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A systematic review of local to regional yield forecasting approaches and frequently used data resources
Forecasting crop yields, or providing an expectation of ex-ante harvest amounts, is highly
relevant to the whole agricultural production chain. Farmers can adapt their management …
relevant to the whole agricultural production chain. Farmers can adapt their management …
[HTML][HTML] Prospects of improving agricultural and water productivity through unmanned aerial vehicles
Unmanned Aerial Vehicles (UAVs) are an alternative to costly and time-consuming
traditional methods to improve agricultural water management and crop productivity through …
traditional methods to improve agricultural water management and crop productivity through …
Data-driven decision making in precision agriculture: The rise of big data in agricultural systems
In this paper, we provide a review of the research dedicated to applications of data science
techniques, and especially machine learning techniques, in relevant agricultural systems …
techniques, and especially machine learning techniques, in relevant agricultural systems …
[HTML][HTML] Delineation of agricultural fields in smallholder farms from satellite images using fully convolutional networks and combinatorial grou**
Accurate spatial information of agricultural fields in smallholder farms is important for
providing actionable information to farmers, managers, and policymakers. Very High …
providing actionable information to farmers, managers, and policymakers. Very High …
[HTML][HTML] An evaluation of Guided Regularized Random Forest for classification and regression tasks in remote sensing
New Earth observation missions and technologies are delivering large amounts of data.
Processing this data requires develo** and evaluating novel dimensionality reduction …
Processing this data requires develo** and evaluating novel dimensionality reduction …
Assessing correlation of high-resolution NDVI with fertilizer application level and yield of rice and wheat crops using small UAVs
S Guan, K Fukami, H Matsunaka, M Okami, R Tanaka… - Remote Sensing, 2019 - mdpi.com
The aim of this study was to use small unmanned aerial vehicles (UAVs) for determining
high-resolution normalized difference vegetation index (NDVI) values. Subsequently, these …
high-resolution normalized difference vegetation index (NDVI) values. Subsequently, these …
[HTML][HTML] Map** crop types in complex farming areas using SAR imagery with dynamic time war**
Crop type information is essential for many practical applications, yet its map** is often
constrained by inherent characteristics of most farming areas, such as fragmentation and …
constrained by inherent characteristics of most farming areas, such as fragmentation and …
A cloud-based multi-temporal ensemble classifier to map smallholder farming systems
Smallholder farmers cultivate more than 80% of the cropland area available in Africa. The
intrinsic characteristics of such farms include complex crop-planting patterns, and small …
intrinsic characteristics of such farms include complex crop-planting patterns, and small …
[HTML][HTML] Evaluating the performance of a random forest kernel for land cover classification
The production of land cover maps through satellite image classification is a frequent task in
remote sensing. Random Forest (RF) and Support Vector Machine (SVM) are the two most …
remote sensing. Random Forest (RF) and Support Vector Machine (SVM) are the two most …
An efficient pattern-based approach for workflow supporting large-scale science: The DagOnStar experience
Workflow engines are commonly used to orchestrate large-scale scientific computations
such as, but not limited to weather, climate, natural disasters, food safety, and territorial …
such as, but not limited to weather, climate, natural disasters, food safety, and territorial …