A framework for modelling the annual cycle of trees in boreal and temperate regions

Models of the annual development cycle of trees in boreal and temperate regions were reviewed and classified on the basis of their ecophysiological assumptions. In our classification we discern two main categories of tree development: 1) fixed sequence development, which refers to irreversible ontogenetic development leading to visible phenological events such as bud burst or flowering, and 2) fluctuating development, which refers to reversible physiological phenomena such as the dynamics of frost hardiness during winter. As many of the physiological phenomena are partially reversible, we also describe integrated models, which include aspects of both fixed-sequence and fluctuating development. In our classification we further discern simple E-models, where the environmental response stays constant, and more comprehensive ES-models, where the environmental response changes according to the state of development. On the basis of this model classification, we have developed an operational modelling framework, in which we define an explicit state variable and a corresponding rate variable for each attribute of the annual cycle considered. We introduce a unifying notation, which we also use when presenting a selection of previously published models. To illustrate the various developmental phenomena and their modelling, we have carried out model simulations. Finally, we discuss the ecophysiological interpretation of the model variables, methodological aspects of the empirical development and testing of the models, the introduction of new aspects to the modelling, other closely related models, and applications of the models.

[1]  P. Pelkonen,et al.  Temperature step response of dehardening in Pinus sylvestris seedlings , 1986 .

[2]  A. Friend,et al.  Effects of elevated CO(2), nutrition and climatic warming on bud phenology in Sitka spruce (Picea sitchensis) and their impact on the risk of frost damage. , 1994, Tree physiology.

[3]  J. Partanen,et al.  Effects of seed origin and sowing time on timing of height growth cessation of Betula pendula seedlings. , 2005, Tree physiology.

[4]  D. R. Walker,et al.  A Model for Estimating the Completion of Rest for ‘Redhaven’ and ‘Elberta’ Peach Trees1 , 1974, HortScience.

[5]  R. Campbell Use of Phenology for Examining Provenance Transfers in Reforestation of Douglas-Fir , 1974 .

[6]  Donald B. Anderson,et al.  Plant Physiology. Second Edition , 1952 .

[7]  D. Greer,et al.  Modelling Cold Hardiness Development and Loss in Conifers , 2001 .

[8]  P. Pelkonen The Uptake of Carbon Dioxide in Scots Pine during Spring , 1980 .

[9]  M. Cannell,et al.  Frost avoidance by selection for late budburst in Picea sitchensis , 1985 .

[10]  M. Cannell,et al.  CLIMATIC WARMING, SPRING BUDBURST AND FROST DAMAGE ON TREES , 1986 .

[11]  J. A. Romberger Meristems, growth, and development in woody plants , 1963 .

[12]  H. Hänninen,et al.  Dormancy release of Norway spruce under climatic warming: testing ecophysiological models of bud burst with a whole-tree chamber experiment. , 2007, Tree physiology.

[13]  P. Hari,et al.  A dynamic model of the daily height increment of plants , 1970 .

[14]  T. Linkosalo Analyses of the spring phenology of boreal trees and its response to climate change , 2000 .

[15]  Kent D. Kobayashi,et al.  Modeling bud development during the quiescent phase in red-osier dogwood (Cornus sericea L.) , 1983 .

[16]  A. Erez,et al.  The temperature dependence of dormancy breaking in plants: Computer simulation of processes studied under controlled temperatures , 1987 .

[17]  Denis-Didier Rousseau,et al.  Fitting models predicting dates of flowering of temperate‐zone trees using simulated annealing , 1998 .

[18]  P. Wareing,et al.  Photoperiodism in Woody Plants , 1956 .

[19]  R. Häkkinen Statistical evaluation of bud development theories: application to bud burst of Betula pendula leaves. , 1999, Tree physiology.

[20]  H. Hänninen Effects of temperature on dormancy release in woody plants. , 1987 .

[21]  L. Christersson The Influence of Photoperiod and Temperature on the Development of Frost Hardiness in Seedlings of Pinus silvestris and Picea abies , 1978 .

[22]  J. Levitt Growth and survival of plants at extremes of temperature--a unified concept. , 1969, Symposia of the Society for Experimental Biology.

[23]  A. Pisek,et al.  Assimilationsvermögen und Respiration der Fichte (Picea excelsa Link) in verschiedener Höhenlage und der Zirbe (Pinus cembra L.) an der alpinen Waldgrenze , 1958, Planta.

[24]  I. Chuine,et al.  A unified model for budburst of trees. , 2000, Journal of theoretical biology.

[25]  M. G. Ryan,et al.  Tree and forest functioning in response to global warming. , 2001, The New phytologist.

[26]  Koen Kramer,et al.  Phenology and growth of European trees in relation to climate change , 1996 .

[27]  Heikki Hänninen,et al.  Changing Environmental Effects on Frost Hardiness of Scots Pine During Dehardening , 1997 .

[28]  Jörg Schaber,et al.  Physiology-based phenology models for forest tree species in Germany , 2003, International journal of biometeorology.

