. 2016. Holocene climate changes in eastern Beringia (NW North America)—A systematic review of multi-proxy evidence. Quat Sci Rev, 147: 312–339
Kaufman D S, Broadman E. 2023. Revisiting the Holocene global temperature conundrum. Nature, 614: 425–435
Kaufman D, McKay N, Routson C, Erb M, Dätwyler C, Sommer P S, Heiri O, Davis B. 2020a. Holocene global mean surface temperature, a multi-method reconstruction approach. Sci Data, 7: 201
Kaufman D, McKay N, Routson C, Erb M, Davis B, Heiri O, Jaccard S, Tierney J, Dätwyler C, Axford Y, Brussel T, Cartapanis O, Chase B, Dawson A, de Vernal A, Engels S, Jonkers L, Marsicek J, Moffa-Sánchez P, Morrill C, Orsi A, Rehfeld K, Saunders K, Sommer P S, Thomas E, Tonello M, Tóth M, Vachula R, Andreev A, Bertrand S, Biskaborn B, Bringué M, Brooks S, Caniupán M, Chevalier M, Cwynar L, Emile-Geay J, Fegyveresi J, Feurdean A, Finsinger W, Fortin M C, Foster L, Fox M, Gajewski K, Grosjean M, Hausmann S, Heinrichs M, Holmes N, Ilyashuk B, Ilyashuk E, Juggins S, Khider D, Koinig K, Langdon P, Larocque-Tobler I, Li J, Lotter A, Luoto T, Mackay A, Magyari E, Malevich S, Mark B, Massaferro J, Montade V, Nazarova L, Novenko E, Pařil P, Pearson E, Peros M, Pienitz R, Płóciennik M, Porinchu D, Potito A, Rees A, Reinemann S, Roberts S, Rolland N, Salonen S, Self A, Seppä H, Shala S, St-Jacques J M, Stenni B, Syrykh L, Tarrats P, Taylor K, van den Bos V, Velle G, Wahl E, Walker I, Wilmshurst J, Zhang E, Zhilich S. 2020b. A global database of Holocene paleotemperature records. Sci Data, 7: 115
Kim J H, Rimbu N, Lorenz S J, Lohmann G, Nam S I, Schouten S, Rühlemann C, Schneider R R. 2004. North Pacific and North Atlantic sea-surface temperature variability during the Holocene. Quat Sci Rev, 23: 2141–2154
Kuang X Y, Han Y C, Wang Z Y. 2021. Dynamic downscaling simulation of millennial climate in China since the Last Glacial Maximum-Climate comparison of three typical periods (in Chinese). Quat Sci, 41: 842–855
Laepple T, Shakun J, He F, Marcott S. 2022. Concerns of assuming linearity in the reconstruction of thermal maxima. Nature, 607: E12–E14
Laskar J, Robutel P, Joutel F, Gastineau M, Correia A C M, Levrard B. 2004. A long-term numerical solution for the insolation quantities of the Earth. Astron Astrophys, 428: 261–285
Leduc G, Schneider R, Kim J H, Lohmann G. 2010. Holocene and Eemian sea surface temperature trends as revealed by alkenone and Mg/Ca paleothermometry. Quaternary Sci Rev, 29: 989–1004
Lei Y Y, Yang H, Dang X Y, Zhao S J, Xie S C. 2016. Absence of a significant bias towards summer temperature in branched tetraether-based paleothermometer at two soil sites with contrasting temperature seasonality. Org Geochem, 94: 83–94
Li H S, Liu X Q, Arnold A, Elliott B, Flores R, Kelley A M, Tripati A. 2021. Mass 47 clumped isotope signatures in modern lacustrine authigenic carbonates in Western China and other regions and implications for paleotemperature and paleoelevation reconstructions. Earth Planet Sci Lett, 562: 116840
Li J Y, Xu Q H, Zheng Z, Lu H Y, Luo Y L, Li Y C, Li C H, Seppä H. 2015. Assessing the importance of climate variables for the spatial distribution of modern pollen data in China. Quat Res, 83: 287–297
Li P X, Furtado K, Zhou T J, Chen H M, Li J. 2021. Convection-permitting modelling improves simulated precipitation over the central and eastern Tibetan Plateau. Q J R Meteorol Soc, 147: 341–362
Liang C, Zhao Y, Qin F, Zheng Z, Xiao X, Ma C, Li H, Zhao W. 2020. Pollen-based Holocene quantitative temperature reconstruction on the eastern Tibetan Plateau using a comprehensive method framework. Sci China Earth Sci, 63: 1144–1160
