A double-layer model for improving the estimation of wheat canopy nitrogen content from unmanned aerial vehicle multispectral imagery

The accurate and rapid estimation of canopy nitrogen content (CNC) in crops is the key to optimizing in-season nitrogen fertilizer application in precision agriculture. However, the determination of CNC from field sampling data for leaf area index (LAI), canopy photosynthetic pigments (CPP; includin...

書目詳細資料
發表在:	Journal of Integrative Agriculture
Main Authors:	Zhen-qi LIAO, Yu-long DAI, Han WANG, Quirine M. KETTERINGS, Jun-sheng LU, Fu-cang ZHANG, Zhi-jun LI, Jun-liang FAN
格式:	Article
語言:	英语
出版:	KeAi Communications Co., Ltd. 2023-07-01
主題:	UAV multispectral imagery spectral features texture features canopy photosynthetic pigment content canopy nitrogen content
在線閱讀:	http://www.sciencedirect.com/science/article/pii/S2095311923000345

相似書籍

Prediction of vertical distribution of SPAD values within maize canopy based on unmanned aerial vehicles multispectral imagery
由: Bo Chen, et al.
出版: (2023-12-01)

Estimating Winter Wheat Canopy Chlorophyll Content Through the Integration of Unmanned Aerial Vehicle Spectral and Textural Insights
由: Huiling Miao, et al.
出版: (2025-01-01)

Monitoring canopy SPAD based on UAV and multispectral imaging over fruit tree growth stages and species
由: Yirui Huang, et al.
出版: (2024-08-01)

Wheat Yield Estimation Based on Unmanned Aerial Vehicle Multispectral Images and Texture Feature Indices
由: Yiliang Kang, et al.
出版: (2024-01-01)

Canopy Top, Height and Photosynthetic Pigment Estimation Using Parrot Sequoia Multispectral Imagery and the Unmanned Aerial Vehicle (UAV)
由: Veronika Kopačková-Strnadová, et al.
出版: (2021-02-01)

Mapping Crop Leaf Area Index and Canopy Chlorophyll Content Using UAV Multispectral Imagery: Impacts of Illuminations and Distribution of Input Variables
由: Wenjuan Li, et al.
出版: (2023-03-01)

UAV and ground-based imagery analysis detects canopy structure changes after canopy management applications
由: Jingyun Ouyang, et al.
出版: (2020-11-01)

Analysis of canopy light utilization efficiency in high-yielding rapeseed varieties
由: Xiaolu Xiao, et al.
出版: (2024-12-01)

Sugarcane Nitrogen Concentration and Irrigation Level Prediction Based on UAV Multispectral Imagery
由: Xiuhua Li, et al.
出版: (2022-04-01)

Dynamic Influence Elimination and Chlorophyll Content Diagnosis of Maize Using UAV Spectral Imagery
由: Lang Qiao, et al.
出版: (2020-08-01)

Research on Monitoring Nitrogen Content of Soybean Based on Hyperspectral Imagery
由: Yakun Zhang, et al.
出版: (2025-05-01)

Detecting Canopy Gaps in Uneven-Aged Mixed Forests through the Combined Use of Unmanned Aerial Vehicle Imagery and Deep Learning
由: Nyo Me Htun, et al.
出版: (2024-09-01)

Retrieving rice (Oryza sativa L.) net photosynthetic rate from UAV multispectral images based on machine learning methods
由: Tianao Wu, et al.
出版: (2023-01-01)

Corrigendum: Retrieving rice (Oryza sativa L.) net photosynthetic rate from UAV multispectral images based on machine learning methods
由: Tianao Wu, et al.
出版: (2023-06-01)

Prediction of canopy mean traits in herbaceous plants by the UAV multispectral data: The quest for a better leaf-to-canopy upscaling method
由: Yuanqi Shan, et al.
出版: (2025-07-01)

Transferability of Models for Predicting Rice Grain Yield from Unmanned Aerial Vehicle (UAV) Multispectral Imagery across Years, Cultivars and Sensors
由: Hengbiao Zheng, et al.
出版: (2022-12-01)

Forage Height and Above-Ground Biomass Estimation by Comparing UAV-Based Multispectral and RGB Imagery
由: Hongquan Wang, et al.
出版: (2024-09-01)

Identification of Spectrally Similar Materials From Multispectral Imagery Based on Condition Number of Matrix
由: Maozhi Wang, et al.
出版: (2025-01-01)

