用光谱数据驱动和基于机器学习的土壤总含量的建模.
Zhenyu Dong1, Ni Wang1, Jiancang Xie1
1Institute of Water Resources and Hydro-Electric Engineering, Xi'an University of Technology, Xi'an, Shaanxi 710048, China; State Key Laboratory of Eco-Hydraulics in Northwest Arid Region, Xi'an University of Technology, Xi'an 710048, China.
概括
快速的土壤总 (TN) 监测对农业至关重要. 这项研究开发了一种超光谱模型,用于在干旱土壤中准确的TN量化,帮助精准农业.
科学领域:
- 农业科学 农业科学
- 环境科学 环境科学
- 遥感 遥感 遥感 遥感
背景情况:
- 土壤总 (TN) 对农业肥力和环境健康至关重要.
- 快速的TN监测对于精密农业至关重要,尤其是在中国西北地区这样的脆弱地区.
研究的目的:
- 开发一种快速而准确的方法来使用高光谱技术量化土壤总 (TN).
- 建立一个强大的预测模型,用于干旱的农牧田土壤中TN.
主要方法:
- 收集了来自中国金白县的116个土壤样本.
- 应用光谱转换,相关性分析 (CA) 和竞争性适应性重权取样 (CARS) 用于特征提取.
- 利用部分最小平方回归 (PLSR),随机森林 (RF) 和渐变增强决策树 (GBDT) 进行模型开发.
主要成果:
- 土壤TN含量在0.003至0.781gkg-1之间,平均值为0.266gkg-1.
- 土壤光谱反射率与TN含量呈负相关性.
- 逻辑1/R-CARS-GBDT模型实现了高精度 (校准和验证的R2为0.92和0.89).
结论:
- 超光谱分析与先进的建模技术相结合,可以在干旱土壤中准确量化TN.
- 开发的框架支持生态脆弱地区的精准农业和数据驱动的土地管理.
相关概念视频
Key Elements for Plant Nutrition
21.8K
Like all living organisms, plants require organic and inorganic nutrients to survive, reproduce, grow and maintain homeostasis. To identify nutrients that are essential for plant functioning, researchers have leveraged a technique called hydroponics. In hydroponic culture systems, plants are grown—without soil—in water-based solutions containing nutrients. At least 17 nutrients have been identified as essential elements required by plants. Plants acquire these elements from the...
21.8K
Light Acquisition
8.6K
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.
8.6K
NMR Spectroscopy of Aromatic Compounds
5.0K
Aromatic compounds can be identified or analyzed using proton NMR and carbon‐13 NMR. Typically, aromatic hydrogens or hydrogens directly bonded to the aromatic rings are strongly deshielded by the aromatic ring current. Therefore, they absorb in the range of 6.5–8.0 ppm in proton NMR spectra. For instance, aromatic hydrogens directly bonded to the benzene ring absorb at 7.3 ppm. However, aromatic hydrogens of larger rings absorb farther upfield or downfield than the ideal range.
5.0K
Tandem Mass Spectrometry
1.3K
Tandem mass spectrometry is a technique that uses multiple mass analyzers in series to obtain a higher selectivity and signal-to-noise ratio for the analyte. Instruments with multiple analyzers separated by an interaction cell enable secondary fragmentation and selected study of the fragment ions.
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
1.3K
NMR Spectrometers: Overview
1.3K
NMR spectrometers consist of a strong magnet, a radiofrequency transmitter, and a detector attached to a computer console for recording spectra of samples containing NMR-active nuclei. In first-generation NMR instruments called continuous-wave spectrometers, the resonance frequencies of the nuclei are determined by frequency-sweep or field-sweep methods. The magnetic field strength is fixed and the rf signal is swept in the former, while the radiofrequency signal is fixed and the magnetic field...
1.3K
Mass Spectrometry: Complex Analysis
903
Mass spectrometry is an important technique for the identification of pure compounds. However, it has some limitations for the analysis of complex mixtures, often due to excessive fragmentation making the spectrum too complicated to decipher. Mass spectrometry can be combined with suitable separation methods in sequence, forming hyphenated methods, which are useful in the analysis of complex mixtures.
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
GC–MS is a powerful hyphenated method commonly used in forensics and environmental...
903