Lin C G, Chen D L, Yang K, Ou T H. 2018. Impact of model resolution on simulating the water vapor transport through the central Himalayas: Implication for models’ wet bias over the Tibetan Plateau. Clim Dyn, 51: 3195–3207
Liu Y G, Zhang M, Liu Z Y, Xia Y, Huang Y, Peng Y R, Zhu Q. 2018. A possible role of dust in resolving the Holocene temperature conundrum. Sci Rep, 8: 4434
Liu Z Y, Zhu J, Rosenthal Y, Zhang X, Otto-Bliesner B L, Timmermann A, Smith R S, Lohmann G, Zheng W P, Timm O E. 2014. The Holocene temperature conundrum. Proc Natl Acad Sci USA, 111, https://doi.org/10.1073/pnas.1407229111
Liu Z, Otto-Bliesner B L, He F, Brady E C, Tomas R, Clark P U, Carlson A E, Lynch-Stieglitz J, Curry W, Brook E, Erickson D, Jacob R, Kutzbach J, Cheng J. 2009. Transient simulation of last deglaciation with a new mechanism for Belling-Allerad warming. Science, 325: 310–314
Lohmann G, Pfeiffer M, Laepple T, Leduc G, Kim J H. 2013. A model-data comparison of the Holocene global sea surface temperature evolution. Clim Past, 9: 1807–1839
Lohmann G, Wagner A, Prange M. 2021. Resolution of the atmospheric model matters for the Northern Hemisphere Mid-Holocene climate. Dyn Atmos Oceans, 93: 101206
Longo W M, Huang Y S, Russell J M, Morrill C, Daniels W C, Giblin A E, Crowther J. 2020. Insolation and greenhouse gases drove Holocene winter and spring warming in Arctic Alaska. Quat Sci Rev, 242: 106438
Lu H X, Liu W G, Yang H, Wang H Y, Liu Z H, Leng Q, Sun Y B, Zhou W J, An Z S. 2019. 800-kyr land temperature variations modulated by vegetation changes on Chinese Loess Plateau. Nat Commun, 10: 1958
Man Z M. 1992. Exploration of climatic characteristics of Yangshao warm period in the Huang-Huai-Hai Plain (in Chinese). Historical Geography, 10
Marchal O, Cacho I, Stocker T F, Grimalt J O, Calvo E, Martrat B, Shackleton N, Vautravers M, Cortijo E, van Kreveld S, Andersson C, Koç N, Chapman M, Sbaffi L, Duplessy J C, Sarnthein M, Turon J L, Duprat J, Jansen E. 2002. Apparent long-term cooling of the sea surface in the northeast Atlantic and Mediterranean during the Holocene. Quat Sci Rev, 21: 455–483
Marcott S A, Shakun J D, Clark P U, Mix A C. 2013. A reconstruction of regional and global temperature for the past 11,300 years. Science, 339: 1198–1201
Marcott S A, Shakun J D. 2021. A complete palaeoclimate picture emerges. Nature, 599: 208–209
Marsicek J, Shuman B N, Bartlein P J, Shafer S L, Brewer S. 2018. Reconciling divergent trends and millennial variations in Holocene temperatures. Nature, 554: 92–96
Martínez-Sosa P, Tierney J E, Stefanescu I C, Dearing Crampton-Flood E, Shuman B N, Routson C. 2021. A global Bayesian temperature calibration for lacustrine brGDGTs. Geochim Cosmochim Acta, 305: 87–105
Masson-Delmotte V, Landais A, Stievenard M, Cattani O, Falourd S, Jouzel J, Johnsen S J, Dahl-Jensen D, Sveinsbjornsdottir A, White J W C, Popp T, Fischer H. 2005. Holocene climatic changes in Greenland: Different deuterium excess signals at Greenland Ice Core Project (GRIP) and NorthGRIP. J Geophys Res, 110, https://doi.org/10.1029/2004JD005575
Meehl G A, Senior C A, Eyring V, Flato G, Lamarque J F, Stouffer R J, Taylor K E, Schlund M. 2020. Context for interpreting equilibrium climate sensitivity and transient climate response from the CMIP6 Earth system models. Sci Adv, 6: Eaba1981
Meyer H, Opel T, Laepple T, Dereviagin A Y, Hoffmann K, Werner M. 2015. Long-term winter warming trend in the Siberian Arctic during the mid- to late Holocene. Nat Geosci, 8: 122–125