Integration of Visible and Thermal Imagery with an Artificial Neural Network Approach for Robust Forecasting of Canopy Water Content in Rice
由: Osama Elsherbiny, et al.
出版: (2021-05-01)

Accurate estimation of grain number per panicle in winter wheat by synergistic use of UAV imagery and meteorological data
由: Yapeng Wu, et al.
出版: (2025-02-01)

A Spatial–Spectral Joint Attention Network for Change Detection in Multispectral Imagery
由: Wuxia Zhang, et al.
出版: (2022-07-01)

Estimation of the Bio-Parameters of Winter Wheat by Combining Feature Selection with Machine Learning Using Multi-Temporal Unmanned Aerial Vehicle Multispectral Images
由: Changsai Zhang, et al.
出版: (2024-01-01)

Weed Detection in Rice Fields Using UAV and Multispectral Aerial Imagery
由: Rhushalshafira Rosle, et al.
出版: (2022-07-01)

Estimation of Strawberry Canopy Volume in Unmanned Aerial Vehicle RGB Imagery Using an Object Detection-Based Convolutional Neural Network
由: Min-Seok Gang, et al.
出版: (2024-10-01)

Estimation of Winter Wheat Canopy Chlorophyll Content Based on Canopy Spectral Transformation and Machine Learning Method
由: Xiaokai Chen, et al.
出版: (2023-03-01)

Enhancing Methods for Under-Canopy Unmanned Aircraft System Based Photogrammetry in Complex Forests for Tree Diameter Measurement
由: Sean Krisanski, et al.
出版: (2020-05-01)

Soybean (<i>Glycine max</i> L.) Leaf Moisture Estimation Based on Multisource Unmanned Aerial Vehicle Image Feature Fusion
由: Wanli Yang, et al.
出版: (2024-05-01)

Assessment of Regression Models for Predicting Rice Yield and Protein Content Using Unmanned Aerial Vehicle-Based Multispectral Imagery
由: Yeseong Kang, et al.
出版: (2021-04-01)

Cover Crop Types Influence Biomass Estimation Using Unmanned Aerial Vehicle-Mounted Multispectral Sensors
由: Sk Musfiq Us Salehin, et al.
出版: (2025-04-01)

Winter Wheat Canopy Height Estimation Based on the Fusion of LiDAR and Multispectral Data
由: Hao Ma, et al.
出版: (2025-04-01)

UAV Multispectral Data Combined with the PROSAIL Model Using the Adjusted Average Leaf Angle for the Prediction of Canopy Chlorophyll Content in Citrus Fruit Trees
由: Shiqing Dou, et al.
出版: (2025-10-01)

Estimation of Canopy Area of Fruit Trees Using Light Unmanned Aerial Vehicle (UAV) and Image Processing Methods
由: Adil Koray Yıldız, et al.
出版: (2020-06-01)

Garlic yield monitoring using vegetation indices and texture features derived from UAV multispectral imagery
由: Andrea Marcone, et al.
出版: (2024-08-01)

Variations in Canopy Cover and Its Relationship with Canopy Water and Temperature in the Miombo Woodland Based on Satellite Data
由: Henry Zimba, et al.
出版: (2020-08-01)

Maize Canopy and Leaf Chlorophyll Content Assessment from Leaf Spectral Reflectance: Estimation and Uncertainty Analysis across Growth Stages and Vertical Distribution
由: Hongye Yang, et al.
出版: (2022-04-01)

An Investigation of Winter Wheat Leaf Area Index Fitting Model Using Spectral and Canopy Height Model Data from Unmanned Aerial Vehicle Imagery
由: Xuewei Zhang, et al.
出版: (2022-10-01)

Estimation of Nitrogen Concentration in Walnut Canopies in Southern Xinjiang Based on UAV Multispectral Images
由: Yu Wang, et al.
出版: (2023-06-01)

Effects of the Spatial Resolution of UAV Images on the Prediction and Transferability of Nitrogen Content Model for Winter Wheat
由: Yan Guo, et al.
出版: (2022-10-01)

Estimation of chlorophyll content in rice canopy leaves using 3D radiative transfer modeling and unmanned aerial hyperspectral images
由: Honggang Zhang, et al.
出版: (2025-02-01)

Evaluation of Soil Properties, Topographic Metrics, Plant Height, and Unmanned Aerial Vehicle Multispectral Imagery Using Machine Learning Methods to Estimate Canopy Nitrogen Weight in Corn
由: Jody Yu, et al.
出版: (2021-08-01)