[29]  P. Rinne,et al.  Plasmodesmata at the crossroads between development, dormancy, and defense , 2003 .

[30]  F. Coville THE INFLUENCE OF COLD IN STIMULATING THE GROWTH OF PLANTS , 1920 .

[31]  T. Repo Seasonal changes of frost hardiness in Piceaabies and Pinussylvestris in Finland , 1992 .

[32]  T. Repo,et al.  Quantification of additive response and stationarity of frost hardiness by photoperiod and temperature in Scots pine , 2003 .

[33]  H. Hänninen,et al.  Adaptation of the timing of bud burst of Norway spruce to temperate and boreal climates , 2002 .

[34]  D. Greer Temperature Regulation of the Development of Frost Hardiness in Pinus radiata D. Don , 1983 .

[35]  M. Cannell,et al.  Date of budburst of fifteen tree species in Britain following climatic warming , 1989 .

[36]  Heikki Hänninen,et al.  Effects of climatic change on trees from cool and temperate regions: an ecophysiological approach to modelling of bud burst phenology , 1995 .

[37]  P. Hari,et al.  Effects of dormancy and environmental factors on timing of bud burst in Betula pendula. , 1998, Tree physiology.

[38]  O. M. Heide,et al.  Dormancy release and chilling requirement of buds of latitudinal ecotypes of Betula pendula and B. pubescens. , 1995, Tree physiology.

[39]  M. Lechowicz,et al.  Predicting the timing of budburst in temperate trees , 1992 .

[40]  O. M. Heide Dormancy release in beech buds (Fagus sylvatica) requires both chilling and long days , 1993 .

[41]  M. Cannell,et al.  Thermal time, chill days and prediction of budburst in Picea sitchensis , 1983 .

[42]  A. Aronsson Influence of photo- and thermoperiod on the initial stages of frost hardening and dehardening of phytotron-grown seedlings of Scots pine (Pinus silvestris L.) and Norway spruce (Picea abies (L.) Karst.) , 1975 .

[43]  H. Hänninen,et al.  Freezing exposure releases bud dormancy in Betula pubescens and B. pendula , 1997 .

[44]  H. Hänninen,et al.  A SECOND-ORDER DYNAMIC MODEL FOR THE FROST HARDINESS OF TREES , 1995 .

[45]  Heikki Hänninen,et al.  Modelling bud dormancy release in trees from cool and temperate regions. , 1990 .

[46]  Ann-Christine Mäkelä,et al.  Metsikön varhaiskehityksen dynamiikka. , 1982 .

[47]  A. Erez,et al.  Characterization of the Influence of Moderate Temperatures on Rest Completion in Peach , 1987, Journal of the American Society for Horticultural Science.

[48]  H. Hänninen,et al.  Dormancy release in Pinus sylvestris L. and Picea abies (L.) Karst. seedlings: effects of intermittent warm periods during chilling , 1989, Trees.

[49]  L. Fuchigami A DEGREE GROWTH STAGE (°GS) MODEL AND COLD ACCLIMATION IN TEMPERATE WOODY PLANTS , 1982 .

[50]  M. Koornneef,et al.  Dormancy in Plants , 2007 .

[51]  Photosynthetic production of Scots pine in the natural environment. , 1988 .

[52]  Isabelle Chuine Modelisation de la phenologie des arbres de la zone temperee et ses implications en biologie evolutive , 1998 .

[53]  H. Hänninen,et al.  Impacts of Climate Change on Cold Hardiness of Conifers , 2001 .

[54]  M. D. Schwartz Phenology: An Integrative Environmental Science , 2003, Tasks for Vegetation Science.

[55]  A. Erez,et al.  The temperature dependence of dormancy breaking in plants: Mathematical analysis of a two-step model involving a cooperative transition* , 1987 .

[56]  P. Hari,et al.  The utilization of old phenological time series of budburst to compare models describing annual cycles of plants. , 1991, Tree physiology.

[57]  P. Hari,et al.  Predicting spring phenology and frost damage risk of Betula spp. under climatic warming: a comparison of two models. , 2000, Tree physiology.

[58]  Denis-Didier Rousseau,et al.  Selecting models to predict the timing of flowering of temperate trees: implications for tree phenology modelling , 1999 .

[59]  H. Hänninen,et al.  Testing of frost hardiness models for Pinus sylvestris in natural conditions and in elevated temperature. , 1996 .

[60]  L. Fuchigami,et al.  Modelling Temperature Effects in Breaking Rest in Red-osier Dogwood (Cornus sericea L.) , 1983 .

[61]  Ari Nissinen,et al.  Evaluation of six process‐based forest growth models using eddy‐covariance measurements of CO2 and H2O fluxes at six forest sites in Europe , 2002 .

[62]  Isabelle Chuine,et al.  Phenology is a major determinant of tree species range , 2001 .

[63]  K. Kramer Modelling comparison to evaluate the importance of phenology for the effects of climate change on growth of temperate-zone deciduous trees , 1995 .

[64]  M. Hannerz Evaluation of temperature models for predicting bud burst in Norway spruce , 1999 .

