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Anticipated climate change and increasing wood demand require dependable diameter growth models for adaptive forest management. We used a mixed-effects modeling approach with Forest Inventory and Analysis (FIA) data to fit diameter growth models for loblolly pine, other softwood species (slash pine, shortleaf pine, and longleaf pine), sweetgum, and other hardwood (southern red oak, red maple, and water oak) species. Climatic variables coupled with individual tree attributes and competition factors improved climate insensitive models. Growth of loblolly pine and sweetgum was positively correlated with mean temperature of the coldest month. Mean temperature of the warmest month negatively influenced diameter growth of loblolly pine and other hardwood species. Growing season precipitation and summer precipitation balance had negative effects on the growth of softwood and hardwood species, respectively. Inclusion of FIA plot as random effect improved model fit statistics and residual distribution of climate sensitive models. These findings will be useful to managers for recalibrating diameter growth models resulting in improved biomass yield and volume estimates that will better inform decisions.

Hurricane Katrina had a devastating impact on bottomland hardwood forests in 2005 resulting in damage to nearly 1.2 billion cubic meters of timber. Following such a natural disaster, natural regeneration is typically not a viable option because the seed source has been destroyed on site. Therefore, an economically efficient method of artificial regeneration is considered the most appropriate technique for reforesting these damaged areas. However, few studies have evaluated comparative research that examined early survival and growth performance of various oak species and stock types in such planting settings. This project was implemented in an effort to expand upon what is already known from previous artificial regeneration attempts on Hurricane Katrina damaged lands. Bareroot, conventional containerized, and large potted EKOgrownTM seedlings of cherrybark oak (Quercus pagoda Raf.) and willow oak (Quercus phellos L.) were planted on two sites located in south Mississippi. Survival was assessed monthly and at the end of each growing season, whereas height and groundline diameter (GLD) were measured immediately post planting and at the end of each growing season. Analysis of variance (ANOVA) and Tukey-Kramer multiple comparisons procedure (MCP), where appropriate, were performed to determine any significant differences. After the first growing season, cherrybark oak did not exhibit a substantial difference regarding survival performance when compared to willow oak (75.5 percent and 76.5 percent, respectively). After two growing seasons, willow oak exhibited considerably greater survival (74.0 percent) overall when compared to cherrybark oak (70.5 percent). Bareroot seedlings had the highest survival (87.2 percent). Conventional containerized seedlings had unacceptable survival (47.5 percent) and EKOgrownTM seedlings had acceptable survival (82.0 percent). EKOgrownTM seedlings demonstrated the best overall GLD growth of all planting stocks (3.9 mm respectively). Bareroot seedlings had the second best overall GLD growth (1.5 mm) and conventional containerized had the least amount of overall GLD growth (0.8 mm). Overall height growth when comparing all three planting stocks bareroot, conventional containerized, and EKOgrownTM were similar to one another (-3.5cm, -0.8cm, and -3.6cm respectively). Therefore, based on an overall consideration of cost and performance, bareroot seedlings are considered the most effective option of the two species considered for artificial regeneration utilized in this study.

