基于随机森林变压器和近红外光谱的松木物种识别
Chengwu Chen1, Yuan da Qi1, Zijian Qin1
1College of Mechanical and Electrical Engineering, Northeast Forestry University, Harbin, 150040, China.
Talanta
|July 24, 2025
概括
这项研究使用随机森林变压器和近红外光谱来准确识别松木,防止错误标签和木材贸易中的经济损失. 该方法实现了98.39%的准确性,优于其他模型.
科学领域:
- 木材科学 木材科学 木材科学
- 频谱学是一种光谱学.
- 机器学习 机器学习
背景情况:
- 木材标签错误是木材贸易中的一个重要问题,导致经济损失.
- 准确识别木材物种对于公平贸易和质量控制至关重要.
研究的目的:
- 开发一种快速有效的方法来识别三个松木物种:Pinus koraiensis,Pinus sylvestris和Larix gmelinii.
- 为了利用近红外光谱学和先进的机器学习进行非破坏性木材物种认证.
主要方法:
- 近红外 (NIR) 频谱数据的预处理.
- 使用随机森林算法进行特征提取.
- 使用随机森林转换器,线性差异分析 (LDA),支持矢量机器 (SVM) 和卷积神经网络 (CNN) 的识别模型的开发.
主要成果:
- 拟议的随机森林转换器方法在松木物种识别方面实现了高分辨准确率98.39%.
- 这种准确性比LDA (3.23%),SVM (1.62%) 和CNN (1.62%) 更好.
- 该方法证明了松木样本的快速有效分类.
结论:
- 随机森林变压器与NIR光谱学相结合,为准确而非破坏性的松木物种识别提供了强大的解决方案.
- 这种方法在木材识别之外的应用方面有很大的潜力,包括传统中医,食品科学和农业.
更多相关视频
11:37RGB and Spectral Root Imaging for Plant Phenotyping and Physiological Research: Experimental Setup and Imaging Protocols
Published on: August 8, 2017
16.3K
08:42Author Spotlight: In Vitro Co-Culture System of Pine Shoots and Pinewood Nematode for Studying Host Volatile Response
Published on: September 27, 2024
873
相关概念视频
Softwoods and Hardwoods
250
Softwoods and hardwoods, derived from different types of trees, are distinguished by their leaf structures and cellular compositions, each serving unique purposes in construction and manufacturing. Softwoods come from cone-bearing trees with needle-like leaves and are predominantly composed of longitudinal cells called tracheids and a smaller proportion of radial cells known as rays. Due to their cellular structure, softwoods are commonly used in construction for structural frames, sheathing,...
250
IR Frequency Region: Fingerprint Region
1.1K
IR spectra are divided into two main regions: the diagnostic region and the fingerprint region. The diagnostic region of the spectrum lies above 1500 cm−1. The absorptions resulting from single-bond vibrations of the N–H, C–H, and O–H stretch at higher wavenumbers and appear on the left side of the spectrum. The stretching absorptions of the C≡C and C≡N occur between 2100–2300 cm−1. In contrast, those arising from stretching absorptions of the...
1.1K
Infrared (IR) Spectroscopy: Overview
2.4K
When electromagnetic radiation passes through a material, atoms or molecules transition from a lower to a higher energy state by absorbing radiation corresponding to the energy difference between the two states. The absorption of infrared (IR) radiation causes transitions between vibrational energy levels in a molecule. Therefore, IR spectroscopy is a useful analytical tool for determining the molecular structure of molecules.
Different compounds display unique properties due to their...
Different compounds display unique properties due to their...
2.4K
Attenuated Total Reflectance (ATR) Infrared Spectroscopy: Overview
567
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...
567
UV–Vis Spectroscopy: Woodward–Fieser Rules
25.5K
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...
25.5K
