Abstract
Key Message
The principal components of tree-ring anatomical chronologies of Scots pine proved to be much better proxy than its tree-ring width for reconstruction of climate-driven component in the regional yield of cereals
Abstract
Tree-ring records are often used as a proxy not only for climate, but also for other related variables. One of such applications is the reconstruction of crop yield, since both are indicators of productivity in the respective ecosystems. Recently, finer parameters of wood structure were applied to enhance the sensitivity and temporal resolution of the registered climatic signal and thus to improve the quality of tree-ring based reconstructions. This pioneering study tests cell-scale quantitative wood anatomy (QWA) of conifer tree species as a proxy for crop yield in the moisture-limited plains of Khakassia (South Siberia). Spring wheat, oats, and barley yield series generalized for rain-fed (north of the region) and irrigated (central part) fields in the steppes were compared with long-term (1807–2018) QWA series of the Scots pine (Pinus sylvestris L.) from the forest-steppe in the foothills. Chronologies of the cell radial diameter and cell wall thickness, describing the tree ring separated into 15 sectors, were obtained and indexed to remove their common exponential dependence on the number of cells per radial row in the ring. The tree-ring width alone could explain only 16.0 and 5.3% of yield variation for rain-fed and irrigated crops, respectively. Whereas, the multifactor linear regressions with stepwise inclusion of QWA chronologies explained 48.4 and 16.1%. The implementation of principal components for QWA in the models further increased the fitness to 48.9 and 23.0%. These reconstructions have climatic responses during the vegetative season similar to ones of the respective actual yield series. The reconstructed history of the low-yield years is supported by documented evidence of crop failures, droughts, and other related events.
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Data Availability
The data presented in this study are available on reasonable request from the corresponding author.
References
AghaKouchak A, Chiang F, Huning LS, Love CA, Mallakpour I, Mazdiyasni O, Moftakhari H, Papalexiou SM, Ragno E, Sadegh M (2020) Climate extremes and compound hazards in a warming world. Annu Rev Earth Planet Sci 48:519–548. https://doi.org/10.1146/annurev-earth-071719-055228
Alisov BP (1956) Climate of the USSR. Moscow State University, Moscow. (In Russian)
Babushkina EA, Belokopytova LV, Grachev AM, Meko DM, Vaganov EA (2017) Variation of the hydrological regime of Bele-Shira closed basin in Southern Siberia and its reflection in the radial growth of Larix sibirica. Reg Environ Change 17(6):1725–1737. https://doi.org/10.1007/s10113-017-1137-1
Babushkina EA, Belokopytova LV, Zhirnova DF, Shah SK, Kostyakova TV (2018a) Climatically driven yield variability of major crops in Khakassia (South Siberia). Int J Biometeorol 62(6):939–948. https://doi.org/10.1007/s00484-017-1496-9
Babushkina EA, Belokopytova LV, Shah SK, Zhirnova DF (2018b) Past crops yield dynamics reconstruction from tree-ring chronologies in the forest-steppe zone based on low- and high-frequency components. Int J Biometeorol 62(5):861–871. https://doi.org/10.1007/s00484-017-1488-9
