Short-rotation Plantations Research Articles

Historical Dynamic Mapping of Eucalyptus Plantations in Guangxi during 1990–2019 Based on Sliding-Time-Window Change Detection Using Dense Landsat Time-Series Data

Eucalyptus plantations are expanding rapidly in southern China owing to their short rotation periods and high wood yields. Determining the plantation dynamics of eucalyptus plantations facilitates accurate operational planning, maximizes benefits, and allows the scientific management and sustainable development of eucalyptus plantations. This study proposes a sliding-time-window change detection (STWCD) approach for the holistic characterization and analysis of eucalyptus plantation dynamics between 1990 and 2019 through dense Landsat time-series data. To achieve this, pre-processing was first conducted to obtain high-quality reflectance data and the monthly composite maximum normalized-difference vegetation index (NDVI) time series was determined for each Landsat pixel. Second, a sliding time window was used to segment the time series and obtain the NDVI change characteristics of the subsequent segments, and a sliding time window-based LandTrendr change detection algorithm was applied to detect the crucial growth or harvesting phases of the eucalyptus plantations. Third, pattern-matching technology was adopted based on the change detection results to determine the characteristics of the eucalyptus planting dynamics. Finally, we identified the management history of the eucalyptus plantations, including planting times, generations, and rotation cycles. The overall accuracy of eucalyptus identification was 90.08%, and the planting years of the validation samples and the planting years estimated by our algorithm revealed an apparent correlation of R2 = 0.98. The results showed that successive generations were mainly first- and second-generations, accounting for 75.79% and 19.83% of the total eucalyptus area, respectively. The rotation cycles of the eucalyptus plantations were predominantly in the range of 4–8 years. This study provides an effective approach for identifying eucalyptus plantation dynamics that can be applied to other short-rotation plantations.

Structure of aboveground phytomass of spruce and pine in short rotation plantation stands

Structure of aboveground phytomass of spruce and pine in short rotation plantation stands

Developing indicators for biodiversity monitoring in short rotation tree plantations

Global biodiversity loss has increased societal expectation to businesses to assess and manage their dependencies on biodiversity and transparently report their biodiversity impacts. Various global frameworks have been developed to manage risks and|or report the impacts. The metrics and indicators of the global frameworks are generic in nature and do not necessarily capture local biodiversity impacts. Stora Enso has publicly declared in our Sustainability Strategy an ambition to have a net positive impact on biodiversity. For short rotation plantations Stora Enso has set an objective to develop granular, yet practical and applicable indicators for monitoring and reporting biodiversity impacts and developments over time. The selection of indicators needs to reflect the connection between biodiversity management actions and outcomes, i.e. that: i) there are purposeful biodiversity measures in place that ii) result in monitorable outcomes. Hence Stora Enso in collaboration with the joint venture partners in Veracel and Montes del Plata has developed biodiversity indicators adapted to the local conditions for the Eucalypt plantations in Brazil and Uruguay, respectively. The overarching goal is to have indicators that reflect that the environmental and biodiversity measures that are integrated in the management of the plantations have real and measurable effects promoting landscape level biodiversity. The selected biodiversity indicators meet the following criteria: Science-based, measurable and quantifiable, reliable, recurrent, and cost-effective monitoring to follow trends over time. With biodiversity indicators in place, Stora Enso wishes to further the development of adaptive biodiversity management. This means to continuously monitor biodiversity management performance, via the indicators, to enable further adaptation and development of biodiversity positive actions. The indicators will be publicly published to provide full transparency. In preparation for launching the indicators in the fall 2023, the intention at this conference is to present the indicators and consult with the audience on their purposefulness.

Impact of flail chain characteristics on productivity, costs, bark content and fuel use when processing short-rotation Eucalyptus globulus trees to produce woodchips

ABSTRACT Infield chipping harvest systems are widely used in Australia and overseas to produce woodchips for pulp production from short-rotation plantations because they can produce uniform woodchips at low cost with high productivity from small trees. Flail chains are used in these systems to remove leaves, small branches and bark prior to chipping because these components are undesirable in paper products. Flail chains wear during use and lose links, requiring chains to be replaced. A range of flail chains is available but the most recent studies comparing flail chain performance were conducted over 30 years ago. The aim of the present study was to address this knowledge gap by comparing the performance of five flail chain types currently in use in terms of their impact on flail productivity, fuel use, woodchip bark content, chain wear and chain replacement costs. The study was conducted on a Husky Precision 2300–4 flail operating in 13-year-old Eucalyptus globulus plantations in southwest Western Australia producing export woodchips. No significant differences were found between the studied flail chains in terms of woodchip bark content, flail productivity or flail fuel use. In all cases, bark content met company standards (<0.5%). Significant differences were found between the studied flail chains in terms of their wear, link losses and replacement costs. Chain replacement costs as a proportion of total flail costs were found to be considerably lower (<1% to 4%) than those reported in previous studies (>20%).