Nesje A, Dahl S O. 1993. Lateglacial and Holocene glacier fluctuations and climate variations in western Norway: A review. Quat Sci Rev, 12: 255–261
NGRIP members. 2004. High-resolution record of Northern Hemisphere climate extending into the last interglacial period. Nature, 431: 147–151
Osman M B, Tierney J E, Zhu J, Tardif R, Hakim G J, King J, Poulsen C J. 2021. Globally resolved surface temperatures since the Last Glacial Maximum. Nature, 599: 239–244
Pang H X, Hou S G, Zhang W B, Wu S Y, Jenk T M, Schwikowski M, Jouzel J. 2020. Temperature trends in the northwestern Tibetan Plateau constrained by ice core water isotopes over the past 7,000 years. J Geophys Res-Atmos, 125, https://doi.org/10.1029/2020JD032560
Park H S, Kim S J, Stewart A L, Son S W, Seo K H. 2019. Mid-Holocene northern hemisphere warming driven by Arctic amplification. Sci Adv, 5: Eaax8203
Prahl F G, Rontani J F, Zabeti N, Walinsky S E, Sparrow M A. 2010. Systematic pattern in—Temperature residuals for surface sediments from high latitude and other oceanographic settings. Geochim Cosmochim Acta, 74: 131–143
Rao Z G, Qin Q Q, Wei S K, Guo H C, Li Y X. 2022. Holocene temperature history and its significance to studies on historical human-land relationship in China (in Chinese). Acta Geogr Sin, 77: 1169–1180
Rao Z G, Shi F X, Li Y X, Huang C, Zhang X Z, Yang W, Liu L D, Zhang X P, Wu Y. 2020. Long-term winter/summer warming trends during the Holocene revealed by α-cellulose γ18O/γ13C records from an alpine peat core from central Asia. Quat Sci Rev, 232: 106217
Rehfeld K, Trachsel M, Telford R J, Laepple T. 2016. Assessing performance and seasonal bias of pollen-based climate reconstructions in a perfect model world. Clim Past, 12: 2255–2270
Renssen H, Seppä H, Crosta X, Goosse H, Roche D M. 2012. Global characterization of the Holocene Thermal Maximum. Quat Sci Rev, 48: 7–19
Renssen H, Seppä H, Heiri O, Roche D M, Goosse H, Fichefet T. 2009. The spatial and temporal complexity of the Holocene thermal maximum. Nat Geosci, 2: 411–414
Roberts N. 1998. The Holocene: An Environmental History. Oxford: Blackwell
Sachs J P. 2007. Cooling of Northwest Atlantic slope waters during the Holocene. Geophys Res Lett, 34: L03609
Samartin S, Heiri O, Joos F, Renssen H, Franke J, Brönnimann S, Tinner W. 2017. Warm Mediterranean mid-Holocene summers inferred from fossil midge assemblages. Nat Geosci, 10: 207–212
Sejrup H P, Seppä H, McKay N P, Kaufman D S, Geirsdóttir Á, de Vernal A, Renssen H, Husum K, Jennings A, Andrews J T. 2016. North Atlantic-Fennoscandian Holocene climate trends and mechanisms. Quat Sci Rev, 147: 365–378
Seltzer A M, Ng J, Aeschbach W, Kipfer R, Kulongoski J T, Severinghaus J P, Stute M. 2021. Widespread six degrees Celsius cooling on land during the Last Glacial Maximum. Nature, 593: 228–232
Seppä H, Bjune A E, Telford R J, Birks H J B, Veski S. 2009. Last nine-thousand years of temperature variability in Northern Europe. Clim Past, 5: 523–535
Shi F, Lu H Y, Guo Z T, Yin Q Z, Wu H B, Xu C X, Zhang E L, Shi J F, Cheng J, Xiao X Y, Zhao C. 2021. The position of the current warm period in the context of the past 22,000 years of summer climate in China. Geophys Res Lett, 48, https://doi.org/10.1029/2020GL091940
Shi J W, Jiang D B, Tian Z P, Lang X M. 2022. Enhanced interannual variability in temperature during the Last Glacial Maximum. J Clim, 35: 5933–5950