Babushkina EA, Zhirnova DF, Belokopytova LV, Tychkov II, Vaganov EA, Krutovsky KV (2019) Response of four tree species to changing climate in a moisture-limited area of South Siberia. Forests 10(11):999. https://doi.org/10.3390/f10110999
Babushkina EA, Zhirnova DF, Belokopytova LV, Mehrotra N, Shah SK, Keler VV, Vaganov EA (2021a) Prospects of using tree-ring earlywood and latewood width for reconstruction of crops yield on example of South Siberia. Forests 12(2):174. https://doi.org/10.3390/f12020174
Babushkina EA, Dergunov DR, Belokopytova LV, Zhirnova DF, Upadhyay KK, Tripathi SK, Zharkov MS, Vaganov EA (2021b) Non-linear response to cell number revealed and eliminated from long-term tracheid measurements of Scots pine in Southern Siberia. Front Plant Sci 12:719796. https://doi.org/10.3389/fpls.2021.719796
Balanzategui D, Nordhauß H, Heinrich I, Biondi F, Miley N, Hurley AG, Ziaco E (2021) Wood anatomy of Douglas-fir in Eastern Arizona and its relationship with Pacific basin climate. Front Plant Sci 12:702442. https://doi.org/10.3389/fpls.2021.702442
Bazhenova OI, Tyumentseva EM (2010) The structure of contemporary denudation in the steppes of the Minusinskaya depression. Geogr Nat Resour 31(4):362–369. https://doi.org/10.1016/j.gnr.2010.11.010
Belokopytova LV, Babushkina EA, Zhirnova DF, Panyushkina IP, Vaganov EA (2018) Climatic response of conifer radial growth in forest-steppes of south Siberia: comparison of three approaches. Contemp Probl Ecol 11(4):366–376. https://doi.org/10.1134/S1995425518040030
Belokopytova LV, Babushkina EA, Zhirnova DF, Panyushkina IP, Vaganov EA (2019) Pine and larch tracheids capture seasonal variations of climatic signal at moisture-limited sites. Trees 33(1):227–242. https://doi.org/10.1007/s00468-018-1772-2
Belokopytova LV, Fonti P, Babushkina EA, Zhirnova DF, Vaganov EA (2020) Evidences of different drought sensitivity in xylem cell developmental processes in South Siberia Scots pines. Forests 11:294. https://doi.org/10.3390/f11121294
Bose AK, Gessler A, Bolte A, Bottero A, Buras A, Cailleret M, Camarero JJ, Haeni M, Hereş A-M, Hevia A, Lévesque M, Linares JC, Martinez-Vilalta J, Matías L, Menzel A, Sánchez-Salguero R, Saurer M, Vennetier M, Ziche D, Rigling A (2020) Growth and resilience responses of Scots pine to extreme droughts across Europe depend on predrought growth conditions. Glob Change Biol 26(8):4521–4537. https://doi.org/10.1111/gcb.15153
Breshears DD, Rich PM, Barnes FJ, Campbell K (1997) Overstory-imposed heterogeneity in solar radiation and soil moisture in a semiarid woodland. Ecol Appl 7(4):1201–1215
Büntgen U (2019) Re-thinking the boundaries of dendrochronology. Dendrochronologia 53:1–4. https://doi.org/10.1016/j.dendro.2018.10.012
Camenisch C, Rohr C (2018) When the weather turned bad. The research of climate impacts on society and economy during the little ice age in Europe. An overview. Geogr Res Lett 44(1):99–114. https://doi.org/10.18172/cig.3395
Carrer M, Castagneri D, Prendin AL, Petit G, von Arx G (2017) Retrospective analysis of wood anatomical traits reveals a recent extension in tree cambial activity in two high-elevation conifers. Front Plant Sci 8:737. https://doi.org/10.3389/fpls.2017.00737
Carrer M, Unterholzner L, Castagneri D (2018) Wood anatomical traits highlight complex temperature influence on Pinus cembra at high elevation in the Eastern Alps. Int J Biometeorol 62(9):1745–1753. https://doi.org/10.1007/s00484-018-1577-4