Assessing the potential of poplar short rotation plantations to contribute to a low-carbon bioeconomy under water-limited conditions

Poplar short rotation coppice (SRC) systems are important for biomass production and for short-to medium-term carbon (C) sequestration, contributing to a low-carbon bioeconomy and thus helping to mitigate global warming. The productivity and profitability of these plantations are, however, challenged under restrictive irrigation associated with climate change. This study compares the above- and below-ground C sequestration potential and economic viability of a 12-year plantation cycle (4 rotations of 3 years each) under Mediterranean conditions with optimum irrigation (T1) and 50% irrigation reduction (T2), analysing other promising biomass uses in the form of bioproducts. A total of 138 trees of the highly productive hybrid (‘AF2’) in a SRC-trial were sampled monthly (first rotation). Additionally, data from an extensive poplar plantation network (30 sites) was used to complete data for the plantation cycle. The average C content for above- and below-ground biomass was 17.04 Mg C ha−1 yr−1 (T1), falling by 24% in T2. The net present value (NPV) in T1 (6461 € ha−1) was 52% lower under T2 conditions. Extra payments for C sequestration increased the NPV to 8023 for T1 and 4331 € ha−1 for T2. Roots represent an important C storage in the soil, accumulating 29.9 Mg C ha−1 (T1) and 22.8 Mg C ha−1 (T2) by the end of the cycle in our study. The mitigation potential is strongly fortified when the share of bioproducts in biomass end-use increases. Assuming a distribution of 50% bioenergy and 50% bioproducts, emission were reduced between −114 Mg CO2eq ha−1 (T1) and −88 Mg CO2eq ha−1 (T2) compared to BAU until end of the century. This scenario plays a crucial sink-effect role by storing C contained in biomass, which is not immediately released into the atmosphere.

Changes in Water-Use Efficiency of Eucalyptus Plantations and Its Driving Factors in a Small County in South China

Ecosystem water-use efficiency (WUE) has been central in revealing the variability in terrestrial carbon and water cycles. Short-rotation plantations such as Eucalyptus plantations can simultaneously impact net primary production (NPP) and actual evapotranspiration (ETa), components of WUE, resulting in changes in terrestrial carbon and water cycles. However, there are few detailed studies on the changes in the WUE of Eucalyptus plantations at the catchment scale with high spatial remote sensing imagery. Here, we present the changes in the WUE of Eucalyptus plantations and its driving factors (i.e., NPP and ETa) using satellite-based models combined with 5-m spatial resolution RapidEye imagery in a small county in South China. The increases in ETa of Eucalyptus plantations are primarily the result of climate warming and result in low WUE of Eucalyptus plantations. The management practice used (short rotation in this study) can enhance the effect of climate warming on WUE by varying the NPP of Eucalyptus plantations. A high value of NPP leads to a high WUE of Eucalyptus plantations at the end of a short rotation, while a low value of NPP results in a low WUE at the beginning of another short rotation. Changes in the WUE of Eucalyptus plantations indicated large spatial and temporal variability, associated with climate warming and short-rotation practices.

Adapting 3-PG foliar variables to deciduous trees in response to water restriction: poplar short rotation plantations under Mediterranean conditions