Shi Y F, Kong Z Z, Wang S M, Tang L Y, Wang F B, Yao T D, Zhao X T, Zhang P Y Shi S H. 1994. The climatic fluctuation and important events of Holocene Megathermal in China. Sci China Ser B, 37: 353–365
Stott L, Cannariato K, Thunell R, Haug G H, Koutavas A, Lund S. 2004. Decline of surface temperature and salinity in the western tropical Pacific Ocean in the Holocene epoch. Nature, 431: 56–59
Su F G, Duan X L, Chen D L, Hao Z C, Cuo L. 2013. Evaluation of the global climate models in the CMIP5 over the Tibetan Plateau. J Clim, 26: 3187–3208
Sun Q, Chu G Q, Liu G X, Wang X H, Liu M M, Shi L M, Xie M M, Lin Y. 2010. The occurrence and distributions of long chain alkenones in lakes (in Chinese). Acta Geosci Sin, 31: 485–494
Sun X S, Zhao C, Zhang C, Feng X P, Yan T L, Yang X D, Shen J. 2021. Seasonality in Holocene temperature reconstructions in southwestern China. Paleoceanogr Paleoclimatol, 36, https://doi.org/10.1029/2020PA004025
Sundqvist H S, Kaufman D S, McKay N P, Balascio N L, Briner J P, Cwynar L C, Sejrup H P, Seppä H, Subetto D A, Andrews J T, Axford Y, Bakke J, Birks H J B, Brooks S J, de Vernal A, Jennings A E, Ljungqvist F C, Rühland K M, Saenger C, Smol J P, Viau A E. 2014. Arctic Holocene proxy climate database—New approaches to assessing geochronological accuracy and encoding climate variables. Clim Past, 10: 1605–1631
Thompson A J, Zhu J, Poulsen C J, Tierney J E, Skinner C B. 2022. Northern Hemisphere vegetation change drives a Holocene thermal maximum. Sci Adv, 8: Eabi6535 Tian Z P, Jiang D B, Zhang R, Su B H. 2022. Transient climate simulations of the Holocene (version 1)—Experimental design and boundary conditions. Geosci Model Dev, 15: 4469–4487
Tierney J E, Poulsen C J, Montañez I P, Bhattacharya T, Feng R, Ford H L, Hönisch B, Inglis G N, Petersen S V, Sagoo N, Tabor C R, Thirumalai K, Zhu J, Burls N J, Foster G L, Goddéris Y, Huber B T, Ivany L C, Kirtland Turner S, Lunt D J, McElwain J C, Mills B J W, Otto-Bliesner B L, Ridgwell A, Zhang Y G. 2020a. Past climates inform our future. Science, 370: Eaay3701
Tierney J E, Tingley M P. 2018. BAYSPLINE: A new calibration for the alkenone paleothermometer. Paleoceanography Paleoclimatology, 33: 281–301
Tierney J E, Zhu J, King J, Malevich S B, Hakim G J, Poulsen C J. 2020b. Glacial cooling and climate sensitivity revisited. Nature, 584: 569–573
Véquaud P, Thibault A, Derenne S, Anquetil C, Collin S, Contreras S, Nottingham A T, Sabatier P, Werne J P, Huguet A. 2022. FROG: A global machine-learning temperature calibration for branched GDGTs in soils and peats. Geochim Cosmochim Acta, 318: 468–494
Viau A E, Gajewski K, Sawada M C, Fines P. 2006. Millennial-scale temperature variations in North America during the Holocene. J Geophys Res, 111: D09102
Vinther B M, Buchardt S L, Clausen H B, Dahl-Jensen D, Johnsen S J, Fisher D A, Koerner R M, Raynaud D, Lipenkov V, Andersen K K, Blunier T, Rasmussen S O, Steffensen J P, Svensson A M. 2009. Holocene thinning of the Greenland ice sheet. Nature, 461: 385–388
Wang C F, Bendle J A, Yang H, Yang Y, Hardman A, Yamoah A, Thorpe A, Mandel I, Greene S E, Huang J H, Xie S C. 2021. Global calibration of novel 3-hydroxy fatty acid based temperature and pH proxies. Geochim Cosmochim Acta, 302: 101–119
Wang M D, Hou J Z, Duan Y W, Chen J H, Li X M, He Y, Lee S Y, Chen F H. 2021. Internal feedbacks forced middle Holocene cooling on the Qinghai-Tibetan Plateau. Boreas, 50: 1116–1130
Wang S W, Gong D Y. 2000. Temperature changes during several special periods of the Holocene in China (in Chinese). Prog Natural Sci, 10: 325–332