Caudullo G, Barredo JI (2019) A georeferenced dataset of drought and heat-induced tree mortality in Europe. One Ecosyst 4:e37753. https://doi.org/10.3897/oneeco.4.e37753
Caudullo G, Welk E, San-Miguel-Ayanz J (2017) Chorological maps for the main european woody species. Data Brief 12:662–666. https://doi.org/10.1016/j.dib.2017.05.007
Chen H (2018) The spatial patterns in long-term temporal trends of three major crops’ yields in Japan. Plant Prod Sci 21(3):177–185. https://doi.org/10.1080/1343943X.2018.1459752
Chen X, Wang L, Niu Z, Zhang M, Li J (2020) The effects of projected climate change and extreme climate on maize and rice in the Yangtze River Basin, China. Agric For Meteorol 282:107867. https://doi.org/10.1016/j.agrformet.2019.107867
Cook ER, Kairiukstis LA (eds) (1990) Methods of dendrochronology: application in environmental sciences. Springer, Dordrecht. https://doi.org/10.1007/978-94-015-7879-0
Cook ER, Krusic PJ (2005) Program ARSTAN: a tree-ring standardization program based on detrending and autoregressive time series modeling, with interactive graphics. Lamont-Doherty Earth Observatory, Columbia University, New York
Cook ER, Peters K (1981) The smoothing spline: a new approach to standardizing forest interior tree-ring width series for dendroclimatic studies. Tree-Ring Bull 41:45–53
Cook E, Briffa K, Shiyatov S, Mazepa V, Jones PD (1990) Data analysis. In: Cook ER, Kairiukstis LA (eds) Methods of dendrochronology: application in environmental sciences. Springer, Dordrecht, pp 97–162. https://doi.org/10.1007/978-94-015-7879-0_3
Cuny HE, Rathgeber CB, Frank D, Fonti P, Fournier M (2014) Kinetics of tracheid development explain conifer tree-ring structure. New Phytol 203(4):1231–1241. https://doi.org/10.1111/nph.12871
Damiano N, Bonfante A, Cirillo C, Amitrano C, Erbaggio A, Brook A, De Micco V (2019) Retrospective reconstruction of the ecophysiological grapevine behaviour through the analysis of tree-ring series to validate an approach to extract data from space-born and UAV techniques. In: 2019 IEEE International Workshop on Metrology for Agriculture and Forestry (MetroAgriFor). IEEE, New York, pp 191–195. https://doi.org/10.1109/MetroAgriFor.2019.8909258
Degroot D, Anchukaitis K, Bauch M, Burnham J, Carnegy F, Cui J, de Luna K, Guzowski P, Hambrecht G, Huhtamaa H, Izdebski A, Kleemann K, Moesswilde E, Neupane N, Newfield T, Pei Q, Xoplaki E, Zappia N (2021) Towards a rigorous understanding of societal responses to climate change. Nature 591:539–550. https://doi.org/10.1038/s41586-021-03190-2
Demina AV, Belokopytova LV, Zhirnova DF, Mehrotra N, Shah SK, Babushkina EA, Vaganov EA (2022) Degree of connectivity in reconstructed precipitation dynamics and extremes for semiarid regions across South Siberia. Dendrochronologia 71:125903. https://doi.org/10.1016/j.dendro.2021.125903
Dering M, Baranowska M, Beridze B, Chybicki IJ, Danelia I, Iszkuło G, Kvartskhava G, Kosiński P, Rączka G, Thomas PA, Tomaszewski D, Walas Ł, Sękiewicz K (2021) The evolutionary heritage and ecological uniqueness of Scots pine in the Caucasus ecoregion is at risk of climate changes. Sci Rep 11:22845. https://doi.org/10.1038/s41598-021-02098-1
