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- Original article Growth and development of individual Douglas-fir in stands for applications to simulation in silviculture JM Ottorini INRA-Nancy, Station de Sylviculture et Production, 54280 Champenoux, France (Received 23 May 1991; accepted 9 September 1991) Summary — Growth and development of individual Douglas-fir (Pseudotsuga menziesii (Mirb) Fran- co) were studied on the basis of a sample of 44 trees felled in the north east of France, taking into consideration various stand conditions. This work was conducted with a view to future use of the in- formation in a simulation system, to predict the effects of silvicultural treatments on Douglas fir stands. Stem and branches were analysed in all trees, and relationships combining branch growth with growth and development of crown and stem were obtained. These relationships give insight into interactions between tree growth and stand dynamics. Among the prediction equations obtained, a major one was tested on a further 12 newly felled trees, analysed for past bole increments and crown development reconstruction. This suggested the use of a scaling factor to correct a possible underestimation. Douglas-fir Pseudotsuga menzesii / crown / stem / growth and development / silviculture = Résumé — Croissance et développement individuels du douglas en peuplement. Applica- tions à la simulation en sylviculture. La croissance et le développement individuels du douglas (Pseudotsuga menziesii (Mirb) Franco) ont été étudiés à partir d’un échantillon de 44 arbres abattus dans le Nord-Est de la France, en tenant compte de différentes conditions de peuplement. Ce travail a été effectué dans le cadre d’une exploitation ultérieure des résultats par un système de stimula- tion, de façon à prédire les effets de traitements syvicoles sur les peuplements de douglas. La tige et les branches de tous les arbres ont été analysées, et des relations liant la croissance des branches à la croissance et au développement du houppier et de la tige ont été obtenues. Ces rela- tions renseignent sur les interactions entre la croissance individuelle des arbres, et la dynamique du peuplement. Parmi les équations de prédiction obtenues, l’une d’entre elles, particulièrement impor- tante, a été testée sur un nouvel échantillon de 12 arbres abattus, analysés pour obtenir les accrois- sements de la tige au cours du temps, et reconstituer le développement du houppier. Ce contrôle a fait apparaître une possible sous-estimation, pouvant être corrigée par un facteur multiplicatif. Pseudotsuga menzesii / croissance douglas développement / tige / houppler / sylvicul- et = ture
- INTRODUCTION pletely new stand structures and evolution. The stand composition was needed for a better understanding of growth phenome- Silvicultural studies rely on long-term na, and also as an important output for records from permanent spacing and thin- evaluations and decision- treatment ning trials. Unavoidably, these reflect opin- making. Originally, diameter distributions ions or concerns for socioeconomic values were incorporated into models at a de- that applied 20-30 years ago (or more), al- scriptive level. For example, in Hyink and though they may include treatments Moser (1983), the parameters of such dis- judged extreme at that time. In this do- tributions were derived from stand charac- main, setting up a new trial implies dec- teristics, and in Ek (1974) a non- ades of observations before it can be use- parametric principle was used. Diameter ful. To predict the effects of recently distributions have also arisen from a more speculated treatments, it is necessary to basic approach, considering stand devel- widen the basis of the data provided by ex- opment through individual tree growth, as isting permanent stands. This can be discussed in this study. done, for instance, with "temporary" or "semi-temporary" sample plots, measured To anticipate the responses of a wide once, or over a period of a few years. Gen- variety of treatments that have never been erally, it is hard to find contrasting stands put into practice, there has been an in- in this case, because the management creasing concern to rely on basic informa- practices tend to standardize the treat- tion of general applicability and immediate ments. Moreover, temporary stands of availability. This kind of information is best quite different developments in fact pro- found at the level of individual tree growth. vide unrelated data (Johnson, 1986). An advantage of this approach is that large stand data are not necessarily needed for Whatever the data sources used, to op- the model construction, and it is easier to timise the information they provide, it is find trees, rather than stands, in practically necessary to set up a more or less con- all possible growing conditions. ceptual framework of inter-related compo- nents which can be mapped to a real the first to attempt Staebler (1951) was stand, and make use of the various meas- growth to local to relate individual tree