Wanner H, Beer J, Bütikofer J, Crowley T J, Cubasch U, Flückiger J, Goosse H, Grosjean M, Joos F, Kaplan J O, Küttel M, Müller S A, Prentice I C, Solomina O, Stocker T F, Tarasov P, Wagner M, Widmann M. 2008. Mid- to Late Holocene climate change: An overview. Quat Sci Rev, 27: 1791–1828
Weijers J W H, Bernhardt B, Peterse F, Werne J P, Dungait J A J, Schouten S, Sinninghe Damsté J S. 2011. Absence of seasonal patterns in MBT-CBT indices in mid-latitude soils. Geochim Cosmochim Acta, 75: 3179–3190
Weldeab S, Lea D W, Schneider R R, Andersen N. 2007. 155,000 years of west African monsoon and ocean thermal evolution. Science, 316: 1303–1307
Wu D, Chen X M, Lv F Y, Brenner M, Curtis J, Zhou A F, Chen J H, Abbott M, Yu J Q, Chen F H. 2018. Decoupled early Holocene summer temperature and monsoon precipitation in southwest China. Quat Sci Rev, 193: 54–67
Wu H B, Li Q, Yu Y Y, Jiang W Q, Lin Y T, Sun A Z, Luo Y L. 2017. Quantitative climate reconstruction in China during the mid-Holocene (in Chinese). Quat Sci, 37: 982–998
Xie S C, Yang H, Dang X Y, Wang C F. 2018. Some issues in microbial responses to environmental change and the application of molecular proxies (in Chinese). Geol Rev, 64: 183–189
Xu Q H, Li Y C, Li Y, Yang X L, Zhang Z Q, Jia H J. 2006. Discussion on several issues in modern pollen process and Quaternary environmental research (in Chinese). Prog Natural Sci, 16: 647–656
Yan T L, Zhao C, Yan H, Shi G, Sun X S, Zhang C, Feng X P, Leng C C. 2021. Elevational differences in Holocene thermal maximum revealed by quantitative temperature reconstructions at ~30°N on eastern Tibetan Plateau. Palaeogeogr Palaeoclimatol Palaeoecol, 570: 110364
Yang H, Pancost R D, Dang X Y, Zhou X Y, Evershed R P, Xiao G Q, Tang C Y, Gao L, Guo Z T, Xie S C. 2014. Correlations between microbial tetraether lipids and environmental variables in Chinese soils: Optimizing the paleo-reconstructions in semi-arid and arid regions. Geochim Cosmochim Acta, 126: 49–69
Yao T D, Masson-Delmotte V, Gao J, Yu W S, Yang X X, Risi C, Sturm C, Werner M, Zhao H B, He Y, Ren W, Tian L D, Shi C M, Hou S G. 2013. A review of climatic controls on δ18O in precipitation over the Tibetan Plateau: Observations and simulations. Rev Geophys, 51: 525–548
Zhang C, Zhao C, Yu S Y, Yang X D, Cheng J, Zhang X J, Xue B, Shen J, Chen F H. 2022. Seasonal imprint of Holocene temperature reconstruction on the Tibetan Plateau. Earth-Sci Rev, 226: 103927
Zhang E L, Chang J, Cao Y M, Sun W W, Shulmeister J, Tang H Q, Langdon P G, Yang X D, Shen J. 2017. Holocene high-resolution quantitative summer temperature reconstruction based on subfossil chironomids from the southeast margin of the Qinghai-Tibetan Plateau. Quat Sci Rev, 165: 1–12
Zhang W C, Wu H B, Cheng J, Geng J Y, Li Q, Sun Y, Yu Y Y, Lu H Y, Guo Z T. 2022a. Holocene seasonal temperature evolution and spatial variability over the Northern Hemisphere landmass. Nat Commun, 13: 5334
Zhang W C, Wu H B, Geng J Y, Cheng J. 2022b. Model-data divergence in global seasonal temperature response to astronomical insolation during the Holocene. Sci Bull, 67: 25–28
Zhang W X, Furtado K, Zhou T J, Wu P L, Chen X L. 2022. Constraining extreme precipitation projections using past precipitation variability. Nat Commun, 13: 6319
Zhang X, Chen F H. 2021. Non-trivial role of internal climate feedback on interglacial temperature evolution. Nature, 600: E1–E3
Zhang Y R, Renssen H, Seppä H, Valdes P J. 2017. Holocene temperature evolution in the Northern Hemisphere high latitudes—Model-data comparisons. Quat Sci Rev, 173: 101–113
