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The Impact of Simulated Spectral Noise on Random Forest and Oblique Random Forest Classification Performance
Published 2018-01-01“…This study aimed to evaluate the influence of simulated spectral noise (10%, 20%, and 30%) on random forest (RF) and oblique random forest (oRF) classification performance using two node-splitting models (ridge regression (RR) and support vector machines (SVM)) to discriminate healthy and low infested water hyacinth plants. …”
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Parallelization of forest landscape model to improve computational efficiency and simulation realism
Published 2025-12-01“…Forest landscape models (FLMs) are computationally intensive because of complex spatial interactions simulated. …”
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Calibrating a process-based simulation model for the Acadian forest region
Published 2023-08-01“…For the first time, 18 tree species were parameterized and calibrated for the AFR and model performance was evaluated against independent field observations at the tree population and stand level. iLand was able to accurately emulate the dynamics of individual tree species populations as well as the succession of mixed-species forest stands across a range of soil conditions and is now ready to be used to simulate future forest dynamics of the AFR. …”
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Assessing trends and density of bird species in bottomland hardwood forests and riparian forests using simulation and sample size optimization for surveys
Published 2025-02-01“…Abstract The decline of neotropical migratory birds in North America is closely tied to habitat loss, including the degradation of bottomland hardwood and riparian forests, which provide essential habitats for numerous species. …”
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Revisiting ONE Simulator in IoV Research: Seeing the Forest Through the Trees
Published 2025-01-01“…The metaphor “seeing the forest through the trees” reflects the existing IoV framework and the taking of a holistic approach that addresses the complexities of the IoV simulation using different relevant KPIs as well as can inspire a set of principles that shape the simulation of the IoV ecosystem through the ONE simulator. …”
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Understanding overfitting in random forest for probability estimation: a visualization and simulation study
Published 2024-09-01“…We aimed to understand the behavior of random forests for probability estimation by (1) visualizing data space in three real-world case studies and (2) a simulation study. …”
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Study on the combustion characteristics of forest litter and the impact of combustion slope in the southwest China's forest regions
Published 2025-08-01Subjects: “…Forest litter…”
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Simulation of the Carbon Cycle’s Spatiotemporal Dynamics in the Hangzhou Forest Ecosystem and How It Responds to Phenology
Published 2025-04-01“…In this investigation, we simulated the spatiotemporal trends of the carbon cycle in forest ecosystems in Hangzhou between 2001 and 2020 by means of the phenology-driven InTEC model and analyzed the mechanisms of carbon cycle changes in response to phenological changes. …”
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Comparing Two Geostatistical Simulation Algorithms for Modelling the Spatial Uncertainty of Texture in Forest Soils
Published 2024-11-01“…The study aimed to compare sequential Gaussian simulation (SGS) and turning bands simulation (TBS) for assessing the uncertainty in unknown values of the textural fractions accounting for their compositional nature. …”
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Bias in transect counts of forest birds: An agent-based simulation model and an empirical assessment
Published 2025-11-01“…The simulations revealed that biases vary significantly among bird species. …”
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Characterization of Maritime Pine Forests with Combination of Simulated P-Band SAR Data and Hyperspectral Data
Published 2012-01-01“…This paper describes a sensitivity study performed on simulated radar and optical remote sensing forest data. …”
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Simulation and analysis of evapotranspiration from desert grasslands based on a random forest regression model
Published 2025-07-01“…To address these challenges, this study developed a Random Forest Regression (RF-R) model integrated with high-resolution PML-V2 ET data and CRU meteorological datasets (2001–2020) to simulate ET in China’s desert grasslands. …”
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An Engineering Model of a Knife Roller for Thinning Forest Crops
Published 2025-06-01“…To carry out the thinning of forest crops, it is necessary to use mechanized means, such as knife rollers. …”
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Application of M5 algorithm of decision tree in simulation and investigation of effective factors of erosion in rangelands and forests
Published 2023-07-01“…To study interrill erosion, 200 soil samples were collected from two rangelands and two forests in Ramadi, Iraq. The soil samples underwent analysis to determine various chemical and physical properties, and the amount of interrill erosion was calculated using the Kamphorst rainfall simulator. …”
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Refining the Forest Vegetation Simulator for projecting the effects of spruce budworm defoliation in the Acadian Region of North America
Published 2018-10-01“…The Forest Vegetation Simulator (FVS) is an individual-tree growth model widely used in the US and parts of Canada, which has been developed to predict stand dynamics in response to various disturbance-causing agents. …”
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Evaluating YOLO Variants With Transfer Learning for Real-Time UAV Obstacle Detection in Simulated Forest Environments
Published 2025-01-01“…Autonomous navigation in forest environments poses significant challenges for Uncrewed Aerial Vehicles (UAVs), where reliable obstacle detection is essential for safe operation. …”
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The effect of simulated nitrogen deposition on soil chemical properties in maple plantation stand
Published 2017-06-01“…Due to the lack of information about the effects of nitrogen deposition on forest soil properties, the aim of this study was to investigate the effects of simulated nitrogen deposition on soil chemical properties in a maple plantation located at the educational and research forest of Faculty of Natural Resources (Sari). …”
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