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Drivers of advances in mechanized timber harvesting–a selective review of technological innovation
Sažetak Timber harvesting operations vary greatly around the world, as do the adaptations
of technology to the complex, locally variable conditions. Similarly, technological innovations …
of technology to the complex, locally variable conditions. Similarly, technological innovations …
Estimating the prediction performance of spatial models via spatial k-fold cross validation
In machine learning, one often assumes the data are independent when evaluating model
performance. However, this rarely holds in practice. Geographic information datasets are an …
performance. However, this rarely holds in practice. Geographic information datasets are an …
Deep neural network based framework for complex correlations in engineering metrics
Linear or polynomial regression and artificial neural networks are often adopted to obtain
correlation models between various attributes in engineering fields. Although these are …
correlation models between various attributes in engineering fields. Although these are …
[PDF][PDF] Recent trends of machine learning predictions using open data: a systematic review
Machine learning (ML) prediction determinants based on open data (OD) are investigated in
this work, which is accomplished by examining current research trends over ten years …
this work, which is accomplished by examining current research trends over ten years …
Mechanism of biochar soil pore–gas–water interaction: gas properties of biochar-amended sandy soil at different degrees of compaction using KNN modeling
Soil compaction has contrasting effect on soil strength (ie, positive) and vegetation growth
(ie, negative), respectively. Biochar has been utilized mostly in combination with soils in both …
(ie, negative), respectively. Biochar has been utilized mostly in combination with soils in both …
Projected decrease in wintertime bearing capacity on different forest and soil types in Finland under a warming climate
I Lehtonen, A Venäläinen… - Hydrology and Earth …, 2019 - hess.copernicus.org
Trafficability in forest terrain is controlled by ground-bearing capacity, which is crucial from
the timber harvesting point of view. In winter, soil frost affects the most the bearing capacity …
the timber harvesting point of view. In winter, soil frost affects the most the bearing capacity …
Applications of remote and proximal sensing for improved precision in forest operations
Sažetak This paper provides an overview of recent developments in remote and proximal
sensing technologies and their basic applicability to various aspects of forest operations. It …
sensing technologies and their basic applicability to various aspects of forest operations. It …
An operational UAV-based approach for stand-level assessment of soil disturbance after forest harvesting
The effectiveness of generating virtual transects on unmanned aerial vehicle-derived
orthomosaics was evaluated in estimating the extent of soil disturbance by severity class …
orthomosaics was evaluated in estimating the extent of soil disturbance by severity class …
Estimating the rut depth by UAV photogrammetry
The rut formation during forest operations is an undesirable phenomenon. A methodology is
being proposed to measure the rut depth distribution of a logging site by photogrammetric …
being proposed to measure the rut depth distribution of a logging site by photogrammetric …
Remote measuring of the depth of wheel ruts in forest terrain using a drone
Even at a well-managed harvesting site, vehicle trafficking occurs on at least 12% of the
area and might cause ruts and compaction. The use of drones for inventory and map** in …
area and might cause ruts and compaction. The use of drones for inventory and map** in …