urements through this framework, usually stand conditions. Numerous works fol- called a model. A model is a simpler repre- lowed to express for a given tree the dis- sentation of a more complex reality, which tance and relative size of the surrounding allows the extension of the validity of the trees with a single value in a "competition available data, based on some hypothesis. index", sometimes used in a computer pro- gram to simulate the development of a At first, the basic model components whole stand, based on the growth of indi- simply consisted of stand characteristics. vidual trees (Newnham, 1964; Bella, 1970, Versions of this method were proposed, 1971; Hegyi, 1974; Lin, 1974; Daniels and among others, by Decourt (1972), Hamil- Burkhart, 1975). But these indices (a re- ton and Christie (1974), Curtis et al (1981), cent comprehensive review of which is giv- Ottorini (1981).In the early models (called en by Tomé and Burkhart, 1989) always yield tables), stand composition was not appear to be highly correlated with tree considered. So, there was no clear basis size, reducing their potential to improve the to extrapolate the predictions to growth prediction of tree growth. A parallel less conditions fundamentally differing from detailed approach is possible, by not con- those observed, and intended to give com-
- in this sidering the positions of the trees; SAMPLING AND MEASUREMENTS case, for each tree in a stand local condi- tions are only accounted for statistically, by Sample trees were selected in various comparison between the tree and the stands of the northeast of France, in the stand characteristics (Goulding, 1972; Al- Nancy region (48.41°N lat), at elevations der, 1979; Arney, 1985). not exceeding 200 m. Mean annual tem- It becomes more apparent that the stud- perature is 9.1 °C (max Jul 17.6 °C, min ies of stand dynamics that allow the most Jan 1.3 °C), and mean annual rainfall is diverse explorations of treatments are 697.4 mm, about evenly distributed. In all based on individual tree growth, including the sampling locations, edaphic conditions information on crown development, and its were constituted by leached brown forest connections with stem growth and devel- soils of good quality, with acid mull, occa- opment. This was done to some extent by sionally not well drained, where Douglas fir Mitchell (1969) and Arney (1972). The ex- productivity could be rated as Decourt’s emplary work of Mitchell (1975a) showed site class 2 (Decourt, 1967), or King’s the full potential of this procedure. Relying upper site class 3 (King, 1966). We select- on stem on branch analysis, his methods ed and felled 44 trees (table I) for the resulted in relationships expressing laws of measurements. As far as possible, the individual tree growth in general stand con- trees were chosen with an approximately ditions. Similar works were later presented circular crown projection, that is, the same by Inose (1982, 1985). The work present- height of lower live branches in every di- ed here is also related to this approach. rection. Tree age extended from 10 to 45 The importance of Douglas-fir (Pseudot- years, and the greatest range of local suga menziesii (Mirb) Franco) is growing in stand conditions were sought, though not France, where the total area occupied by all conditions could be represented for this species is estimated to be 300 000 ha, each age class, as this would have been with a steady rate of 10 000 ha increase ideally desirable. each year (Bouchon, 1984). It is widely ac- For each felled tree 3 branches were cepted by foresters that larger initial spac- measured at each whorl, for the length (B), ings and heavier, less numerous thinnings and the spread (BL) (cf fig 1), that is, the should be used now, in order to reduce distance of the branch extremity to the management costs. Long-term data are stem axis (while the portion of stem bear- lacking to rationalize these opinions, and ing the branch was held vertically). Distinc- quantify the effects of the different possible tion was made between free-growing treatments. A basic approach is therefore branches above the zone of crown contact, required to help managers and decision- rubbed or broken branches at this level, makers with these questions. A research and dying branches below. The distance program was set up to contribute to the (L) of each node to the stem apex was study of the silviculture of Douglas fir in measured, and discs were cut at about France, in consideration of the local needs equal spacings. An average of 10 discs and conditions. The present paper reports per tree was collected; the biggest trees this work, that has been concentrated on were over-sampled toward the butt, while it the main growth and development features seemed unnecessary to take more than 8 of Douglas fir at the tree level. Preliminary discs on the smallest. The last 5 annual results of the work reported here have cross-sectional area increments along the been published earlier (Mitchell et al, stem were calculated from the measure- 1983).
