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2017 | OriginalPaper | Buchkapitel

6. Process-Based Simulation and Prediction of Plant Phenology Spatiotemporal Variations

verfasst von : Xiaoqiu Chen

Erschienen in: Spatiotemporal Processes of Plant Phenology

Verlag: Springer Berlin Heidelberg

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Abstract

Using tree first leaf unfolding and grass green-up data, and daily air temperature and precipitation data, local and regional unified phenology models were fitted and validated in northern China and the Inner Mongolian Grassland, respectively. Based on the regional phenology models, spatiotemporal patterns of first leaf unfolding dates and green-up dates were reconstructed over the continuous geographic coverage. Within the 250 optimum local first leaf unfolding models for the four tree species at 136 stations, the unified forcing and chilling models account for 83 and 17 %, respectively. Thus, forcing temperature predominantly influence first leaf unfolding dates in most parts of northern China, while the affect of chilling temperature was stronger for earlier than later first leaf unfolding species. Spatial and temporal validation confirmed the capability and reliability of the 16 regional unified species-specific models in predicting leaf unfolding dates in the four climate regions. The reconstructed leaf unfolding dates show a significant advancement in most parts of northern China over 1960–2009, which is stronger for earlier than later first leaf unfolding species. For grass green-up modeling, previous temperature accumulation controls green-up dates of the three grass species at three stations, while both previous temperature and precipitation accumulations control green-up dates of these grass species at another three stations. The accumulated precipitation plays a more important role as the precondition of forcing temperature than as the supplementary condition of forcing temperature in triggering green-up of grasses. The accuracy of the regional unified models in simulating and predicting green-up dates of grasses at internal and external stations is at acceptable levels overall. The reconstructed mean green-up dates for the three grass species represented a similar spatial pattern across the Inner Mongolian Grassland, which is aligned approximately along the thermal and moisture gradient. Spatial patterns of green-up date linear trends indicate a significant advancement at 40.3–71.4 % of all grids over the Inner Mongolian Grassland during 1983–2009.