Ellis EC, Pascual U, Mertz O (2019) Ecosystem services and nature’s contribution to people: negotiating diverse values and trade-offs in land systems. Curr Opin Environ Sustain 38:86–94. https://doi.org/10.1016/j.cosust.2019.05.001
Esper J, George SS, Anchukaitis K, D’Arrigo R, Ljungqvist FC, Luterbacher J et al (2018) Large-scale, millennial-length temperature reconstructions from tree-rings. Dendrochronologia 50:81–90. https://doi.org/10.1016/j.dendro.2018.06.001
Garcia-Barreda S, Camarero JJ (2020) Tree ring and water deficit indices as indicators of drought impact on black truffle production in Spain. For Ecol Manage 475:118438. https://doi.org/10.1016/j.foreco.2020.118438
Gough CM (2011) Terrestrial primary production: fuel for life. Nat Educ Knowl 3(10):28
Groisman PY, Blyakharchuk TA, Chernokulsky AV, Arzhanov MM, Marchesini LB, Bogdanova G, Borzenkova II, Bulygina ON, Karpenko AA, Karpenko L, Knight R, Khoin VCh, Korovin GN, Meshcherskaya A, Mokhov I, Parfenova E, Razuvaev V, Speranskaya N, Tchebakova N, Vygodskaya N (2012) Climate changes in Siberia. In: Groisman P, Gutman G (eds) Regional environmental changes in Siberia and their global consequences. Springer, Dordrecht, pp 57–109. https://doi.org/10.1007/978-94-007-4569-8
Hallingbäck HR, Burton V, Vizcaíno-Palomar N, Trotter F, Liziniewicz M, Marchi M, Berlin M, Ray D, Benito Garzón M (2022) Managing uncertainty in Scots pine range-wide adaptation under climate change. Front Ecol Evol 9:724051. https://doi.org/10.3389/fevo.2021.724051
Hare RC (1961) Heat effects on living plants. Southern Forest Experiment Station, Asheville
Hasan SS, Zhen L, Miah MG, Ahamed T, Samie A (2020) Impact of land use change on ecosystem services: a review. Environ Dev 34:100527. https://doi.org/10.1016/j.envdev.2020.100527
Hassan MU, Chattha MU, Khan I, Chattha MB, Barbanti L, Aamer M, Iqbal MM, Nawaz M, Mahmood A, Ali A, Aslam MT (2021) Heat stress in cultivated plants: Nature, impact, mechanisms, and mitigation strategies – A review. Plant Biosyst 155(2):211–234. https://doi.org/10.1080/11263504.2020.1727987
Helama S, Arppe L, Uusitalo J, Holopainen J, Mäkelä HM, Mäkinen H, Mielikäinen K, Nöjd P, Sutinen R, Taavitsainen J-P, Timonen M, Oinonen M (2018) Volcanic dust veils from sixth century tree-ring isotopes linked to reduced irradiance, primary production and human health. Sci Rep 8(1):1–12. https://doi.org/10.1038/s41598-018-19760-w
Hilbe JM (2007) STATISTICA 7: an overview. Am Stat 61(1):91–94. https://doi.org/10.1198/000313007X172998
Holmes RL (1983) Computer-assisted quality control in tree-ring dating and measurement. Tree-Ring Bull 43:69–78
Huhtamaa H (2018) Combining written and tree-ring evidence to trace past food crises: a case study from Finland. In: Collet D, Schuh M (eds) Famines during the ʻLittle ice Ageʼ (1300–1800). Springer, Cham, pp 43–66. https://doi.org/10.1007/978-3-319-54337-6_3
Huhtamaa H, Helama S (2017) Reconstructing crop yield variability in Finland: long-term perspective of the cultivation history on the agricultural periphery since AD 760. Holocene 27(1):3–11. https://doi.org/10.1177/0959683616646188
Huhtamaa H, Helama S, Holopainen J, Rethorn C, Rohr C (2015) Crop yield responses to temperature fluctuations in 19th century finland: provincial variation in relation to climate and tree-rings. Boreal Environ Res 20:707–723. http://urn.fi/URN:NBN:fi-fe2016082623059