- ments of each disc in 8 directions forming equal angles. Afterwards, 12 other sample trees were used to evaluate the prediction potential of an equation obtained from the analysis of the main sample. These trees, in similar sites, were felled and measured following a procedure simplified in some instances. This procedure, suggested by the results obtained from the main sample, is de- scribed later. RESULTS Crown shape and size relationships Crown shape and size result from the rela- tionship between branch growth and height
- subsample of 17 representative trees, and The following equation, relating growth. 426 free-growing branches (fig 2): distance L of branch base from the leader, to branch length B (cf fig 1), is compatible with a decreasing branch growth rate when the distance L is increasing (Mitchell, 1975a): The residual values (observed-fitted) were then examined against age, height, and competitive status (measured by a "com- petition ratio", defined later). No relation- where b and c are scale and shape param- ship with these variables was found, dis- eters. This equation proved quite ade- carding, thus, a possible dependance upon quate, with the tree sample, to describe a these characteristics of the coefficients b component of the crown morphology. and c. Though the coefficients b and c could have been individually estimated for each tree, Moreover, branch spread BL is propor- after a visual inspection of the data, it was tional to branch length B (fig 1), as sug- judged acceptable to fit a single equation gested by the least squares regression line for all trees. Three trees, though, were dis- through the origin fitted to the data (fig 3): carded from this collective representation, because a probable loss of apical domi- nance gave them longer branches than ex- pected, at a given distance L from the The following value, based on a sub- apex. The following values of the coeffi- sample of 24 trees covering the range of cients were obtained with a non-linear branch spreads, and 407 free-growing least square fitting procedure, based on a branches, was obtained for d:
- the volume increment of the stem and its distribution. More precisely, stem (or bole) volume increment (BI) is related to foliage quantity of the live crown; in consequence, From static point of view, equations a this quantity has to be estimated, to predict (1) and (3) are expression of crown an BI from crown dimensions. The distal parts shape and size. As for a given branch L of a branch that have developed free from varies with tree height in association with competition may be considered as distrib- height growth, these equations reflect the uted on a surface of revolution that delimits process of radial expansion of the parts of the crown (fig 4a). This "crown surface" is a crown free from competition from sur- generated by the curve delimiting a half rounding trees. Putting together equations crown profile that Equation (5) defines. It (1) and (3) gives the following equation: results that the volume (FV between the ) i crown surface of a year and that of the pre- ceding one is the volume of the needle layer developed in one growth season. For each tree we can compute a "foliar vol- Growth and development relationships weighted ume" (FV) (Mitchell, 1975a), as a between stem and crown of the volumes FV of needle layers i sum developed in the last 5 years: Stem increment We observed that, for any tree, the dimen- sions and state of the live crown control
- needles per inch of shoot. For the photo- where, for year i, coefficients wcombine a i leaf retention ratio (ret) and a photosyn- synthetic efficiency ratios, as such a de- thetic efficiency ratio (phot). tailed study as Clark’s (1961) on White spruce (Picea glauca) was not known, for Silver (1962) established that the last 5 Douglas fir, to the author, a photosynthetic years of needle contribute to 90% of the to- efficiency ratio was derived from this work, tal needle count; considering the shading based on the evolution of apparent photo- conditions of the older needles, the 5 synthesis along the growth season. The youngest needle layers should contribute area under the curve of a given year was to most of the photosynthetic production of divided by the corresponding value for the a tree. A leaf retention ratio was obtained from Silver’s data expressing numbers of current year curve to obtain this ratio. The
- weights were finally obtained as shown in table II. For an open grown tree with crown ex- tending (hypothetically) to the ground, vol- umes FV can be computed by calculus on i the basis of Equation (5). Observations of crown profiles (fig 5) indicate that the low- er part of the crown of a stand tree subject to competition from the surrounding crowns is almost cylindrical in shape (fig 4b and c); from a geometrical argument (Mitchell, 1975a) it follows that the volume FV is the product of crown projection area i (CC) (fig 4c) by height growth in year i. In the study of relationships between stem volume increment BI and foliar vol- ume FV, the best results were obtained by using the increment preceding the year of the tree felling (and not the last one, or the trend of the last increments). Figure 6a shows a linear relationship between Na- perian logarithms of these values for the tree sample. To assess the effect of crown state on stem volume increment, the po- tential maximum foliar volume (FV the ), max tree would have in open grown conditions (with crown extending to the ground), was computed. The ratio FV/FV can be tak- max en as a measure of competition effects, or, in other words, an expression of the com- were examined against In the residuals petitive status. A least square linear re- (1 -In(FV/FV showing again a linear )), max gression line was fitted to the data, and relationship that appears in figure 6b). This analysis establishes the possibility of a lin- ear fit to express In(BI) as a function of In (FV) and In(1-In(FV/FV The method )). max of least-squares gave the following equa- tion fitted on the 44 sample trees: The corresponding analysis of variance table for the multiple regression (table III) confirms a significant effect (observed in figure 6b)) of the competitive status in this