[65]  Heikki Hänninen,et al.  A simulation model for the succession of the boreal forest ecosystem. , 1992 .

[66]  J. Selkäinaho,et al.  Experiments on the joint effect of heat sum and photoperiod on seedlings of Betula pendula. , 1982 .

[67]  T. Perry Dormancy of Trees in Winter , 1971, Science.

[68]  A. Mäkelä,et al.  Acclimation of photosynthetic capacity in Scots pine to the annual cycle of temperature. , 2004, Tree physiology.

[69]  S. Colombo,et al.  Conifer Cold Hardiness , 2001, Tree Physiology.

[70]  C. J. Weiser,et al.  Cold Resistance and Injury in Woody Plants , 1970, Science.

[71]  P. Li,et al.  Interactions of low temperature, water stress, and short days in the induction of stem frost hardiness in red osier dogwood. , 1978, Plant physiology.

[72]  I. Leinonen,et al.  The importance of phenology for the evaluation of impact of climate change on growth of boreal, temperate and Mediterranean forests ecosystems: an overview , 2000, International journal of biometeorology.

[73]  Jen-Yu Wang,et al.  A Critique of the Heat Unit Approach to Plant Response Studies , 1960 .

[74]  P. Hari,et al.  Recovery of photosynthesis of boreal conifers during spring: a comparison of two models , 2002 .

[75]  R. Rikala,et al.  The effect of late summer fertilization on the frost hardening of second-year Scots pine seedlings , 1997, New Forests.

[76]  A. Erez,et al.  Quantitative chilling enhancement and negation in peach buds by high temperatures in a daily cycle [during rest period]. , 1979 .

[77]  P. Hari,et al.  The implications of geographical variation in climate for differentiation of bud dormancy ecotypes in Scots pine , 1996 .

[78]  Tiina Markkanen,et al.  Air temperature triggers the recovery of evergreen boreal forest photosynthesis in spring , 2003 .

[79]  W. Chao,et al.  Knowing when to grow: signals regulating bud dormancy. , 2003, Trends in plant science.

[80]  H. Hänninen,et al.  Computations on frost damage to Scots pine under climatic warming in boreal conditions , 1995 .

[81]  O. Vaartaja Evidence of Photoperiodic Ecotypes in Trees , 1959 .

[82]  J. Viémont,et al.  Dormancy in plants: from whole plant behaviour to cellular control , 2000 .

[83]  T. Perry,et al.  Genetic Variation in the Winter Chilling Requirement for Date of Dormacy Break for Acer Rubrum , 1960 .

[84]  R. Campbell,et al.  Comparative roles of soil and air temperatures in the timing of spring bud flush in seedling Douglas-fir , 1978 .

[85]  M. V. van Wijk,et al.  Interannual variability of plant phenology in tussock tundra: modelling interactions of plant productivity, plant phenology, snowmelt and soil thaw , 2003 .

[86]  Koen Kramer,et al.  Applications of Phenological Models to Predict the Future Carbon Sequestration Potential of Boreal Forests , 2002 .

[87]  K. Kramer,et al.  Modelling comparison to evaluate the importance of phenology and spring frost damage for the effects of climate change on growth of mixed temperate-zone deciduous forests , 1996 .

[88]  E. Beuker,et al.  Seasonal variation in the frost hardiness of Scots pine and Norway spruce in old provenance experiments in Finland , 1998 .

[89]  S. Oberbauer,et al.  Predicting vegetative bud break in two arctic deciduous shrub species, Salix pulchra and Betula nana , 2000, Oecologia.

[90]  J. Landsberg Crop physiology of forest trees , 1987 .

[91]  Henry L. Gholz,et al.  Climatic factors controlling the productivity of pine stands: a model-based analysis , 1994 .

[92]  Seppo Kellomäki,et al.  Modelling the dynamics of the forest ecosystem for climate change studies in the boreal conditions , 1997 .

[93]  T. Tschaplinski,et al.  Influence of dormancy induction treatments on western hemlock seedlings. I. Seedling development and stock quality assessment , 1991 .

[94]  A. Luomajoki Timing of microsporogenesis in trees with reference to climatic adaptation: a review. , 1986 .

[95]  I. Leinonen A Simulation Model for the Annual Frost Hardiness and Freeze Damage of Scots Pine , 1996 .

[96]  J. Landsberg,et al.  Apple Fruit Bud Development and Growth; Analysis and an Empirical Model , 1974 .

[97]  T. Repo Rehardening potential of Scots pine seedlings during dehardening. , 1991 .

[98]  P. Hari,et al.  Seasonal development of Scots pine under climatic warming: effects on photosynthetic production , 2005 .

[99]  Koen Kramer,et al.  Selecting a model to predict the onset of growth of Fagus sylvatica , 1994 .

[100]  Sune Linder,et al.  Climatic factors controlling the productivity of Norway spruce : A model-based analysis , 1998 .

[101]  S. Linder,et al.  Effects of soil warming during spring on photosynthetic recovery in boreal Norway spruce stands , 1999 .