Corn Nitrogen Nutrition Index Prediction Improved by Integrating Genetic, Environmental, and Management Factors with Active Canopy Sensing Using Machine Learning

Corn Nitrogen Status Diagnosis with an Innovative Multi-Parameter Crop Circle Phenom Sensing System

(2021) Cadan Cummings et al.   Remote Sensing

Automation in Agriculture by Machine and Deep Learning Techniques: A Review of Recent Developments

(2021) Muhammad Hammad Saleem et al.   PRECISION AGRICULTURE

Corn nitrogen rate recommendation tools’ performance across eight US midwest corn belt states

(2020) Curtis J. Ransom et al.   AGRONOMY JOURNAL

Applied use of growing degree days to refine optimum times for nitrogen stress sensing in winter wheat

(2020) Jagmandeep S. Dhillon et al.   AGRONOMY JOURNAL

Chlorophyll meter–based nitrogen fertilizer optimization algorithm and nitrogen nutrition index for in‐season fertilization of paddy rice

(2020) Ke Zhang et al.   AGRONOMY JOURNAL

Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning

(2020) Hainie Zha et al.   Remote Sensing

Alfalfa Yield Prediction Using UAV-Based Hyperspectral Imagery and Ensemble Learning

(2020) Luwei Feng et al.   Remote Sensing

Crop Sensor Based Non-destructive Estimation of Nitrogen Nutritional Status, Yield, and Grain Protein Content in Wheat

(2020) Marta Aranguren et al.   Agriculture-Basel

Shoot- and tuber-based critical nitrogen dilution curves for the prediction of the N status in potato

(2020) C.M. Giletto et al.   EUROPEAN JOURNAL OF AGRONOMY

Machine learning-based in-season nitrogen status diagnosis and side-dress nitrogen recommendation for corn

(2020) Xinbing Wang et al.   EUROPEAN JOURNAL OF AGRONOMY

Managing nitrogen to restore water quality in China

(2019) ChaoQing Yu et al.   NATURE

Retrieving leaf chlorophyll content using a matrix-based vegetation index combination approach

(2019) Mingzhu Xu et al.   REMOTE SENSING OF ENVIRONMENT

Water effects on optical canopy sensing for late-season site-specific nitrogen management of maize

(2019) Tsz Him Lo et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Statistical and machine learning methods evaluated for incorporating soil and weather into corn nitrogen recommendations

(2019) Curtis J. Ransom et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Corn nitrogen management using NDVI and SPAD sensor-based data under conventional vs. reduced tillage systems

(2019) Mohsen Edalat et al.   JOURNAL OF PLANT NUTRITION

In-Season Diagnosis of Rice Nitrogen Status Using Proximal Fluorescence Canopy Sensor at Different Growth Stages

(2019) Shanyu Huang et al.   Remote Sensing

In-Season Diagnosis of Winter Wheat Nitrogen Status in Smallholder Farmer Fields Across a Village Using Unmanned Aerial Vehicle-Based Remote Sensing

(2019) Zhichao Chen et al.   Agronomy-Basel

Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery

(2019) Lucas Prado Osco et al.   Remote Sensing

Deep learning models for plant disease detection and diagnosis

(2018) Konstantinos P. Ferentinos   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Soil structure as an indicator of soil functions: A review

(2018) E. Rabot et al.   GEODERMA

Integrating Airborne Hyperspectral, Topographic, and Soil Data for Estimating Pasture Quality Using Recursive Feature Elimination with Random Forest Regression

(2018) Rajasheker Pullanagari et al.   Remote Sensing

Improving an Active-Optical Reflectance Sensor Algorithm Using Soil and Weather Information

(2018) G.M. Bean et al.   AGRONOMY JOURNAL

Assessing variation in maize grain nitrogen concentration and its implications for estimating nitrogen balance in the US North Central region

(2018) Fatima A.M. Tenorio et al.   FIELD CROPS RESEARCH

Improving nitrogen use efficiency with minimal environmental risks using an active canopy sensor in a wheat-maize cropping system

(2017) Qiang Cao et al.   FIELD CROPS RESEARCH

Critical Nitrogen Dilution Curve for Rice Nitrogen Status Diagnosis in Northeast China

(2017) Shanyu Huang et al.   PEDOSPHERE

Sensitivity of sensor-based nitrogen rates to selection of within-field calibration strips in winter wheat

(2017) Stanisław M. Samborski et al.   Crop & Pasture Science

Evaluating different approaches to non-destructive nitrogen status diagnosis of rice using portable RapidSCAN active canopy sensor

(2017) Junjun Lu et al.   Scientific Reports

Growing degree days – Ecosystem indicator for changing diurnal temperatures and their impact on corn growth stages in Kansas

(2016) Aavudai Anandhi   ECOLOGICAL INDICATORS

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Wheat phenomics in the field by RapidScan: NDVI vs. NDRE

(2016) David. J. Bonfil   ISRAEL JOURNAL OF PLANT SCIENCES

Active Optical Sensing of Spring Maize for In-Season Diagnosis of Nitrogen Status Based on Nitrogen Nutrition Index

(2016) Tingting Xia et al.   Remote Sensing

Active canopy sensing of winter wheat nitrogen status: An evaluation of two sensor systems

(2015) Qiang Cao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Managing nitrogen for sustainable development

(2015) Xin Zhang et al.   NATURE

Unbiased Feature Selection in Learning Random Forests for High-Dimensional Data

(2015) Thanh-Tung Nguyen et al.   TheScientificWorldJOURNAL

Evaluation of Six Algorithms to Monitor Wheat Leaf Nitrogen Concentration

(2015) Xia Yao et al.   Remote Sensing

Unbiased Feature Selection in Learning Random Forests for High-Dimensional Data

(2015) Thanh-Tung Nguyen et al.   Scientific World Journal

Nitrogen Status Assessment for Variable Rate Fertilization in Maize through Hyperspectral Imagery

(2014) Chiara Cilia et al.   Remote Sensing

Machine learning for neuroimaging with scikit-learn

(2014) Alexandre Abraham et al.   Frontiers in Neuroinformatics

Changes in Nitrogen Use Traits Associated with Genetic Improvement for Grain Yield of Maize Hybrids Released in Different Decades

(2013) Jason W. Haegele et al.   CROP SCIENCE

Corn Response to Nitrogen is Influenced by Soil Texture and Weather

(2012) Nicolas Tremblay et al.   AGRONOMY JOURNAL

Modeling spatial patterns of fire occurrence in Mediterranean Europe using Multiple Regression and Random Forest

(2012) Sandra Oliveira et al.   FOREST ECOLOGY AND MANAGEMENT

Use of a virtual-reference concept to interpret active crop canopy sensor data

(2012) Kyle H. Holland et al.   PRECISION AGRICULTURE

Agronomic Responses of Corn to Planting Date and Plant Density

(2011) Ryan J. Van Roekel et al.   AGRONOMY JOURNAL

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Replicability of nitrogen recommendations from ramped calibration strips in winter wheat

(2010) David C. Roberts et al.   PRECISION AGRICULTURE

Diagnosis tool for plant and crop N status in vegetative stage

(2008) Gilles Lemaire et al.   EUROPEAN JOURNAL OF AGRONOMY

Responsive in-season nitrogen management for cereals

(2007) J.F. Shanahan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Kernel number determination differs among maize hybrids in response to nitrogen

(2007) K.E. D’Andrea et al.   FIELD CROPS RESEARCH