- for bias correction, where s is the 2 /2) 2 (s fit. To obtain an unbiased estimate of BI, square error of the fit given in table II the exponential of the right side member of mean (Flewelling and Pienaar, 1981): Equation (7) must be multiplied by exp
- growth curves of the sample trees by the slope of the curves, prior to the competi- tion effects. Potential height growth rate is possibly equal to the observed growth rate Pressler law (Larson, 1963), was ob- whencompetition by the surrounding (Hg), served on the whole tree sample, with trees is low. Figure 8 shows the variation more or less typical features. It is illustrat- of the ratio Hg /Hg0 with the competition ed by 3 sample trees of various develop- ratio FV/FV As no single functional ex- . max ment stages, and competitive status, in fig- pression was available to represent the ob- ure 7. These trees show the typical served response, a piecewise function was variation scheme of the stem cross sec- constructed. It needed to be continuous tional area of the annual increment, along and smooth, and to eventually be constant the stem. This area increases linearly from with the value 1, to be consistent with the the base of the stem annual shoot; then it well-known effect of no height growth rate stays equal to the value reached at the reduction for the dominant trees, that ap- base of the live crown, and increases pears in figure 8. The function was fitted again toward the tree foot to contribute to using the non-linear least-squares proce- the butt swell. The successive additions of dure, that resulted in the following equa- stem annual increments following this tion: scheme, in varying stand conditions, result ultimately in the bole size and shape. Stem height growth Individual height growth is reduced when competition is severe. This effect is notice- ably visible on height growth curves of in- termediate or suppressed trees, when Validation of the relationship between height growth is steadily decreasing, to and stem increment crown state eventually reach a virtually null value. Po- tential height growth rate (Hg0) is the To evaluate Equation (8) validity, a further height growth rate in absence of competi- 12 felled trees of ages ranging from 20 to tion. It could be estimated on the height
- 1 100 stem per ha and 4 400 stem per ha, with various thinning regimes. On each tree, a disc was cut at each internode, and 4 radii were measured in 2 perpendicular directions, to estimate the cross sectional area under bark of the stem for all succes- sive years. From these measurements, stem increment of the tree at any age could be obtained. Moreover, graphic in- spection of the variation of annual ring areas along the stem allowed, using Press- ler law, to trace crown recession. Then, by application of Equations (2) and (4), the fo- liar volumes FV and FV corresponding , max to each annual bole increment of a given tree, were obtained (beginning at 6 years of age, for compatibility with Equation (6)). The results are presented in figure 9, where for each tree of this new sample the mean of observed stem increments is plot- ted against the mean of the stem incre- ments predicted by Equation (8). The coor- dinates of the points are averaged from 15 to 32 years, depending on tree age. The position of all points, relative to the first quadrant bisector indicate some degree of under-estimation, though the overall order to magnitude, and the accordance of all but 2 points seem quite acceptable. APPLICATIONS TO SIMULATION Mitchell (1975a) gave a detailed diagram of the processes involved in the growth and development of a tree in a stand,and Inose (1982), a limited linear one. Our con- text being more similar to that of the former author, to obtain a simplified description of these processes, we have enriched Inose’s diagram (fig 10). For each tree in a stand, expansion depends on height used. The of 37 years sample crown were new growth, through branch extension, follow- trees, in site conditions similar to those of ing Equations (3) and (4), when it is not the firstsample, included dominant, co- hampered by some obstacle, as a neigh- dominant, and intermediate trees, from boring crown. Otherwise, the expansion is stands of initial density ranging between
- stopped at the contact region. This growth mine a given bole increment volume, and and development scheme results in a possibly some height growth reduction, and foliar volume, that deter- predicted by Equations (8) and (9). crown state a
- As demonstrated by Mitchell (1971, computer can be used to sim- 1975a, b), a ulate the whole growth and development process depicted here, for all the trees of a stand, allowing to study stand dynamics under various silviculture treatments. More at any development stage of the precisely, stand, the programmed computer (that be- comes a simulation system) can store the state of all tree crowns by means of a stand map, and the various corresponding stem increments can be computed. Then stand state for the next stage is obtained when the state of each tree crown is estab- lished from the radial expansion following height growth, allowing for the obstruction from the surrounding crowns. We are working on a similar computer program. Figure 11 shows the crown map of a portion (≈ 17 m on one side) of a larg- er stand in a simulation trial submitted to this simulation system, whose completion when needed by the simulation process. of a preliminary version is under way. In Further work is needed to derive tree char- this map only the crown projections ap- acteristics for the crown dimensions, to pear. But the elevation of crown exterior process inputs for various thinning treat- part, at the vertical of any point of the ments, and to repeatedly submit simula- stand pertaining to a crown projection, is stored in the simulation system and used tions to the system.