Huhtamaa HM, Helama S, Leijonhufvud L, Ljungqvist CF (2020) Combining the archives of nature and society: tree rings and tithes. Past Glob Chang Mag 28(2):50–51. https://doi.org/10.22498/pages.28.2.50
Hydrometeorological Service under the Council of Ministers of the USSR (1974) Agroclimatic Resources of the Krasnoyarsk Krai and of the Tuva ASSR. Hydrometeoizdat. Leningrad. (In Russian)
Jameson DA (1961) Heat and desiccation resistance of tissue of important trees and grasses of the pinyon-juniper type. Bot Gaz 122(3):174–179
Kharuk VI, Ranson KJ, Dvinskaya ML (2007) Evidence of evergreen conifer invasion into larch dominated forests during recent decades in central Siberia. Eur J For Res 10:163–171
Kostyakova TV, Touchan R, Babushkina EA, Belokopytova LV (2018) Precipitation reconstruction for the Khakassia region, Siberia, from tree rings. Holocene 28(3):377–385. https://doi.org/10.1177/0959683617729450
Krämer D (2012) Menschen grasten nun mit dem Vieh. Die letzte grosse Hungerkrise der Schweiz 1816/17. Mit einer theoretischen und methodischen Einführung in die historische Hungerforschung. Dissertation, Universität Bern. (In German)
Kunert N, Hajek P, Hietz P, Morris H, Rosner S, Tholen D (2022) Summer temperatures reach the thermal tolerance threshold of photosynthetic decline in temperate conifers. Plant Biol 24(7):1254–1261. https://doi.org/10.1111/plb.13349
Larson PR (1994) The vascular cambium. Development and structure. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-78466-8
Larson ER, Allen SA, Underwood CA (2021) The driftless oaks: a new network of tree-ring chronologies to improve regional perspectives of drought in the Upper Midwest, USA. Prog Phys Geogr Earth Environ 45(3):375–406. https://doi.org/10.1177/0309133320960670
Larysch E, Stangler DF, Puhlmann H, Rathgeber CBK, Seifert T, Kahle HP (2022) The 2018 hot drought pushed conifer wood formation to the limit of its plasticity: consequences for woody biomass production and tree ring structure. Plant Biol 24(7):1171–1185. https://doi.org/10.1111/plb.13399
Levy KG, Zadonina NV, Berdnikova NE, Voronin VI, Glyzin AV, Yazev SA, Baasanjav B, Ninzhbadgar S, Balzhinnyam B, Buddo VY (2003) Modern geodynamics and heliogeodynamics. Book II. 500-year chronology of anomalous phenomena in nature and society in Siberia and Mongolia. Irkutsk State Technical University, Irkutsk. (In Russian)
Likhenko IE, Artemova GV, Khristov YA (2014) Establishment and development of plant breeding in Siberia. Sib Bull Agric Sci 5:28–35 (In Russian)
Liu H, Park Williams A, Allen CD, Guo D, Wu X, Anenkhonov OA, Liang E, Sandanov DV, Yin Y, Qi Z, Badmaeva NK (2013) Rapid warming accelerates tree growth decline in semi-arid forests of inner Asia. Glob Change Biol 19:2500–2510. https://doi.org/10.1111/gcb.12217
Liu L, Liu X, Chen J, Du S, Ma Y, Qian X, Chen S, Peng D (2020) Estimating maize GPP using near-infrared radiance of vegetation. Sci Remote Sens 2:100009. https://doi.org/10.1016/j.srs.2020.100009
Ljungqvist FC, Piermattei A, Seim A, Krusic PJ, Büntgen U, He M et al (2020) Ranking of tree-ring based hydroclimate reconstructions of the past millennium. Quat Sci Rev 230:106074. https://doi.org/10.1016/j.quascirev.2019.106074
Lobell DB, Field CB (2007) Global scale climate-crop yield relationships and the impacts of recent warming. Environ Res Lett 2:014002. https://doi.org/10.1088/1748-9326/2/1/014002