Abstract Poplar plantations growing in short rotation are a crucial biomass source of raw material for bioenergy and/or bioproducts, making an important contribution towards achieving a low-carbon bioeconomy. To optimize yield predictions of poplar plantations, this study aims to adapt the foliar variables of the process-based model 3-PG (Physiological Principles Predicting Growth) to a deciduous species like poplar. A total of 138 trees were sampled from a poplar plantation of the highly productive hybrid P. x canadensis (‘AF2’) over a first rotation at a planting density of 10 000 trees ha−1. Two irrigation scenarios, full soil field capacity (FC) and 50% FC, were considered to take into account the impact of climate change in the context of irrigation restrictions. Based on this information, the objectives were not only to determine the required species-specific foliar parameters but also to adapt the 3-PG model architecture to a pattern of variation along each growing season and identify the foliar parameters which present a significant response to restrictive irrigation. For this, specific leaf area (SLA) changes were modelled and the litterfall rate (${\gamma}_F$), and maximum canopy quantum efficiency (${\alpha}_{Cx}$) were calculated. SLA follows a similar dynamic in terms of water availability and year, with SLA for mature leaves being 19.9 m2 kg−2 and the SLA at the beginning of the growing season 10.4 m2 kg2. Leaf litter season begins in late August and lasts until early December, with 26 per cent litterfall by October. Additionally, the highly sensitive parameter ${\alpha}_{Cx}$ was calibrated and a proposed value of 0.093 molC mol PAR−1 was used. The validation of the proposed parameterization showed realistic estimates of the changes of leaf biomass and LAI during the growing season. These results will enable improved 3-PG-based estimations of the real variation along the growing season of variables such as Net Primary Productivity, leaf litterfall or analysis of the soil–plant nutrient cycle.

Supporting smallholder acacia farmers in Viet Nam to transition to sawlog production: Opportunities and challenges

Acacia plantations are a significant forestry resource in Viet Nam, with the majority of the area under smallholder ownership, typically with 1–5 ha per household. Currently most acacias are grown in short rotations and sold for export as woodchips. Short rotation plantations suit smallholder farmers as they can receive a return relatively quickly (within 4–5 years). However the country has a high reliance on imports of sawlogs, some of which could be substituted by growing acacias to sawlog size on longer (5–10 year) rotations. Thus the Vietnamese government has developed a strategy to encourage smallholder acacia farmers to convert to sawlog production from their acacia estate. Sawlog production could potentially give greater returns to growers but also requires enhanced silvicultural management, greater tolerance of risk and longer times for return on investment. We explored smallholder farmers' preferences for support programs if they are to adopt longer rotation plantations in two contrasting provinces: Thua Thien Hue in Central Viet Nam and Hoa Binh in North Viet Nam. We found that farmers are happy to embrace longer rotations if they could source finance, are able to handle larger sized logs and if they could see others also growing longer rotations. We also explored the effects of contrasting training styles on adoption of best management practices (BMPs) – either standard top-down extension training, or a more collaborative active-learning extension training approach. We found that a collaborative, active-learning approach led to greater adoption of BMPs, but also that the traditional approach to extension was almost as effective. There is significant demand amongst the growers to improve their silvicultural management, and they are very responsive to training and knowledge circulation amongst the community. Factors influencing farmers' adoption of acacia BMPs were also identified and they included intrinsic factors (such as farmers' goals and inspirations), extrinsic factors (such as farm location and satisfaction with acacias) as well as extension. Extrinsic factors (21.5%), intrinsic factors (7.0%) and extension (5.5%) explained a total of 34% of the variation in adoption behaviour at 9 months following training. Farmers in the study demonstrated that they had the capacity, ability and willingness to uptake BMPs but to encourage greater adoption, extension training should be complemented with other support incentives such as seedlings or fertiliser subsidies to bridge the financial gap that some poorer farmers face. Extending acacia rotations to 7 years carries additional risks to farmers and many farmers would require financial assistance to facilitate acceptance of these risks.

Information extraction of temporal and spatial distribution of short-rotation plantations in Guangxi Zhuang Autonomous Region

Information extraction of temporal and spatial distribution of short-rotation plantations in Guangxi Zhuang Autonomous Region

Suitability of Fast-Growing Tree Species (Salix spp., Populus spp., Alnus spp.) for the Establishment of Economic Agroforestry Zones for Biomass Energy in the Baltic Sea Region

The main goal of this review was to provide an assessment of the potential of fast-growing tree species for the suitable transformation of agroforestry areas for biomass production in the Baltic Sea region. Our interest was to highlight the research on the management process of agroforestry zones by establishing short rotation plantations with the tree species Salix spp., Populus spp. and Alnus spp. to explore the prospects of planning these zones as biomass producers. Short rotation forestry (SRF) with trees whose rotation period is 15 to 30 years, depending on the species, is the most suitable approach for management of these agroforestry zones. Willows (Salix spp.) and poplars (Populus spp.) are suitable for short rotation coppice (SRC), as these tree species can be harvested at much shorter intervals, respectively, 1–5 and 4–10 years, facilitating their use in agricultural systems. The rotation period of Alnus spp. in short rotation plantations for energy wood production is generally assessed to be 15–30 years. The black alder plantations in agroforestry zones are used for sawnwood and firewood production, with a rotation period of 20–40 years. The calculated repayment period of the economic agroforestry zone is about 10–15 years, if 2021 costs and prices are used.