- DISCUSSION AND CONCLUSION fundamental, because they give insight into the relationships between individual growth and the surrounding tree com- tree The methods described in this paper rely petition, which is of major concern in silvi- on a crown architecture structured by a culture. Concerning Equation (8), it is prob- main axis, with branches and shoots about ably unnecessary to use an expression evenly occupying space with circular sym- combining the most recent increments to metry at each whorl. As they also assume relate stem volume increment to crown di- that stem extension growth controls mensions, because height growth in the branch growth (named apical control; after last 5 years, used to compute foliar vol- Wilson, 1984), they are specific to coni- ume, should account for climatic varia- fers. tions. It has to be stressed that the most im- As already stated, the best results to fit portant aspects of Douglas-fir individual Equation (8) were obtained with the incre- growth, in various stand conditions, de- ment of the year preceding the last one. scribed by the relationships established by This could be attributed to a large part of Mitchell (1975) have been confirmed. No determinacy of the growth of the last year formal comparison of both sets of relation- by the preceding one (Wilson, 1984), com- ships, for local conditions in British Colum- bined with a somehow intermediate posi- bia and in France, is feasible without the tion of this year, which would better reflect possibility of pooling the data. Neverthe- the state of the crown (whose foliar volume less, it seems through a cursory compari- is based on the last 5 years). Equation (8) son of the equations obtained that crown expresses that for a given foliar volume, diameter at a given distance of the apex is the crowns with smaller competitive status smaller in the first case, while bole incre- productive considering ment for given crown dimensions is great- max FV/FV are more This could arise from stem increment. er. This could result partly from the com- smaller maintenance needs of these bined effects of provenance and climate. crowns, and was already noticed by Hamil- The foliar volume, derived from geomet- (1969). ton rical arguments, might be an estimate of the leaf area - or possibly a weighted sum Concerning the validation attempted for Equation (8), it should be noted that the version of this - commonly used by physi- correction for inverse transformation of ologists (for instance, Waring et al, 1980; Vose and Allen, 1988). Experimental work Equation (7) was not the uniform multipli- could establish a correspondance between cation by a factor applied above, but the these quantities to unify the results of both full correction which depends on the val- origins. Moreover, the estimation of ues at which the prediction is to be made weighting factors used to calculate the fo- (see Flewelling and Pienaar, 1981; or the liar volume could benefit from the methods original paper by Bradu and Mundlack, where in "process-based" models (Grace, 1970). The bias observed is possibly 1990), used canopy structure and light in- caused partly by the positioning of the mid- terception, are taken into account. dle part of the zone of crown contact, on the test trees, for the past years (we recall Equations (8) and (9), expressing the that this position was presumably set at effect of crown absolute and relative di- the point of stabilization of the annual ring mensions upon stem volume increment on area of stem cross section, but not directly one hand, and upon height increment on observed). This could be amplified be- the other hand, should be considered as
