从四排的玉米和糖果地块中进行远程传感中的行列选择,基于可重复性和预测建模
Seth A Tolley1, Neal Carpenter2, Melba M Crawford1,3
1Department of Agronomy, Purdue University, West Lafayette, IN, United States.
Frontiers in plant science
|July 6, 2023
概括
在遥感表型化中选择内部行进行分析,可以改善作物产量的预测建模. 排除外部行和修剪地块末端并没有显著影响结果,支持传统的农学实验设计原则.
科学领域:
- 农业学是一种农业学.
- 植物育种 植物育种
- 遥感 遥感 遥感 遥感
背景情况:
- 遥感为植物育种提供快速特征评估,增强遗传收益.
- 特性通常从行段中提取出来,允许对图表中的子集进行定量分析.
研究的目的:
- 评估行选择和图形修剪对遥感特征分析的影响.
- 用多传感器数据确定现场试验的最佳方法.
主要方法:
- 利用RGB,LiDAR和VNIR超光谱数据,这些数据来自无人驾驶飞行器在和玉米试验上的飞行.
- 基于所有行,内行,外行和单个行分析的特征.
- 评估了40厘米地块末端修剪对数据重复性和产量预测的影响.
主要成果:
- 与未经修剪的地块相比,地块修剪并没有显著改变结果.
- 行列选择显著影响了结果,更多的行段通常会增加重复性.
- 排除外部行增强了季末收益率的预测建模.
结论:
- 排列选择是基于遥感的植物育种表型的关键因素.
- 排除外部行可以改善产量预测模型,与既定农业实践保持一致.
- 这些发现支持将精细的遥感方法纳入育种计划.
关键词:
在 RGB RGB RGB 里面.无人机无人机无人机是什么?边境效应 边境效应 边境效应高通量表型化 (High-Throughput Phenotyping) 是一种高通量的表型化.这是一种超谱的超光谱.在这里,我们可以看到LIDAR LIDAR LIDAR.情节剪裁 剪裁 情节剪裁远程传感是一种遥感技术.更多相关视频
05:55High-throughput, Microscale Protocol for the Analysis of Processing Parameters and Nutritional Qualities in Maize Zea mays L.
Published on: June 16, 2018
7.0K
09:44Use of Principal Components for Scaling Up Topographic Models to Map Soil Redistribution and Soil Organic Carbon
Published on: October 16, 2018
10.3K
相关概念视频
Light Acquisition
8.5K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.5K
Multiple Regression
3.0K
Multiple regression assesses a linear relationship between one response or dependent variable and two or more independent variables. It has many practical applications.
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
Farmers can use multiple regression to determine the crop yield based on more than one factor, such as water availability, fertilizer, soil properties, etc. Here, the crop yield is the response or dependent variable as it depends on the other independent variables. The analysis requires the construction of a scatter plot...
3.0K