Soil Degradation Due to Conversion from Natural to Plantation Forests in Indonesia

Soil organic matter (SOM) is a crucial component of soil, through which physical, chemical, and biological characteristics interact in a local context. Within the forest category, the conversion of natural forests to monoculture plantations has raised concerns in Indonesia over the loss of soil functions, similar to conversion to agriculture. In natural forests, SOM can accumulate as part of a closed nutrient cycle with minimal nutrient losses; in plantation forestry, SOM decline and recovery can alternate over time, associated with larger nutrient losses. We reviewed existing studies to quantify how shifts from natural forests to short-rotation plantation forests (SRPF) affect SOM dynamics, soil nutrient contents, and soil-borne pathogens that cause disease. The review combines descriptive and quantitative methods (meta-analysis). The results show that conversion affects the soil C balance, soil structure and water balance, soil nutrient balance, and soil-borne diseases. Contributing factors include the reduced diversity of plant and rhizosphere communities, lower annual litter production, more uniform litter quality, and nutrient removal at the harvest cycle. Conversion from natural to plantation forest conditions also increases plant disease incidence by changing biological control mechanisms.

Nursery screening of poplar and willow clones for biofuel application in Ukraine

Poplars and willows are fast-growing trees that can be effectively grown as a renewable energy source. This study was devoted to the preliminary screening of poplar and willow clones for biofuel application in a fast-growing tree nursery established in the M.M. Gryshko National Botanical Garden of the National Academy of Sciences of Ukraine. The nursery includes 19 Populus and 10 Salix clones, with many hybrids of Ukrainian origin. The clones were assessed in the first two years in the nursery using growth parameters, biomass fuel criteria, and susceptibility to pathogens. Using total rank for evaluation, the highest rank was found in the poplar clone “Kanadska × balsamichna” followed by the clones “Ivantiivska”, “Volosystoplidna”, “Perspektyvna”, and “Nocturn”. Among the willows, the highest rank was recorded for the clone “Zhytomyrska-1”, followed by clone “Zhytomyrska-2”. High ranks were also found in the poplars “Strilopodibna”, “Mobilna”, “Novoberlinska-7” and “Keliberdynska”, and the willows “Lisova pisnya” and “Vinnytska”. Thus, the above-mentioned clones may be recommended as promising trees, though they should be further evaluated under field conditions for growth performance within the short-rotation cycles. The clones with the lowest total rank were poplars “Bolle”, “Gradizka” and “Kytaiska × piramidalna” and willows “Lukash”, “Olimpiisky vohon” and “Pryberezhna” are not recommended for bioenergy short-rotation plantations. Evaluation of plants in the nursery allowed us to carry out rapid and cost-effective preliminary screening. Such multiclonal screening of bioenergy trees for planting in short rotations was described for the first time in Ukraine.

Implementation and calibration of short-rotation eucalypt plantation module within the ECOSMOS land surface model

Eucalypt is one of the most-planted broadleaf genera around the globe, exhibiting high yield, plasticity and growing capacity on a broad range of environments. The main objective of this study is to present the integration of a specific module for eucalypt short-rotation plantations into ECOSMOS (Ecosystem Model Simulator). Different calibrations and validations, from intensively monitored sites, experimental networks, and plots in commercial stands were performed. We calibrated all ECOSMOS model biophysical and physiological parameters for the Eucalyptus module using three micrometeorological experiments. A generic genotype was calibrated and applied to evaluate the model performance in response to contrasting environments and genotypes, on a dataset from an experimental network with high Genotype x Environment interactions. The model was applied over commercial eucalypt plantations sites, where re-calibration was necessary for four parameters of the ECOSMOS-Eucalyptus module related to leaf carbon allocation and specific leaf area, because of significant differences in genotypes and management among datasets. Results showed the consistency of the biophysical and physiological processes solved by the model, simulated energy and carbon fluxes, soil water dynamics, and growth of different plant components when compared with observations; Nash-Sutcliffe efficiency (NSE) of 0.93, 0.43 and 0.27 for net radiation, net ecosystem exchange and evapotranspiration, respectively were obtained for the validation dataset. The generic genotype calibration varied greatly in simulating the eucalypt stem growth of the 26 locations. The generic calibration can be used as reference for eucalypt plantation’ areas in Brazil; however, a re-calibration is recommended for operational applications to adjust the ECOSMOS-Eucalyptus module to the management conditions, management practices and genotypes used by companies.