- Clark J (1961) Photosynthesis and Respiration the successive annual increments cause in White Spruce and Balsam Fir. State Univ concerning a given test tree are dependent Coll For Syracuse, NY, Tech Publ 85, 72 pp on the pecularities of this tree. Neverthe- Curtis RO, Clendenen GW, DeMars DJ (1981) A less, in figure 9, this bias appears as a lin- new stand simulator for coast Douglas fir. In: ear deviation that could be corrected by a DFSIM User’s Guide. USDA For Serv Gen mere scaling factor. Tech Rep PNW-128. Pac Northwest For This last question will be best ap- Range Exp Stn, Portland, OR, 79 pp proached in the application of this study to Daniels RF, Burkhart HE (1975) Simulation of the stimulation of growth and development Individual Tree Growth and Stand Develop- ment in Managed Loblolly Pine Plantations. of trees in stands, by means of the stimula- Div For Wildl Res, Virginia Polytechnic Insti- tion system discussed in the preceding tute and State University, Doc FWS-5-75, section, that should be soon operational. 69 pp We plan to present the results of such sim- Decourt N (1967) Le Douglas dans le nord-est ulations, compared to data of observed du Massif Central. Ann Sci For 24, 45-54 permanent stands, in a subsequent paper. Decourt N (1972) Méthode utilisée pour la cons- truction rapide de tables de production provi- soires en France. Ann Sci For 29, 35-48 ACKNOWLEDGMENTS Ek AR (1974) Nonlinear models for stand table projection in northern hardwood stands. Can This work was carried out with the technical as- J For Res 4, 23-27 sistance of M Ravart and R Canta, INRA- Flewelling JW, Plenaar LV (1981) Multiplicative Nancy. The comments and suggestions of 2 regression with log-normal errors. For Sci 27, anonymous reviewers are gratefully acknow- 281-289 ledged. CJ (1972) Simulation techniques for a Goulding stochastic model of the growth of Douglas-fir. Ph D Thesis, Univ Br Columbia, 234 p REFERENCES Grace CG (1990) Modeling the interception of solar radiant energy and net photosynthesis. Alder D (1979) A distance-independent tree In: Process Modeling of Forest Growth Re- model for exotic conifer plantations in East sponses to Environmental Stress (Dixon RK, Africa. For Sci 25, 59-71 Meldahl RS, Ruark GA, Warren WG, eds) Timber Press, Portand, OR, 142-158 Amey J (1972) Computer simulation of Douglas- fir tree and stand growth. Ph D Thesis, Ore- Hamilton JM (1969) The dependance of volume gon State University, 79 pp increment of individual trees on dominance, crown dimensions, and competition. Forestry Arney JD (1985) A modeling strategy for the growth projection of managed stands. Can J 42, 131-144 For Res 15, 511-518 Hamilton GJ, Christie JM (1974) Construction Bella IE (1970) Simulation of growth yield, and and application of stand yield models. In: management of aspen. Ph D thesis, Fac For, Growth Models for Tree and Stand Simula- Univ BC, 190 pp tion (Fries J, eds) Dept For Yield Res, R Coll For, Stockholm, Res Notes 30, 223-239 Bella IE (1971) A new competition model for in- dividual trees. For Sci 17, 364-372 Hegyi (1974) A simulation model for managing Jack-pine stands. In: Growth Models for Tree Bouchon J (1984) Importance des plantations and Stand Simulation (Fries J, ed) Dep For de Douglas et Épicéa en France. Rev For Fr Yield Res, R Coll For (Stockholm) Res Notes 26, 254-258 30, 74-90 Bradu D, Mundlack Y (1970) Estimation in log- Hyink DM, Moser JW Jr (1983) A generalized normal linear models. J Am Stat Assoc 65, framework for forest yield and projecting 198-211
- stand structure using diameter distributions. Mitchell KJ (1975a) Dynamics and simulated For Sci 29, 85-95 yield of Douglas-fir. For Sci Monogr 17, 39 p Inose M (1982) Tree growth model based on Mitchell KJ (1975b) Stand description and crown competition in Todomatsu (Abies sa- growth simulation from low-level photos of chalinensis). I. The relationship between tree crowns. J For 73 (12-16), 45 crown development and volume increment. Mitchell KJ, Oswald H, Ottorini JM (1983) Mod- Bull For For Prod Res Inst 318, 103-127 elling the growth of Douglas-fir in France. In: Inose M (1985) Tree growth model based on Mitt Forstl Bundesversuchsanst Wien 147, the crown competition of Todomatsu (Abies 25-39 sachalinensis). II. Estimation of the diameter Newnham R (1964) The development of a stand increment and bark thickness. Bull For For model for Douglas-fir. Ph D Thesis, Universi- Prod Res