Data from: Improved estimates of biomass expansion factors and root-to-shoot ratios: An approach for different forest types across a climatic gradient in Brazil
Data files
Aug 21, 2025 version files 23.86 MB
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Data_lopes_et_al_2025.zip
23.85 MB
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README.md
12.14 KB
Abstract
Advancements in the current state of the art of the key drivers of biomass expansion factor (BEF) and the root-to-shoot ratio (R) are crucial for producing accurate information on forest biomass and carbon stocks. Hence, we compiled a nationally representative dataset encompassing diverse tree growth stages and climatic gradients. In this study, we propose models to improve BEF and R estimates at the tree level for Eucalyptus and Pinus plantations in Brazil. In general, the BEF values were more representative (91.7%) in the database than the R values (8.3%) due to the high cost of collecting coarse roots. Regarding genera, Eucalyptus was more extensively sampled (89.9%) than Pinus (10.1%), reflecting the predominance of Eucalyptus as the most widely planted genus in Brazil. The average BEF and R values calculated in this study were 1.16 and 0.22, respectively, for Eucalyptus spp. and 1.22 and 0.31, respectively, for Pinus spp. In predicting the BEFs, the random effects in the linear mixed model that significantly captured the variations in Eucalyptus and Pinus spp. were temperature and age class, respectively. The fixed effects for Eucalyptus spp. included diameter, height, and age, while for Pinus spp., they were the Köppen climate classification, species, slenderness degree, and age. R estimates were mainly influenced by precipitation and age for both genera, with slenderness and diameter specifically affecting Eucalyptus spp. and height being a driving factor for Pinus spp. Our findings discourage the use of fixed or default values for BEF and R across locations with different climates and growing conditions to reduce uncertainties in carbon accounting and greenhouse gas inventories.
Dataset DOI: 10.5061/dryad.5x69p8dhk
Description of the data and file structure
Data_lopes_et_al_2025.zip
Experimental dataset with raw data for Eucalyptus and Pinus species, and upscaling dataset with processed data referring to commercial plantation areas in Brazil, using 2022 as the base year.
Files and variables
File: Data_lopes_et_al_2025.zip
Description: Experimental dataset with raw data for Eucalyptus and Pinus species, and upscaling dataset with processed data referring to commercial plantation areas in Brazil, using 2022 as the base year.
1. Experimental Dataset
1.1 File list
RAW_DATA_BEF_EUCALYPTUS.xlsx
RAW_DATA_BEF_PINUS.xlsx
RAW_DATA_R_EUCALYPTUS.xlsx
RAW_DATA_R_PINUS.xlsx
1.2 File description
The experimental dataset consists of four Excel files containing raw data used to explore and model Biomass Expansion Factors (BEF) and Root-to-Shoot Ratios (R) across different species, age classes, and climatic conditions. These data were provided by the SilviCarbo project (Discussion and Action Forum Related to Carbon Storage and Sequestration in Brazilian Forestry), coordinated by the Forestry Science and Research Institute (IPEF) https://www.ipef.br/techs/en, with support from 10 affiliated forestry companies.
These data include individual tree-level measurements. The variables are defined as follows:
- BEF (Biomass Expansion Factor): Factor for estimating total aboveground biomass from stem biomass (dimensionless).
- R (Root-to-Shoot Ratio): Ratio of belowground to aboveground biomass (dimensionless).
- dbh (Diameter at Breast Height): Stem diameter measured at 1.30 m aboveground (in centimeters, cm).
- Ht (Total Height): Vertical distance from the ground to the top of the tree (in meters, m).
- S (Slenderness degree): Morphometric characteristic calculated as Ht/dbh (dimensionless).
- SP (Species): Dummy variable indicating Pinus species (1–Pinus caribaea var. hondurensis and 0–Pinus taeda).
- AC (Age Class): Dummy variable indicating age class for Eucalyptus trees used in R modeling (1 for trees aged ≤ 3 years, 0 for trees aged > 3 years).
- AC (Age Class): Categorical variable representing age classes for Pinus sp, used in BEF modeling.
- Age: tree age (in years).
- T (Average Temperature): Mean annual air temperature at the sampling site (in degrees Celsius, °C).
- P (Precipitation): Mean annual precipitation at the sampling site (in millimeters, mm).
- TC (Temperature Class): Categorical variable representing classes of mean annual temperature.
- Köppen (Köppen Climate Classification): Climate classification based on the Köppen system (Alvares et al., 2013).
2. Upscaling Dataset
2.1 File list
Brazil_eucalyptus_commercial_scale.xlsx
Brazil_pinus_commercial_scale.xlsx
2.2 File description
The upscaling dataset comprises Eucalyptus and Pinus plantation areas in Brazil at the commercial scale, as of 2022, based on a spatial dataset provided by Suzano SA. The datasets include the following variables:
- UF: Brazilian state where the plantation is located.
- BEF_paper_map: Biomass Expansion Factor estimated using the models developed in this study, extrapolated to the commercial scale.
- R_paper_map: Root-to-Shoot Ratio estimated using the models developed in this study, extrapolated to the commercial scale.
- BEF_MCTI: Default BEF value defined by the Brazilian Ministry of Science, Technology, and Innovation (MCTI, 2004).
- R_MCTI: Default R value defined by the Brazilian Ministry of Science, Technology, and Innovation (MCTI, 2004).
- diff_BEF and diff_R: Relative difference (in percentage) between the default values provided by MCTI (2004) and the values predicted by the models developed in this study, for BEF and R, respectively.
These differences are calculated using Equation 13 from the paper:
Where:
yd = default value from MCTI (2004).
yp = value predicted by the model.
References
Alvares, C. A., Stape, J. L., Sentelhas, P. C., De Moraes Gonçalves, J. L., & Sparovek, G. (2013). Köppen’s climate classification map for Brazil. Meteorologische Zeitschrift, 22(6), 711–728. https://doi.org/10.1127/0941-2948/2013/0507
MCTI. (2004). Comunicação nacional inicial do Brasil à Convenção-Quadro das Nações Unidas sobre Mudança do Clima: Vol. 1a. https://www.gov.br/mcti/pt-br/acompanhe-o-mcti/sirene/publicacoes/comunicacoes-nacionais-do-brasil-a-unfccc