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Literatur
Zurück zum Zitat Akaike H (1973) Information theory and an extension of the maximum likelihood principle. In: Petrov BN, Csaki F (eds) Proceedings of the second international symposium on information theory. Akademiai Kiado, Budapest, pp 267–281 Akaike H (1973) Information theory and an extension of the maximum likelihood principle. In: Petrov BN, Csaki F (eds) Proceedings of the second international symposium on information theory. Akademiai Kiado, Budapest, pp 267–281
Zurück zum Zitat Cannell MGR, Smith RI (1983) Thermal time, chill days and prediction of budburst in Picea sitchensis. J Appl Ecol 20:951–963CrossRef Cannell MGR, Smith RI (1983) Thermal time, chill days and prediction of budburst in Picea sitchensis. J Appl Ecol 20:951–963CrossRef
Zurück zum Zitat Chen XQ (2009) Phenological obseration in China. In: Hudson IL, Keatley MR (eds) Phenological research: Methods for environmental and climate change analysis. Springer, Dordrecht, pp 35–38 Chen XQ (2009) Phenological obseration in China. In: Hudson IL, Keatley MR (eds) Phenological research: Methods for environmental and climate change analysis. Springer, Dordrecht, pp 35–38
Zurück zum Zitat Chen XQ, Zhou M, Zheng T, Zhang RJ (2008) Examining seasonal variations of Leymus chinensis photosynthetic rates in the Hulunbeier Grassland: a case study of a grassland meteorological experiment station in Ewenke (in Chinese with English Abstract). Acta Ecol Sinica 28:2003–2012 Chen XQ, Zhou M, Zheng T, Zhang RJ (2008) Examining seasonal variations of Leymus chinensis photosynthetic rates in the Hulunbeier Grassland: a case study of a grassland meteorological experiment station in Ewenke (in Chinese with English Abstract). Acta Ecol Sinica 28:2003–2012
Zurück zum Zitat Chen XQ, Li J, Xu L, Liu L, Ding D (2014) Modeling greenup date of dominant grass species in the Inner Mongolian Grassland using air temperature and precipitation data. Int J Biometeorol 58:463–471CrossRef Chen XQ, Li J, Xu L, Liu L, Ding D (2014) Modeling greenup date of dominant grass species in the Inner Mongolian Grassland using air temperature and precipitation data. Int J Biometeorol 58:463–471CrossRef
Zurück zum Zitat China Meteorological Administration (1978) Atlas of the climate of China (in Chinese). Sinomaps Press, Beijing China Meteorological Administration (1978) Atlas of the climate of China (in Chinese). Sinomaps Press, Beijing
Zurück zum Zitat China Meteorological Administration (1993) Observation criterion of agricultural meteorology (in Chinese). China Meteorological Press, Beijing China Meteorological Administration (1993) Observation criterion of agricultural meteorology (in Chinese). China Meteorological Press, Beijing
Zurück zum Zitat Chuine I (2000) A unified model for budburst of trees. J Theoret Biol 207:337–347CrossRef Chuine I (2000) A unified model for budburst of trees. J Theoret Biol 207:337–347CrossRef
Zurück zum Zitat Chuine I, Cour P, Rousseau DD (1998) Fitting models predicting dates of flowering of temperate-zone trees using simulated annealing. Plant, Cell Environ 21:455–466CrossRef Chuine I, Cour P, Rousseau DD (1998) Fitting models predicting dates of flowering of temperate-zone trees using simulated annealing. Plant, Cell Environ 21:455–466CrossRef
Zurück zum Zitat Chuine I, Cour P, Rousseau DD (1999) Selecting models to predict the timing of flowering of temperate trees: implications for tree phenology modelling. Plant, Cell Environ 22:1–13CrossRef Chuine I, Cour P, Rousseau DD (1999) Selecting models to predict the timing of flowering of temperate trees: implications for tree phenology modelling. Plant, Cell Environ 22:1–13CrossRef
Zurück zum Zitat Chuine I, Cambon G, Comtois P (2000) Scaling phenology from the local to the regional level: advances from species-specific phenological models. Global Change Biol 6:943–952CrossRef Chuine I, Cambon G, Comtois P (2000) Scaling phenology from the local to the regional level: advances from species-specific phenological models. Global Change Biol 6:943–952CrossRef
Zurück zum Zitat Chuine I, Kramer K, Hänninen H (2003) Plant development models. In: Schwartz MD (ed) Phenology: An integrative environmental science. Kluwer Academic Publishers, Dordrecht, pp 217–235CrossRef Chuine I, Kramer K, Hänninen H (2003) Plant development models. In: Schwartz MD (ed) Phenology: An integrative environmental science. Kluwer Academic Publishers, Dordrecht, pp 217–235CrossRef
