Transfer-Learning-Based Approach for Yield Prediction of Winter Wheat from Planet Data and SAFY Model

Comparison and transferability of thermal, temporal and phenological-based in-season predictions of above-ground biomass in wheat crops from proximal crop reflectance data

(2022) Zhenhai Li et al.   REMOTE SENSING OF ENVIRONMENT

A dataset of winter wheat aboveground biomass in China during 2007–2015 based on data assimilation

(2022) Hai Huang et al.   Scientific Data

Comparison of Machine-Learning and CASA Models for Predicting Apple Fruit Yields from Time-Series Planet Imageries

(2021) Xueyuan Bai et al.   Remote Sensing

Crop yield forecasting and associated optimum lead time analysis based on multi-source environmental data across China

(2021) Linchao Li et al.   AGRICULTURAL AND FOREST METEOROLOGY

Transfer-learning-based approach for leaf chlorophyll content estimation of winter wheat from hyperspectral data

(2021) Yao Zhang et al.   REMOTE SENSING OF ENVIRONMENT

Optimizing genotype-environment-management interactions for maize farmers to adapt to climate change in different agro-ecological zones across China

(2020) Liangliang Zhang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modelling Crop Biomass from Synthetic Remote Sensing Time Series: Example for the DEMMIN Test Site, Germany

(2020) Maninder Singh Dhillon et al.   Remote Sensing

Estimating aboveground and organ biomass of plant canopies across the entire season of rice growth with terrestrial laser scanning

(2020) Penglei Li et al.   International Journal of Applied Earth Observation and Geoinformation

Recent trends and remaining challenges for optical remote sensing of Arctic tundra vegetation: A review and outlook

(2020) Alison Beamish et al.   REMOTE SENSING OF ENVIRONMENT

Integrated phenology and climate in rice yields prediction using machine learning methods

(2020) Yahui Guo et al.   ECOLOGICAL INDICATORS

Integrating Multi-Source Data for Rice Yield Prediction across China using Machine Learning and Deep Learning Approaches

(2020) Juan Cao et al.   AGRICULTURAL AND FOREST METEOROLOGY

Field-level crop yield mapping with Landsat using a hierarchical data assimilation approach

(2019) Yanghui Kang et al.   REMOTE SENSING OF ENVIRONMENT

Estimating total leaf nitrogen concentration in winter wheat by canopy hyperspectral data and nitrogen vertical distribution

(2019) Dan-dan DUAN et al.   Journal of Integrative Agriculture

Assimilation of remote sensing into crop growth models: Current status and perspectives

(2019) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

A hierarchical interannual wheat yield and grain protein prediction model using spectral vegetative indices and meteorological data

(2019) Zhenhai Li et al.   FIELD CROPS RESEARCH

A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level

(2019) Hao Jiang et al.   GLOBAL CHANGE BIOLOGY

A review of data assimilation of remote sensing and crop models

(2018) Xiuliang Jin et al.   EUROPEAN JOURNAL OF AGRONOMY

In-season biomass estimation of oilseed rape (Brassica napus L.) using fully polarimetric SAR imagery

(2018) Hao Yang et al.   PRECISION AGRICULTURE

Evaluation of regional estimates of winter wheat yield by assimilating three remotely sensed reflectance datasets into the coupled WOFOST–PROSAIL model

(2018) Jianxi Huang et al.   EUROPEAN JOURNAL OF AGRONOMY

Comparing estimates of climate change impacts from process-based and statistical crop models

(2017) David B Lobell et al.   Environmental Research Letters

Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery

(2017) X. Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Simultaneous state-parameter estimation supports the evaluation of data assimilation performance and measurement design for soil-water-atmosphere-plant system

(2017) Shun Hu et al.   JOURNAL OF HYDROLOGY

Predicting cover crop biomass by lightweight UAS-based RGB and NIR photography: an applied photogrammetric approach

(2017) Lukas Roth et al.   PRECISION AGRICULTURE

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of Winter Wheat Above-Ground Biomass Using Unmanned Aerial Vehicle-Based Snapshot Hyperspectral Sensor and Crop Height Improved Models

(2017) Jibo Yue et al.   Remote Sensing

Estimating winter wheat biomass by assimilating leaf area index derived from fusion of Landsat-8 and MODIS data

(2016) Taifeng Dong et al.   International Journal of Applied Earth Observation and Geoinformation

Estimating maize biomass and yield over large areas using high spatial and temporal resolution Sentinel-2 like remote sensing data

(2016) Marjorie Battude et al.   REMOTE SENSING OF ENVIRONMENT

Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

(2015) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Combined Multi-Temporal Optical and Radar Parameters for Estimating LAI and Biomass in Winter Wheat Using HJ and RADARSAR-2 Data

(2015) Xiuliang Jin et al.   Remote Sensing

Sensitivity analysis, calibration and validation of EPIC for modelling soil phosphorus dynamics in Swiss agro-ecosystems

(2014) Raniero Della Peruta et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Influence of management and environment on Australian wheat: information for sustainable intensification and closing yield gaps

(2014) B A Bryan et al.   Environmental Research Letters

Data-based mechanistic modelling and validation for leaf area index estimation using multi-angular remote-sensing observation time series

(2014) LiBiao Guo et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assimilation of remotely sensed soil moisture and vegetation with a crop simulation model for maize yield prediction

(2013) Amor V.M. Ines et al.   REMOTE SENSING OF ENVIRONMENT

Data and monitoring needs for a more ecological agriculture

(2011) David P M Zaks et al.   Environmental Research Letters

A new evolutionary search strategy for global optimization of high-dimensional problems

(2011) Wei Chu et al.   INFORMATION SCIENCES

Modeling soil and plant phosphorus within DSSAT

(2010) K.A. Dzotsi et al.   ECOLOGICAL MODELLING

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG et al.   REMOTE SENSING OF ENVIRONMENT

A simple algorithm for yield estimates: Evaluation for semi-arid irrigated winter wheat monitored with green leaf area index

(2007) Benoît Duchemin et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A new model of gross primary productivity for North American ecosystems based solely on the enhanced vegetation index and land surface temperature from MODIS

(2007) D SIMS et al.   REMOTE SENSING OF ENVIRONMENT