Martínez-Sancho E, Treydte K, Lehmann MM, Rigling A, Fonti P (2022) Drought impacts on tree carbon sequestration and water use–evidence from intra‐annual tree‐ring characteristics. New Phytol 236(1):58–70. https://doi.org/10.1111/nph.18224
McDowell NG, Grossiord C, Adams HD, Pinzón-Navarro S, Mackay DS, Breshears DD, Allen CD, Borrego I, Dickman LT, Collins A, Gaylord M, McBranch N, Pockman WT, Vilagrosa A, Aukema B, Goodsman D, Xu C (2019) Mechanisms of a coniferous woodland persistence under drought and heat. Environ Res Lett 14:045014. https://doi.org/10.1088/1748-9326/ab0921
Meko DM, Touchan R, Anchukaitis KJ (2011) Seascorr: a MATLAB program for identifying the seasonal climate signal in an annual tree-ring time series. Comput Geosci 37(9):1234–1241. https://doi.org/10.1016/j.cageo.2011.01.013
Mencuccini M, Grace J, Fioravanti M (1997) Biomechanical and hydraulic determinants of tree structure in Scots pine: anatomical characteristics. Tree Physiol 17(2):105–113. https://doi.org/10.1093/treephys/17.2.105
Meng Z, Duan A, Dassanayake KB, Chen D, Gao Y, Wang X, Shen X (2016) Effects of regulated deficit irrigation on grain yield and quality traits in winter wheat. Trans ASABE 59(3):897–907. https://doi.org/10.13031/trans.59.11400
Mistryukov AA (1991) Geomorphological zoning of the Nazarovsko-Minusinsk intermountain depression. A.A. Trofimuk Joint Institute of Geology. Geophysics and Mineralogy SB RAS, Novosibirsk. (In Russian)
Moriondo M, Jones GV, Bois B, Dibari C, Ferrise R, Trombi G, Bindi M (2013) Projected shifts of wine regions in response to climate change. Clim Change 119(3):825–839. https://doi.org/10.1007/s10584-013-0739-y
Myglan VS (2010) Climate and society of Siberia in the little ice age. Siberian Federal University, Krasnoyarsk. (In Russian)
Ozturk A, Aydin F (2004) Effect of water stress at various growth stages on some quality characteristics of winter wheat. J Agron Crop Sci 190(2):93–99. https://doi.org/10.1046/j.1439-037X.2003.00080.x
Panyushkina IP, Hughes MK, Vaganov EA, Munro MA (2003) Summer temperature in northeastern Siberia since 1642 reconstructed from tracheid dimensions and cell numbers of Larix cajanderi. Can J For Res 33(10):1905–1914. https://doi.org/10.1139/x03-109
Parton WJ, Gutmann MP, Ojima D (2007) Long-term trends in population, farm income, and crop production in the Great Plains. Bioscience 57(9):737–747. https://doi.org/10.1641/B570906
Prasad PV, Bheemanahalli R, Jagadish SK (2017) Field crops and the fear of heat stress – opportunities, challenges and future directions. Field Crops Res 200:114–121. https://doi.org/10.1016/j.fcr.2016.09.024
Rammig A, Wiedermann M, Donges JF, Babst F, von Bloh W, Frank D, Thonicke K, Mahecha MD (2015) Coincidences of climate extremes and anomalous vegetation responses: comparing tree ring patterns to simulated productivity. Biogeosci 12:373–385. https://doi.org/10.5194/bg-12-373-2015
Rathgeber CB (2017) Conifer tree-ring density inter‐annual variability–anatomical, physiological and environmental determinants. New Phytol 216(3):621–625. https://doi.org/10.1111/nph.14763
Rehschuh R, Ruehr NK (2022) Diverging responses of water and carbon relations during and after heat and hot drought stress in Pinus sylvestris. Tree Physiol 42(8):1532–1548. https://doi.org/10.1093/treephys/tpab141
Rinn F (2003) TSAP-Win: Time series analysis and presentation for dendrochronology and related applications: user reference. RINNTECH, Heidelberg