Water Use of Hybrid Poplar (Populus deltoides Bart. ex Marsh timesP. nigra L. “AF2”) Growing Across Contrasting Site and Groundwater Conditions in Western Slovakia

The water use by short rotation coppices (SRC) has been a focus of ongoing research in the last decades. Nevertheless, investigations that consider site factors and present long-term monitoring of the components of the water balance are rare. This research quantified the tree-based transpiration in the 4th growing season of uncoppiced 1st rotational hybrid poplar stands (Populus deltoides Bart. ex Marsh × P. nigra L. “AF2”) in western Slovakia. The aim of the study was to determine the influence of meteorological and soil-related site conditions on transpiration rates. Three experimental plots were located in the Morava River floodplains, on loamy sand-textured soils with different groundwater accessibilities: higher, low, and fluctuating groundwater level. We measured sap flow (Heat Ratio Method), volumetric water content, matric potential, groundwater level, and meteorological variables throughout the growing season in 2019. The results indicated that transpiration in the three sites was almost constant during that period, which was characterized by distinct conditions. The average cumulative transpiration at the site with a higher groundwater level (1105 mm) was larger than at the site with a lower groundwater level (632 mm) and the site with fluctuating groundwater (863 mm). A principal component analysis (PCA) and correlation analysis identified that the contribution of meteorological and soil-related site variables to transpiration differed among the sites. Soil water availability and groundwater accessibility are critical variables for the water use of poplar SRC. We concluded that the combination of site conditions needs to be reconsidered for the expansion of sustainable short rotation plantations in Europe.

Organic carbon, total nitrogen and macronutrients in soil under short-rotation willow and poplar plantations

Organic carbon, total nitrogen and macronutrients in soil under short-rotation willow and poplar plantations

Time-course foliar dynamics of poplar short rotation plantations under Mediterranean conditions. Responses to different water scenarios

Poplar (Populus spp.) Short Rotation Coppice (SRC) systems are characterized by high short-term biomass productivity and play a key role in promoting employment in rural areas as well as supplying environmental benefits. However, in the context of climate change with expected reduced water availability in the Mediterranean area, the productivity of these plantations may be seriously limited. In this regard, the aim of this work is to analyse the monthly dynamic responses of relevant variables at foliar level throughout the entire first rotation of a poplar short rotation plantation under two water scenarios: optimal scenario (with irrigation to field capacity (FC)) versus restrictive scenario (with 50% FC irrigation).This data came from 590 trees in a poplar short rotation plantation of the highly productive genotype ‘AF2‘. LAImax values of 2.39, 7.47 and 9.34 were found for the three-year rotation cycle, pointing to significantly lower values after the establishment year under the restrictive water scenario. SLA mean values displayed a downward trend, with 12.25 m2 kg−1, 10.82 m2 kg−1 and 10.47 m2 kg−1 for years 1, 2 and 3 respectively, no significant differences being observed between water scenarios. NPK foliar concentrations decreased over the rotation, being the values lower under the restrictive scenario. Additionally, the selected genotype, ‘AF2’, displayed tight stomatal control under conditions of water stress, maintaining high photosynthetic levels.The responses observed in this study can potentially be used to better understand the behavior of these variables which most affect production of poplar plantations in face of climate change.

Variability in growth-determining hydraulic wood and leaf traits in Melia dubia across a steep water availability gradient in southern India

In India, short-rotation plantations have increasingly been promoted over the last decades in response to altered forest management policy and increased wood demand. Understanding how short-rotation forest species coordinate fast growth with water demand and carbon investment will help improving management decisions.We investigated the intra-specific variability in growth performance, leaf traits, and wood anatomical and derived hydraulic properties in 31 Melia dubia (Meliaceae) plantations along a steep rainfall gradient from 450 to 1,700 mm yr−1, and addressed the role of different irrigation practices and soil nutrient availability.We found water supply and soil nutrient status to have a dominant influence on the aboveground biomass increment (AGBI) of M.dubia. AGBI was higher at irrigated sites with a less negative climatological water balance (i.e. with lower rainfall) and at sites with higher soil phosphorus availability. Stem wood anatomical traits associated with the water transport capacity mirrored the patterns in AGBI. At sites with higher water and soil phosphorus availability, the xylem was composed of larger vessel diameters and lower vessel densities. However, both branch wood anatomical traits and leaf traits including the leaf-to-sapwood area ratio were largely independent of water availability and soil conditions.We conclude that a high stem hydraulic efficiency determined by large xylem vessels is a prerequisite for high aboveground productivity, and that the growth of M. dubia may often be phosphorus-limited. Short-rotation plantations with M.dubia will therefore clearly benefits from continuous irrigation in regions that receive annual precipitations substantially below 1,000 mm yr−1. This highlights the potential to increase yields in this important short-rotation forest species by improving irrigation and fertilization protocols.

