ExtSpecR:一个R包和工具,用于从无人机远程传感器中提取树光谱.
Zhuo Liu1,2, Mahmoud Al-Sarayreh3, Cong Xu4
1State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, Zhejiang 311400, China.
Plant phenomics (Washington, D.C.)
|October 18, 2023
概括
ExtSpecR是一个新的开源工具,简化了使用无人机 (UAV) 图像从单个树中提取光谱数据. 该工具通过自动化树木检测和光谱分析来帮助林业研究.
科学领域:
- 林业林业 林业 林业 林业
- 遥感 遥感 遥感 遥感
- 植物现象学 植物现象学
背景情况:
- 无人驾驶飞行器 (UAV) 遥感对于林业中的高通量现象至关重要.
- 从无人机图像中检测个别树和提取光谱数据具有挑战性,并且通常是手动的.
- 现有的软件解决方案在林业研究中缺乏广泛采用.
研究的目的:
- 推出ExtSpecR,这是一个开源工具,用于使用无人机数据从单个树进行光谱提取.
- 为林业研究人员提供一个易于使用,交互式的网络应用程序.
- 简化和加快从无人机图像中提取光谱和空间特征.
主要方法:
- 开发ExtSpecR,一个带有互动Web应用程序的开源工具.
- 实现自动化单一树检测和注释功能.
- 集成交互式仪表板以最大限度地提高数据质量和特征提取.
主要成果:
- ExtSpecR显著减少了单一树检测和光谱数据注释所需的时间和精力.
- 该工具简化了从无人机图像中提取光谱和空间特征的整个过程.
- 交互式仪表板提高了来自无人机数据的信息质量.
结论:
- ExtSpecR促进无人机遥感在森林生态和树木育种研究中的实际应用.
- 该工具有助于更深入地了解树木生长与生理特征之间的关系.
- ExtSpecR准备在林业研究中增加无人机数据的采用和实用性.
相关概念视频
Ultraviolet and Visible (UV–Vis) Spectroscopy: Overview
2.7K
Ultraviolet–visible (UV–visible or UV–Vis) spectroscopy is an analytical technique that investigates the interaction between matter and UV–Vis light within the electromagnetic spectrum. This method is widely used for its versatility, simplicity, and relatively quick data acquisition, making it valuable for both qualitative and quantitative analysis. When UV–Vis radiation passes through a material, molecules absorb light depending on the energy required for...
2.7K
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
392
Attenuated total reflectance (ATR) infrared spectroscopy is a powerful analytical technique used to study the composition of materials. It is widely employed in chemistry, materials science, forensic science, and other fields where sample characterization is required. ATR has several advantages over traditional transmission IR spectroscopy, including the requirement of little to no sample preparation and the ability to analyze a wide range of samples.
The ATR process begins by directing a beam...
The ATR process begins by directing a beam...
392
UV–Vis Spectroscopy: Woodward–Fieser Rules
24.5K
UV–Visible absorption spectra of conjugated dienes arise from the lowest energy π → π* transitions. The light-absorbing part of the molecule is called the chromophore, and the substituents directly attached to the chromophore are called auxochromes. A strong correlation exists between the absorption maxima, λmax, and the structure of a conjugated π system. The Woodward–Fieser rules predict the value of λmax for a given...
24.5K
Raman Spectroscopy: Overview
421
The underlying principle of Raman spectroscopy is based on the interaction between light and matter, specifically molecules' inelastic scattering of photons. When a monochromatic beam of light, typically from a laser source, interacts with a sample, most scattered light has the same frequency as the incident light. This is known as Rayleigh scattering.
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
However, a small fraction of the scattered light exhibits a frequency shift due to the exchange of energy between the incident photons and...
421
Raman Spectroscopy Instrumentation: Overview
433
A conventional Raman spectrophotometer includes a laser source, a sample holding system, a wavelength selector, and a detector.
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
The monochromatic laser source, typically using visible or near-infrared radiation, generates a highly focused beam of light. This light interacts with the molecules of the sample, scattering some of the light. Liquid and gaseous samples are usually tested in ordinary glass capillaries, while solids can be analyzed as powders packed in capillaries or as potassium...
433
Applications of IR Spectroscopy: Overview
758
The non-destructive nature and ability to provide valuable chemical information make IR spectroscopy a versatile technique with broad applications in various scientific and industrial fields. IR spectroscopy is commonly used to identify and characterize organic and inorganic compounds. It provides information about the functional groups present in a molecule and the bonding between atoms. This helps in the structural elucidation of compounds during organic synthesis, pharmaceutical research,...
758