Ritchie H, Roser M (2013a) Land Use. https://ourworldindata.org/land-use. Accessed on 20 Mar 2023
Ritchie H, Roser M (2013b) Crop yields. https://ourworldindata.org/crop-yields. Accessed on 06 Jun 2022
Rivas-Martínez S, Rivas-Saenz S, Penas A (2011) Worldwide bioclimatic classification system. Glob Geobot 1:1–634. https://doi.org/10.5616/gg110001
Schulze ED, Beck E, Müller-Hohenstein K (2005) Plant ecology. Springer, Berlin
Semenov MA, Shewry PR (2011) Modelling predicts that heat stress, not drought, will increase vulnerability of wheat in Europe. Sci Rep 1:66. https://doi.org/10.1038/srep00066
Seo JW, Smiljanić M, Wilmking M (2014) Optimizing cell-anatomical chronologies of Scots pine by stepwise increasing the number of radial tracheid rows included – case study based on three scandinavian sites. Dendrochronologia 32(3):205–209. https://doi.org/10.1016/j.dendro.2014.02.002
Shuman JK, Shugart HH, O’Halloran TL (2011) Sensitivity of siberian larch forests to climate change. Glob Chang Biol 17:2370–2384. https://doi.org/10.1111/j.1365-2486.2011.02417.x
Silkin PP (2010) Methods of multiparameter analysis of conifers tree-rings structure. Siberian Federal University, Krasnoyarsk. (in Russian)
Soens T (2022) No second lord. Agriculture and climatic variability in the late medieval low countries. In: Weeda C, Stein R, Sicking L (eds) Communities, environment and regulation in the premodern world. Brepols Publishers, Turnhout, pp 71–98. https://doi.org/10.1484/M.CORN-EB.5.129373
Stambaugh MC, Bigelow SW, Abadir ER (2021) Linkages between forest growth, climate, and agricultural production are revealed through analysis of seasonally-partitioned longleaf pine (Pinus palustris Mill.) Tree rings. Dendrochronologia 65:125801. https://doi.org/10.1016/j.dendro.2020.125801
Tardif R, Hakim GJ, Perkins WA, Horlick KA, Erb MP, Emile-Geay J, Anderson DM, Steig EJ, Noone D (2019) Last millennium reanalysis with an expanded proxy database and seasonal proxy modeling. Clim Past 15(4):1251–1273. https://doi.org/10.5194/cp-15-1251-2019
Tchebakova NM, Parfenova EI, Soja AJ (2011) Climate change and climate-induced hot spots in forest shifts in central Siberia from observed data. Reg Environ Change 11:817–827. https://doi.org/10.1007/s10113-011-0210-4
Tei S, Sugimoto A, Kotani A, Ohta T, Morozumi T, Saito S, Hashiguchi S, Maximov T (2019) Strong and stable relationships between tree-ring parameters and forest-level carbon fluxes in a siberian larch forest. Polar Sci 21:146–157. https://doi.org/10.1016/j.polar.2019.02.001
Teixeira EI, Fischer G, Velthuizen HV, Walter C, Ewert F (2013) Global hot-spots of heat stress on agricultural crops due to climate change. Agric For Meteorol 170:206–215. https://doi.org/10.1016/j.agrformet.2011.09.002
Territorial Planning Scheme of the Republic of Khakassia (2022) Approved by Resolution #763 from 14 November 2011 of the Government of the Republic of Khakassia, Russian Federation. https://docs.cntd.ru/document/428540365. Accessed on 06 (In Russian)
Therrell MD, Stanle DW, Diaz JV, Cornelo Oviedo EH, Cleaveland MK (2006) Tree-ring reconstructed maize yield in central Mexico: 1474–2001. Clim Change 74(4):493–504. https://doi.org/10.1007/s10584-006-6865-z
TIBCO Software Inc (2020) Data science textbook. https://docs.tibco.com/data-science/textbook. Accessed on 25 Nov 2022.