Water Availability Controls the Biomass Increment of Melia dubia in South India

Farmland tree cultivation is considered an important option for enhancing wood production. In South India, the native leaf-deciduous tree species Melia dubia is popular for short-rotation plantations. Across a rainfall gradient from 420 to 2170 mm year–1, we studied 186 farmland woodlots between one and nine years in age. The objectives were to identify the main factors controlling aboveground biomass (AGB) and growth rates. A power-law growth model predicts an average stand-level AGB of 93.8 Mg ha–1 for nine-year-old woodlots. The resulting average annual AGB increment over the length of the rotation cycle is 10.4 Mg ha–1 year–1, which falls within the range reported for other tropical tree plantations. When expressing the parameters of the growth model as functions of management, climate and soil variables, it explains 65% of the variance in AGB. The results indicate that water availability is the main driver of the growth of M. dubia. Compared to the effects of water availability, the effects of soil nutrients are 26% to 60% smaller. We conclude that because of its high biomass accumulation rates in farm forestry, M. dubia is a promising candidate for short-rotation plantations in South India and beyond.

Economic feasibility of obtaining wood phytomass through accelerated cultivation of pine wood on postagrogenic lands

The paper examines economic efficiency of obtaining wood biomass through accelerated cultivation of pine on postagrogenic lands of the Leningrad Region of Northwest Russia. In experimental pine plantations, we selected model trees and calculated the stem wood biomass of 11-year old stands with different stem densities. Assessments of the economic efficiency of the production of wood chips from pine wood grown on postagrogenic lands were based on a set of machines and mechanisms, consumables and wages. A break-even point was determined for the production of wood chips in plantations with different stem densities. In the variant with a stand density of 2900 trees per hectare, it is possible to make a profit, because a break-even point was obtained for the investments made. Pine stands of such density can be taken as a prototype, when creating and growing short rotation plantations. Based on the results of the study, it is possible to predict a further increase in pine wood biomass in a plantation on post-agrogenic soils. On postagrogenic lands, marketable wood pulp can be obtained within a short period of time; thus such lands will be involved in an economic turnover.

Evaluation of method to model stomatal conductance and its use to assess biomass increase in poplar trees

Stomatal conductance (gs) is the main limiting factor for photosynthesis and is sensitive to plant water status. Accurately assessing the behavior of gs under water deficit stress is essential to model plants carbon and water flux, which govern vegetation biomass production and dynamics. However, direct measurement of gs with gas exchange analyzer can be time-consuming and laborious, especially under field conditions, thus constraining the data availability for validating the modeling outcome. This difficulty can be solved if measurement of gs is automated. Here, we report on dynamics of gs and the maximum (gsmax) of Populus tomentosa, derived from automatically recorded meteorological variables and sap flux density (Js) and turgor pressure sensors outputs (Z) measured in three P. tomentosa trees from a short-rotation plantation subjected to different water stress levels along a whole growing season. The simulated gsmax was related to aboveground (ABM) and underground biomass (UBM) increase by leaf area. Js and Z were continuously measured using sap flow and ZIM sensors. Our results showed that the sensitivity of Js to air vapor deficit (D) (i.e. Js/D) correlated well with gs, and the sensitivity of Z to D (i.e. dZ/dD) was well coupled with gsmax. In addition, the ABM increase was linearly aligned with simulated gsmax multiplied by leaf area (LA) (R2 > 0.7). Also, increment in UBM was significantly correlated with simulated gsmax * LA across all observed trees, being the best described by a logistic function (R2 > 0.7). We conclude that gs can be well simulated through automatic monitoring of Js and Z for different meteorological and soil water content conditions. Moreover, the simulated gsmax was also closely related to biomass production both above and underground, which opens the possibility for using it to manage irrigation in smart agriculture and forestry in the future.