Inst 334, 1-20 ty of Britisch Columbia, 201 pp Johnson GP (1986) Evaluation of current Doug- las-fir growth models: a user’s perspective. Ottorini JM (1981) Application des données de In: Douglas-Fir: Stand Management for the l’IFN à l’étude de la production du Pin sylves- Future (Oliver CD, Hanley DP, Johnson JA, tre en Margeride. B. Production totale en vol- eds) Coll For Res, Univ of Washington Co, ume. Ann Sci For 38, 487-502 For Res Contribution No 55 (388 pp) 360-363 Silver GT (1962) The distribution of Douglas-fir King JE (1966) Site Index Curves for Douglas foliage by age. For Chron 38, 433-438 Fir in the Pacific Northwest. Weyerhauser Co, For Res Cent For Pap 8, 49 Staebler GR (1951) Growth and spacing in an even-aged stand of Douglas-fir. Ph D thesis, Larson PR (1963) Stem form development of University of Michigan, 46 pp forest trees. For Sci Monogr 5, 42 Lin JY (1974) Stand growth simulation models Tomé Burkhart HE Distance- M, (1989) for Douglas-fir and western hemlock in the for predict- dependent competition measures Nortwestern United States. In: Growth Mod- ing growth of individual trees. For Sci 35, els for Tree and Stand Simulation (Fries J, 816-831 ed) Dep For Yield Res, R Coll For, Stock- Vose JM, Allen HL (1988) Leaf area, stemwood holm, Res Notes 30, 74-90 growth, and nutrition relationships in loblolly Mitchell KJ (1969) Simulation of growth of even- pine. For Sci 34, 547-563 aged stands of white spruce. Yale Univ School For Bull 75, 48 Waring RH, Thies WG, Muscato D (1980) Stem Mitchell KJ (1971) Description and Growth Sim- growth per unit of leaf area: a measure of ulation of Douglas-Fir Stands. Canadian Fo- tree vigor. For Sci 26, 112-117 restry Service, Department of the Environ- Wilson BF (1984) The Growing Tree. The Uni- ment, Victoria, British Columbia (Canada). versity of Massachusetts Press, Amherst, MA Int Rep BC-25, 34 pp
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Báo cáo khoa học: "Radiosensitization and growth inhibition of cancer cells mediated by an scFv antibody gene against DNA-PKcs in vitro and in vivo"
11 p | 50 | 4
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Báo cáo khoa học: "Growth arrest-specific protein 6 (GAS6) and the protein C pathway"
1 p | 37 | 3
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Báo cáo y học: "yclooxygenases and prostaglandin E2 receptors in growth plate chondrocytes in vitro and in situ – prostaglandin E2 dependent proliferation of growth plate chondrocytes"
11 p | 62 | 3
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báo cáo khoa học: " DNA ligase 1 deficient plants display severe growth defects and delayed repair of both DNA single and double strand breaks"
12 p | 55 | 3
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báo cáo khoa học: " Cold- and light-induced changes in the transcriptome of wheat leading to phase transition from vegetative to reproductive growth"
14 p | 52 | 3
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báo cáo khoa học: " The impact of hyperbaric oxygen therapy on serological values of vascular endothelial growth factor (VEGF) and basic fibroblast growth factor (bFGF)"
5 p | 46 | 3
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Báo cáo khoa hoc:" VEGF receptors on PC12 cells mediate transient activation of ERK1/2 and Akt: comparison of nerve growth factor and vascular endothelial growth factor"
6 p | 32 | 3
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báo cáo khoa học: " Adult growth hormone deficiency treatment with a combination of growth hormone and insulinlike growth factor-1 resulting in elevated sustainable insulin-like growth factor-1 and insulin-like growth factor binding protein 3 plasma levels: a case report"
5 p | 46 | 3
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báo cáo khoa học: "Phenylhexyl isothiocyanate has dual function as histone deacetylase inhibitor and hypomethylating agent and can inhibit myeloma cell growth by targeting critical pathways"
10 p | 38 | 3
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