Touchan R, Kherchouche D, Oudjehih B, Touchan H, Slimani S, Meko DM (2016) Dendroclimatology and wheat production in Algeria. J Arid Environ 124:102–110. https://doi.org/10.1016/j.jaridenv.2015.07.016
Urban J, Rubtsov AV, Urban AV, Shashkin AV, Benkova VE (2019) Canopy transpiration of a Larix sibirica and Pinus sylvestris forest in Central Siberia. Agric For Meteorol 271:64–72. https://doi.org/10.1016/j.agrformet.2019.02.038
Vaganov EA (1990) The tracheidogram method in tree-ring analysis and its application. In: Cook ER, Kairiukstis LA (eds) Methods of dendrochronology. Application in environmental sciences. Kluwer Acad. Publ., Dordrecht, pp 63–75. https://doi.org/10.1007/978-94-015-7879-0_2
Vaganov EA, Hughes MK, Shashkin AV (2006) Growth dynamics of conifer tree rings: images of past and future environments. Springer, Berlin. https://doi.org/10.1007/3-540-31298-6
Vaganov EA, Babushkina EA, Belokopytova LV, Zhirnova DF (2020) Small fluctuations in cell wall thickness in pine and spruce xylem: signal from cambium? PLoS ONE 15(5):e0233106. https://doi.org/10.1371/journal.pone.0233106
Vicente-Serrano SM, Martin-Hernandez N, Camarero JJ, Gazol A, Sanchez-Salguero R, Pena-Gallardo M et al (2020) Linking tree-ring growth and satellite-derived gross primary growth in multiple forest biomes. Temporal-scale matters. Ecol Indic 108:105753. https://doi.org/10.1016/j.ecolind.2019.105753
Wigley T, Briffa K, Jones P (1984) On the average value of correlated time series, with applications in dendroclimatology and hydrometeorology. J Appl Meteorol Climatol 23:201–213. https://doi.org/10.1175/1520-0450
Wu X, Babst F, Ciais P, Frank D, Reichstein M, Wattenbach M, Zhang C, Mahecha MD (2014) Climate-mediated spatiotemporal variability in terrestrial productivity across Europe. Biogeosciences 11(11):3057–3068. https://doi.org/10.5194/bg-11-3057-2014
Wu Q, Wang X, Jiang J, Chen S (2022) Crop yield estimation in the North China plain from 2001 to 2016 using multi-source remote sensing data and process-based Fgm model. ISPRS Ann Photogramm Remote Sens Spat Inf Sci 3:43–49. https://doi.org/10.5194/isprs-annals-X-3-W2-2022-43-2022
Zhao S, Pederson N, D’Orangeville L, HilleRisLambers J, Boose E, Penone C, Bauer B, Jiang Y, Manzanedo RD (2019) The International Tree-Ring Data Bank (ITRDB) revisited: data availability and global ecological representativity. J Biogeogr 46(2):355–368. https://doi.org/10.1111/jbi.13488
Zhirnova DF, Belokopytova LV, Meko DM, Babushkina EA, Vaganov EA (2021) Climate change and tree growth in the Khakass-Minusinsk Depression (South Siberia) impacted by large water reservoirs. Sci Rep 11:14266. https://doi.org/10.1038/s41598-021-93745-0
Ziaco E, Biondi F, Heinrich I (2016) Wood cellular dendroclimatology: testing new proxies in Great Basin bristlecone pine. Front Plant Sci 7:1602. https://doi.org/10.3389/fpls.2016.01602
Acknowledgements
The author SKS is thankful to Director of BSIP (India) for the due encouragement to participate in this study.
Funding
This study was funded by the Russian Foundation for Basic Research, grant number 20-016-00049. The funder had no role in study design; in the collection, analysis and interpretation of data; in the writing of the manuscript, or in the decision to publish the results.
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Babushkina, E.A., Zhirnova, D.F., Belokopytova, L.V. et al. Conifer quantitative wood anatomy as proxy data: application in agricultural yield reconstruction. Trees (2023). https://doi.org/10.1007/s00468-023-02437-x
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DOI: https://doi.org/10.1007/s00468-023-02437-x