The Forest Vegetation Simulator (FVS) is a growth and yield modeling system widely-used for predicting stand and tree-level attributes for management and planning applications in North American forests. The accuracy of FVS predictions for a range of tree and stand level attributes depends a great deal on the performance of the diameter increment model and its predictions of change in diameter at breast height (DBH) over time. To address the challenge of predicting growth in highly variable and geographically expansive forest systems, FVS was designed to include an internal calibration algorithm that makes use of growth observations, when available, from permanent inventory plots. The basic idea is that observed growth rates on a collection of remeasured trees are used to adjust or "calibrate" FVS diameter growth predictions. Therefore, DBH modeling was the focus of this investigation. Five methods were proposed for local calibration of individual tree DBH growth predictions and compared to two sets of results generated without calibration. Data from the US Forest Service's Forest Inventory and Analysis (FIA) program were used to test the methods for eleven widely-distributed forest tree species in Virginia. Two calibration approaches were based on median prediction errors from locally-observed DBH increments spanning a five year average time interval. Two were based on simple linear regression models fitted to the locally-observed prediction errors, and one method employed a mixed effects regression model with a random intercept term estimated from locally-observed DBH increments. Data witholding, specifically a leave-one-out cross-validation was used to compare results of the methods tested. Results showed that any of the calibration approaches tested in general led to improved accuracy of DBH growth predictions, with either of the median-based methods or regression based methods performing better than the random-effects-based approach. Equivalence testing showed that median or regression-based local calibration methods met error tolerances within ± 12% of observed DBH increments for all species with the random effects approach meeting a larger tolerance of ± 17%. These results showed improvement over uncalibrated models, which failed to meet tolerances as high as ± 30% for some species in a newly-fitted DBH growth model for Virginia, and as high as ± 170% for an existing model fitted to data from a much larger region of the Southeastern United States. Local calibration of regional DBH increment models provides an effective means of substantially reducing prediction errors when a relatively small set of observations are available from local sources such as permanent forest inventory plots, or the FIA database. / MS / The Forest Vegetation Simulator (FVS) is a growth and yield model widely-used for predicting stand dynamics, management and decision support in North American forests. Diameter increment is a major component in modeling tree growth. The system of integrated analytical tools in FVS is primarily based on the performance of the diameter increment model and the subsequent use of predicted in diameter at breast height (DBH) over time in forecasting tree attributes. To address the challenge of predicting growth in highly variable and geographically expansive forest systems, FVS was designed to include an internal calibration algorithm that makes use of growth observations, when available, from permanent inventory plots. The basic idea was that observed growth rates on a small set of remeasured trees are used to adjust or “calibrate” FVS growth predictions. The FVS internal calibration was the subject being investigated here. Five alternative methods were proposed attributed to a specific site or stand of interest and compared to two sets of results, which were based on median prediction errors, generated without calibration. Results illustrated that median-based methods or regression based methods performed better than the random-effects-based approach using independently observed growth data from Forest Service FIA re-measurements in Virginia. Local calibration of regional DBH increment models provides an effective means of substantially reducing prediction errors. The results of this study should also provide information to evaluate the efficiency of FVS calibration alternatives and a possible method for future implementation.

O presente estudo tem por objetivo avaliar o efeito da substituição do potássio pelo sódio no crescimento em diâmetro e na qualidade do lenho de árvores de Eucalyptus grandis, plantadas em espaçamento 3x2 m e fertilizadas com potássio e sódio (no plantio, 6° e 12° mês), visando orientar a fertilização mineral com potássio e sódio em plantações florestais sujeitas ao déficit hídrico. Foram selecionadas 60 árvores de eucalipto, no 101° mês após plantio, em cinco classes de área basal e avaliado o incremento em diâmetro do tronco, a cada 14 dias, de fevereiro de 2006 a setembro de 2012, através de dendrômetros. Para a amostragem do lenho, foram coletados discos em seis posições (base, DAP, 25, 50, 75 e 100%) da altura total das árvores. As amostras coletadas foram utilizadas para avaliação das propriedades anatômicas (fibras e vasos), físicas (densidade básica ponderada através dos métodos da balança hidrostática, da espectroscopia por infravermelho próximo e densidade aparente por densitometria de raios X), mecânicas (resistência e rigidez à flexão estática e resistência à compressão paralela às fibras), químicas (teores de lignina, holocelulose, extrativos e cinzas) e variação radial de Ca, K, Mg, Na e P (por espectrometria de emissão óptica com plasma induzido por laser) segundo os tratamentos de fertilização, classes de área basal, posições radial e longitudinal do tronco. Os resultados mostram que as árvores de eucalipto dos tratamentos potássio e sódio e as de maior classe de área basal, apresentaram taxas de incremento do tronco superiores em relação às árvores controle e demais classes de área basal. Foi verificado efeito da sazonalidade climática no diâmetro do tronco, com períodos de máximo e mínimo crescimento. Com exceção da densidade básica ponderada, todas as outras propriedades do lenho apresentaram efeito significativo dos tratamentos de fertilização. A determinação da densidade básica pelo NIR demonstrou resultados satisfatórios com coeficiente de determinação próximo a 0,70. Maiores valores dos elementos químicos K e Na foram encontrados no lenho das árvores dos respectivos tratamentos. Todos os nutrientes estudados apresentaram maiores valores na posição mais externa do lenho (100% do raio). Os resultados permitem concluir que a fertilização com K e Na induziu maiores crescimentos em diâmetro do tronco e influenciou as propriedades do lenho. A influência da fertilização potássica e sódica demonstrada pelo Eucalyptus grandis nos períodos de déficit hídrico para região estudada é clara, uma vez que a durante os períodos de baixa pluviosidade a variação sazonal do crescimento apresentou-se de forma diferenciada em relação aos períodos com maior quantidade de chuvas. / This study aims to evaluate the replacement of potassium by sodium in diameter growth and wood quality of Eucalyptus grandis trees, planted in spacing 3x2 m and fertilized with potassium and sodium (at planting, 6 and 12th month), order to guide the mineral fertilization with potassium and sodium in forest plantation subjected to water stress. Were selected 60 eucalyptus trees at 101th month, in five classes of basal area and were evaluated the increment in trunk diameter, every 14 days, from February 2006 to September 2012, through dendrometer bands. For sampling the wood, discs were collected in six positions (base, DBH, 0, 25, 50, 75 and 100%) of the total tree height. The samples were used to evaluate the anatomical properties (fibers and vessels), physical (basic density weighted by hydrostatic balance, near infrared spectroscopy and apparent density by X rays densitometry), mechanical (strength and stiffness in static bending and strength in compression parallel to grain), chemical (lignin, holocellulose, extractives and ash contents) and radial variation of Ca, K, Mg , Na, and P (by laser induced breakdown spectroscopy) according to the fertilization treatments, classes of basal area, radial and longitudinal positions of the stem. The results show that the eucalyptus trees with potassium and sodium treatments and larger class of the basal area demonstrated higher rates of increase in stem in relation to control trees and other classes of basal area. Effect of seasonality was found in trunk diameter, with periods of maximum and minimum growth. Except the weighted density, all other properties of the wood analyzed showed significant differences due to fertilization. The determination of the density by NIR showed satisfactory results with coefficient of determination close to 0.70. Higher values of the chemical elements K and Na were found in the tree\'s wood of the respective treatments. All studied nutrients were higher in the wood in external position (100 % of the radius). The results allow to conclue that the fertilization with K and Na induced the largest increases in trunk diameter and influenced the properties of the wood. The influence of sodium and potassium fertilization demonstrated by Eucalyptus grandis in water deficit periods for the region studied is clear, once during periods of low rainfall the seasonal variation of growth presented itself differently in relation to periods with higher amounts of rainfall.

O presente estudo tem por objetivo avaliar o efeito da substituição do potássio pelo sódio no crescimento em diâmetro e na qualidade do lenho de árvores de Eucalyptus grandis, plantadas em espaçamento 3x2 m e fertilizadas com potássio e sódio (no plantio, 6° e 12° mês), visando orientar a fertilização mineral com potássio e sódio em plantações florestais sujeitas ao déficit hídrico. Foram selecionadas 60 árvores de eucalipto, no 101° mês após plantio, em cinco classes de área basal e avaliado o incremento em diâmetro do tronco, a cada 14 dias, de fevereiro de 2006 a setembro de 2012, através de dendrômetros. Para a amostragem do lenho, foram coletados discos em seis posições (base, DAP, 25, 50, 75 e 100%) da altura total das árvores. As amostras coletadas foram utilizadas para avaliação das propriedades anatômicas (fibras e vasos), físicas (densidade básica ponderada através dos métodos da balança hidrostática, da