Zurück zum Zitat Cleland EE, Chiariello NR, Loarie SR, Mooney HA, Field CB (2006) Diverse responses of phenology to global changes in a grassland ecosystem. Proc Natl Acad Sci USA 103:13740–13744CrossRef Cleland EE, Chiariello NR, Loarie SR, Mooney HA, Field CB (2006) Diverse responses of phenology to global changes in a grassland ecosystem. Proc Natl Acad Sci USA 103:13740–13744CrossRef
Zurück zum Zitat Crimmins TM, Crimmins MA, Bertelsen CD (2010) Complex responses to climate drivers in onset of spring flowering across a semi-arid elevation gradient. J Ecol 98:1042–1051CrossRef Crimmins TM, Crimmins MA, Bertelsen CD (2010) Complex responses to climate drivers in onset of spring flowering across a semi-arid elevation gradient. J Ecol 98:1042–1051CrossRef
Zurück zum Zitat Crimmins TM, Crimmins MA, Bertelsen CD (2011) Onset of summer flowering in a ‘SkyIsland’ is driven by monsoon moisture. New Phytol 191:468–479CrossRef Crimmins TM, Crimmins MA, Bertelsen CD (2011) Onset of summer flowering in a ‘SkyIsland’ is driven by monsoon moisture. New Phytol 191:468–479CrossRef
Zurück zum Zitat Delpierre N, Dufrêne E, Soudani K, Ulrich E, Cecchini S, Boé J, François C (2009) Modelling interannual and spatial variability of leaf senescence for three deciduous tree species in France. Agric For Meteorol 149:938–948CrossRef Delpierre N, Dufrêne E, Soudani K, Ulrich E, Cecchini S, Boé J, François C (2009) Modelling interannual and spatial variability of leaf senescence for three deciduous tree species in France. Agric For Meteorol 149:938–948CrossRef
Zurück zum Zitat Editorial Board of the Inner Mongolian Grassland (1991) The Inner Mongolian Grassland (in Chinese). Renmin Press of Inner Mongolia, Huhehot Editorial Board of the Inner Mongolian Grassland (1991) The Inner Mongolian Grassland (in Chinese). Renmin Press of Inner Mongolia, Huhehot
Zurück zum Zitat Fu YH, Campioli M, Van Oijen M, Deckmyn G, Janssens IA (2012) Bayesian comparison of six different temperature-based budburst models for four temperate tree species. Ecol Modelling 230:92–100CrossRef Fu YH, Campioli M, Van Oijen M, Deckmyn G, Janssens IA (2012) Bayesian comparison of six different temperature-based budburst models for four temperate tree species. Ecol Modelling 230:92–100CrossRef
Zurück zum Zitat García-Mozo H, Chuine I, Aira MJ, Belmonte J, Bermejo D, Díaz de la Guardia C, Elvira B, Gutiérrez M, Rodríguez-Rajo J, Ruiz L, Trigo MM, Tormo R, Valencia R, Galán C (2008) Regional phenological models for forecasting the start and peak of the Quercus pollen season in Spain. Agric For Meteorol 148:372–380CrossRef García-Mozo H, Chuine I, Aira MJ, Belmonte J, Bermejo D, Díaz de la Guardia C, Elvira B, Gutiérrez M, Rodríguez-Rajo J, Ruiz L, Trigo MM, Tormo R, Valencia R, Galán C (2008) Regional phenological models for forecasting the start and peak of the Quercus pollen season in Spain. Agric For Meteorol 148:372–380CrossRef
Zurück zum Zitat Hall DO, Scurlock JMO, Ojima DS, Parton WJ, Wigley TML, Schimel D (2000) Grasslands and the global carbon cycle: modeling the effects of climate change. In: Wigley TML, Schimel DS (eds) The carbon cycle. Cambridge University Press, Cambridge, pp 102–114CrossRef Hall DO, Scurlock JMO, Ojima DS, Parton WJ, Wigley TML, Schimel D (2000) Grasslands and the global carbon cycle: modeling the effects of climate change. In: Wigley TML, Schimel DS (eds) The carbon cycle. Cambridge University Press, Cambridge, pp 102–114CrossRef
Zurück zum Zitat Hänninen H (1990) Modelling bud dormancy release in trees from cool and temperate regions. Acta For Fenn 213:1–47 Hänninen H (1990) Modelling bud dormancy release in trees from cool and temperate regions. Acta For Fenn 213:1–47
Zurück zum Zitat Hunter AF, Lechowicz MJ (1992) Predicting the timing of budburst in temperate trees. J Appl Ecol 29:597–604CrossRef Hunter AF, Lechowicz MJ (1992) Predicting the timing of budburst in temperate trees. J Appl Ecol 29:597–604CrossRef
Zurück zum Zitat Hutchinson MF (2002) Anusplin Version 4.2 User Guide. Centre for Resource and environmental studies. The Australian National University, Canberra Hutchinson MF (2002) Anusplin Version 4.2 User Guide. Centre for Resource and environmental studies. The Australian National University, Canberra
Zurück zum Zitat Jentsch A, Kreyling J, Boettcher-Treschkow J, Beierkuhnlein C (2009) Beyond gradual warming: extreme weather events alter flower phenology of European grassland and heath species. Global Change Biol 15:837–849CrossRef Jentsch A, Kreyling J, Boettcher-Treschkow J, Beierkuhnlein C (2009) Beyond gradual warming: extreme weather events alter flower phenology of European grassland and heath species. Global Change Biol 15:837–849CrossRef