Zhao B Y, Castañeda I S, Bradley R S, Salacup J M, de Wet G A, Daniels W C, Schneider T. 2021. Development of an in situ branched GDGT calibration in Lake 578, southern Greenland. Org Geochem, 152: 104168
Zhao C, Rohling E J, Liu Z Y, Yang X Q, Zhang E L, Cheng J, Liu Z H, An Z S, Yang X D, Feng X P, Sun X S, Zhang C, Yan T L, Long H, Yan H, Yu Z C, Liu W G, Yu S Y, Shen J. 2021. Possible obliquity-forced warmth in southern Asia during the last glacial stage. Sci Bull, 66: 1136–1145
Zhao Y, Zhou T J, Li P X, Furtado K, Zou L W. 2021. Added value of a convection permitting model in simulating atmospheric water cycle over the Asian Water Tower. Geophys Res Atmos, 126, https://doi.org/10.1029/2021JD034788
Zhao Y, Zhou T J, Zhang W X, Li J. 2022. Change in precipitation over the Tibetan Plateau projected by weighted CMIP6 models. Adv Atmos Sci, 39: 1133–1150
Zheng W P, Man W M, Sun Y, Luan Y H. 2019. Short commentary on CMIP6 Paleoclimate Modelling Intercomparison Project Phase 4 (PMIP4) (in Chinese). Clim Change Res, 15: 510–518
Zheng Y H, Pancost R D, Naafs B D A, Li Q Y, Liu Z, Yang H. 2018. Transition from a warm and dry to a cold and wet climate in NE China across the Holocene. Earth Planet Sci Lett, 493: 36–46
Zheng Z, Zhang X, Man M L, Wei J H, Huang K Y. 2016. Review and data integration of pollen-based quantitative paleoclimate reconstruction studies in China and adjacent areas (in Chinese). Quat Sci, 36: 503–519
Zhou T, Zhang W, Chen D, Zhang X, Li C, Zuo M, Chen X. 2021. Understanding and building upon pioneering work of Nobel Prize in Physics 2021 laureates Syukuro Manabe and Klaus Hasselmann: From greenhouse effect to Earth system science and beyond. Sci China Earth Sci, 65: 589–600
Zhou T J, Zou L W, Chen X L. 2019. Commentary on the Coupled Model Intercomparison Project Phase 6 (CMIP6) (in Chinese). Adv Clim Change Res, 15: 445–456
Zhu K Z. 1973. Preliminary study on the climate change in China over the past 5,000 years (in Chinese). Sci China, 16: 226–256
Zhu Y C, Zhang R H, Moum J N, Wang F, Li X F, Li D L. 2022. Physics-informed deep-learning parameterization of ocean vertical mixing improves climate simulations. Natl Sci Rev, 9: Nwac044
Acknowledgements
We thank Prof. Qing SUN of the National Research Center for Geoanalysis, Prof. Josef WERNE of the University of Pittsburgh, Prof. Cheng ZHAO of Nanjing University, and Prof. Hongyan LIU of Peking University for helpful discussions on the contents of this paper. We also appreciate the tireless efforts of our students since 2005 in addressing the topic of Holocene temperature change, despite the lack of advanced methods and reliable records. These efforts have provided a deeper understanding of the progress in research on Holocene temperature conundrum. We also thank the responsible editor and two anonymous reviewers for their valuable comments and suggestions on the manuscript. We thank Prof. Jan Bloemendal for improving the English language. This work was supported by the National Natural Science Foundation of China (Grant No. 41988101).
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Chen, F., Duan, Y., Hao, S. et al. Holocene thermal maximum mode versus the continuous warming mode: Problems of data-model comparisons and future research prospects. Sci. China Earth Sci. 66, 1683–1701 (2023). https://doi.org/10.1007/s11430-022-1113-x
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DOI: https://doi.org/10.1007/s11430-022-1113-x