espectroscopia por infravermelho próximo e densidade aparente por densitometria de raios X), mecânicas (resistência e rigidez à flexão estática e resistência à compressão paralela às fibras), químicas (teores de lignina, holocelulose, extrativos e cinzas) e variação radial de Ca, K, Mg, Na e P (por espectrometria de emissão óptica com plasma induzido por laser) segundo os tratamentos de fertilização, classes de área basal, posições radial e longitudinal do tronco. Os resultados mostram que as árvores de eucalipto dos tratamentos potássio e sódio e as de maior classe de área basal, apresentaram taxas de incremento do tronco superiores em relação às árvores controle e demais classes de área basal. Foi verificado efeito da sazonalidade climática no diâmetro do tronco, com períodos de máximo e mínimo crescimento. Com exceção da densidade básica ponderada, todas as outras propriedades do lenho apresentaram efeito significativo dos tratamentos de fertilização. A determinação da densidade básica pelo NIR demonstrou resultados satisfatórios com coeficiente de determinação próximo a 0,70. Maiores valores dos elementos químicos K e Na foram encontrados no lenho das árvores dos respectivos tratamentos. Todos os nutrientes estudados apresentaram maiores valores na posição mais externa do lenho (100% do raio). Os resultados permitem concluir que a fertilização com K e Na induziu maiores crescimentos em diâmetro do tronco e influenciou as propriedades do lenho. A influência da fertilização potássica e sódica demonstrada pelo Eucalyptus grandis nos períodos de déficit hídrico para região estudada é clara, uma vez que a durante os períodos de baixa pluviosidade a variação sazonal do crescimento apresentou-se de forma diferenciada em relação aos períodos com maior quantidade de chuvas. / This study aims to evaluate the replacement of potassium by sodium in diameter growth and wood quality of Eucalyptus grandis trees, planted in spacing 3x2 m and fertilized with potassium and sodium (at planting, 6 and 12th month), order to guide the mineral fertilization with potassium and sodium in forest plantation subjected to water stress. Were selected 60 eucalyptus trees at 101th month, in five classes of basal area and were evaluated the increment in trunk diameter, every 14 days, from February 2006 to September 2012, through dendrometer bands. For sampling the wood, discs were collected in six positions (base, DBH, 0, 25, 50, 75 and 100%) of the total tree height. The samples were used to evaluate the anatomical properties (fibers and vessels), physical (basic density weighted by hydrostatic balance, near infrared spectroscopy and apparent density by X rays densitometry), mechanical (strength and stiffness in static bending and strength in compression parallel to grain), chemical (lignin, holocellulose, extractives and ash contents) and radial variation of Ca, K, Mg , Na, and P (by laser induced breakdown spectroscopy) according to the fertilization treatments, classes of basal area, radial and longitudinal positions of the stem. The results show that the eucalyptus trees with potassium and sodium treatments and larger class of the basal area demonstrated higher rates of increase in stem in relation to control trees and other classes of basal area. Effect of seasonality was found in trunk diameter, with periods of maximum and minimum growth. Except the weighted density, all other properties of the wood analyzed showed significant differences due to fertilization. The determination of the density by NIR showed satisfactory results with coefficient of determination close to 0.70. Higher values of the chemical elements K and Na were found in the tree\'s wood of the respective treatments. All studied nutrients were higher in the wood in external position (100 % of the radius). The results allow to conclue that the fertilization with K and Na induced the largest increases in trunk diameter and influenced the properties of the wood. The influence of sodium and potassium fertilization demonstrated by Eucalyptus grandis in water deficit periods for the region studied is clear, once during periods of low rainfall the seasonal variation of growth presented itself differently in relation to periods with higher amounts of rainfall.

Trees compete for various resources such as sunlight, water, and nutrients, which can be expressed as numerical terms, called competition indices (CI). Competition between individual trees is correlated with their growth and mortality. Therefore, CIs are used as independent variables to develop, improve and modify growth and yield models. This study was conducted to test the effect of neighborhood competition on tree diameter growth among Douglas-fir (Pseudotsuga menziesii (Mirb.) Franco), western hemlock (Tsuga heterophylla (Raf.) Sarg) and red alder (Alnus rubra Bong.), in the Pacific Northwest Coast Range, USA. After testing seven distance-independent CIs and three distance-dependent CIs, only the distance-independent CIs were found to significantly affect the diameter growth model. Among them, CIs with basal area and diameter information were the most impactful. As a result, a simple CI was very effective in a model that accounts for the basal area information of different tree species.