Zurück zum Zitat Kramer K (1994a) A modeling analysis of the effects of climatic warming on the probability of spring frost damage to tree species in the Netherlands and Germany. Plant, Cell Environ 17:367–377CrossRef Kramer K (1994a) A modeling analysis of the effects of climatic warming on the probability of spring frost damage to tree species in the Netherlands and Germany. Plant, Cell Environ 17:367–377CrossRef
Zurück zum Zitat Kramer K (1994b) Selecting a model to predict the onset of growth of Fagus sylvatica. J Appl Ecol 31:172–181CrossRef Kramer K (1994b) Selecting a model to predict the onset of growth of Fagus sylvatica. J Appl Ecol 31:172–181CrossRef
Zurück zum Zitat Landsberg JJ (1974) Apple fruit bud development and growth; analysis and an empirical model. Ann Bot 38:1013–1023 Landsberg JJ (1974) Apple fruit bud development and growth; analysis and an empirical model. Ann Bot 38:1013–1023
Zurück zum Zitat Lesica P, Kittelson PM (2010) Precipitation and temperature are associated with advanced flowering phenology in a semi-arid grassland. J Arid Environ 74:1013–1017CrossRef Lesica P, Kittelson PM (2010) Precipitation and temperature are associated with advanced flowering phenology in a semi-arid grassland. J Arid Environ 74:1013–1017CrossRef
Zurück zum Zitat Linkosalo T, Lappalainen HK, Hari P (2008) A comparison of phenological models of leaf bud burst and flowering of boreal trees using independent observations. Tree Physiol 28:1873–1882CrossRef Linkosalo T, Lappalainen HK, Hari P (2008) A comparison of phenological models of leaf bud burst and flowering of boreal trees using independent observations. Tree Physiol 28:1873–1882CrossRef
Zurück zum Zitat Morin X, Lechowicz MJ, Augspurger C, O’Keefe J, Viner D, Chuine I (2009) Leaf phenology in 22 North American tree species during the 21st century. Global Change Biol 15:961–975CrossRef Morin X, Lechowicz MJ, Augspurger C, O’Keefe J, Viner D, Chuine I (2009) Leaf phenology in 22 North American tree species during the 21st century. Global Change Biol 15:961–975CrossRef
Zurück zum Zitat Murray MB, Cannell MGR, Smith RI (1989) Date of budburst of fifteen tree species in Britain following climatic warming. J Appl Ecol 26:693–700CrossRef Murray MB, Cannell MGR, Smith RI (1989) Date of budburst of fifteen tree species in Britain following climatic warming. J Appl Ecol 26:693–700CrossRef
Zurück zum Zitat Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I—a discussion of principles. J Hydrol 10:282–290CrossRef Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I—a discussion of principles. J Hydrol 10:282–290CrossRef
Zurück zum Zitat Sherry RA, Zhou XH, Gu SL, Arnone JA, Schimel DS, Verburg PS, Wallace LL, Luo YQ (2007) Divergence of reproductive phenology under climate warming. Proc Natl Acad Sci USA 104:198–202CrossRef Sherry RA, Zhou XH, Gu SL, Arnone JA, Schimel DS, Verburg PS, Wallace LL, Luo YQ (2007) Divergence of reproductive phenology under climate warming. Proc Natl Acad Sci USA 104:198–202CrossRef
Zurück zum Zitat Shinoda M, Ito S, Nachinshonhor GU, Erdenetsetseg D (2007) Phenology of Mongolian grasslands and moisture conditions. J Meteorol Soc Jap 85:359–367CrossRef Shinoda M, Ito S, Nachinshonhor GU, Erdenetsetseg D (2007) Phenology of Mongolian grasslands and moisture conditions. J Meteorol Soc Jap 85:359–367CrossRef
Zurück zum Zitat Study Group of Animal Husbandry Climate Regionalization for China’s Pastoral Areas (1988) Animal husbandry climate for China’s pastoral areas (in Chinese). China Meteorological Press, Beijing Study Group of Animal Husbandry Climate Regionalization for China’s Pastoral Areas (1988) Animal husbandry climate for China’s pastoral areas (in Chinese). China Meteorological Press, Beijing
Zurück zum Zitat Xu L, Chen XQ (2013) Regional unified model-based leaf unfolding prediction from 1960 to 2009 across northern China. Global Change Biol 19:1275–1284CrossRef Xu L, Chen XQ (2013) Regional unified model-based leaf unfolding prediction from 1960 to 2009 across northern China. Global Change Biol 19:1275–1284CrossRef
Metadaten
Titel
Process-Based Simulation and Prediction of Plant Phenology Spatiotemporal Variations
verfasst von
Xiaoqiu Chen
Copyright-Jahr
2017
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-49839-2_6