Plsr Model | List of Frontiers open access articles

Original Research

Published on 03 May 2024

Prediction of cyanidin 3-rutinoside content in Michelia crassipes based on near-infrared spectroscopic techniques

in Technical Advances in Plant Science

Yuguang Xiao
Xiaoshu Zhang
Jun Liu
He Li
Jingmin Jiang
Yanjie Li
Shu Diao

Frontiers in Plant Science

doi 10.3389/fpls.2024.1346192

1,794 views
2 citations

Original Research

Published on 14 Mar 2024

Inversion of winter wheat leaf area index from UAV multispectral images: classical vs. deep learning approaches

in Plant Biophysics and Modeling

Jiaxing Zu
Hailong Yang
Jiali Wang
Wenhua Cai
Yuanzheng Yang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1367828

5,479 views
12 citations

Original Research

Published on 25 Jul 2025

Research on non-destructive detection of chilled meat quality based on hyperspectral technology combined with different data processing methods

in Nutrition and Food Science Technology

Zeyu Xu
Yu Han
Shuai Chen
Dianbo Zhao
Huanli Yao
Jiale Hao
Junguang Li
Ke Li
Shengjie Li
Yanhong Bai

Frontiers in Nutrition

doi 10.3389/fnut.2025.1623671

2,155 views
1 citation

Original Research

Published on 06 Sep 2024

Water content estimation of conifer needles using leaf-level hyperspectral data

in Technical Advances in Plant Science

Yuan Zhang
Anzhi Wang
Jiaxin Li
Jiabing Wu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1428212

3,968 views
9 citations

Original Research

Published on 24 Jan 2024

Fusing hyperspectral imaging and electronic nose data to predict moisture content in Penaeus vannamei during solar drying

in Nutrition and Food Science Technology

Jiarong Wang
Wenxiu Wang
Wenya Xu
Huanjiong An
Qianyun Ma
Jianfeng Sun
Jie Wang

Frontiers in Nutrition

doi 10.3389/fnut.2024.1220131

2,850 views
5 citations

Original Research

Published on 15 Oct 2020

A Non-destructive Method to Quantify Leaf Starch Content in Red Clover

in Plant Breeding

Lea Antonia Frey
Philipp Baumann
Helge Aasen
Bruno Studer
Roland Kölliker

Frontiers in Plant Science

doi 10.3389/fpls.2020.569948

9,285 views
5 citations

Original Research

Published on 02 Sep 2020

Inferring Relationship of Blood Metabolic Changes and Average Daily Gain With Feed Conversion Efficiency in Murrah Heifers: Machine Learning Approach

in Animal Nutrition and Metabolism

Poonam Sikka
Abhigyan Nath
Shyam Sundar Paul
Jerome Andonissamy
Dwijesh Chandra Mishra
Atmakuri Ramakrishna Rao
Ashok Kumar Balhara
Krishna Kumar Chaturvedi
Keerti Kumar Yadav
Sunesh Balhara

Frontiers in Veterinary Science

doi 10.3389/fvets.2020.00518

9,325 views
9 citations

Original Research

Published on 20 Jan 2026

Rapid detection method of soybean seed germination potential based on the PLSR-MLP fusion model

in Sustainable and Intelligent Phytoprotection

Shuo Liu
Zhengguang Chen

Frontiers in Plant Science

doi 10.3389/fpls.2025.1726266

340 views

Original Research

Published on 08 Aug 2023

Intelligent prediction of lower extremity loadings during badminton lunge footwork in a lab-simulated court

in Biomechanics

Lin Yu
Hanhui Jiang
Qichang Mei
Nur Ikhwan Mohamad
Justin Fernandez
Yaodong Gu

Frontiers in Bioengineering and Biotechnology

doi 10.3389/fbioe.2023.1229574

5,376 views
6 citations

Original Research

Published on 11 Nov 2024

Detection of soluble solids content in tomatoes using full transmission Vis-NIR spectroscopy and combinatorial algorithms

in Crop and Product Physiology

Letian Cai
Yizhi Zhang
Zhonglei Cai
Ruiyao Shi
Sheng Li
Jiangbo Li

Frontiers in Plant Science

doi 10.3389/fpls.2024.1500819

2,021 views
6 citations

Original Research

Published on 17 Dec 2025

Machine learning and near-infrared fusion-driven quantitative characterization and detection of protein content in maize kernels

in Nutrition and Food Science Technology

Yang Yu
Yongkun Qiao
Chenlong Fan
Man Dong
Ke Cao

Frontiers in Nutrition

doi 10.3389/fnut.2025.1719661

923 views

Original Research

Published on 21 Jan 2022

Non-destructive Measurements of Toona sinensis Chlorophyll and Nitrogen Content Under Drought Stress Using Near Infrared Spectroscopy

in Plant Abiotic Stress

Wenjian Liu
Yanjie Li
Federico Tomasetto
Weiqi Yan
Zifeng Tan
Jun Liu
Jingmin Jiang

Frontiers in Plant Science

doi 10.3389/fpls.2021.809828

7,305 views
35 citations

Original Research

Published on 12 Feb 2024

Modeling of flaxseed protein, oil content, linoleic acid, and lignan content prediction based on hyperspectral imaging

in Technical Advances in Plant Science

Dongyu Zhu
Junying Han
Chengzhong Liu
Jianping Zhang
Yanni Qi

Frontiers in Plant Science

doi 10.3389/fpls.2024.1344143

3,423 views
10 citations

Original Research

Published on 26 Feb 2021

Potential of Multivariate Statistical Technique Based on the Effective Spectra Bands to Estimate the Plant Water Content of Wheat Under Different Irrigation Regimes

in Technical Advances in Plant Science

Hui Sun
Meichen Feng
Lujie Xiao
Wude Yang
Guangwei Ding
Chao Wang
Xueqin Jia
Gaihong Wu
Song Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2021.631573

4,330 views
17 citations

Original Research

Published on 07 May 2024

Improving the estimation of rice above-ground biomass based on spatio-temporal UAV imagery and phenological stages

in Sustainable and Intelligent Phytoprotection

Yan Dai
Shuang’en Yu
Tao Ma
Jihui Ding
Kaiwen Chen
Guangquan Zeng
Airong Xie
Pingru He
Suhan Peng
Mengxi Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1328834

4,122 views
13 citations

Articles

Prediction of cyanidin 3-rutinoside content in Michelia crassipes based on near-infrared spectroscopic techniques

Inversion of winter wheat leaf area index from UAV multispectral images: classical vs. deep learning approaches

Research on non-destructive detection of chilled meat quality based on hyperspectral technology combined with different data processing methods

Water content estimation of conifer needles using leaf-level hyperspectral data

Fusing hyperspectral imaging and electronic nose data to predict moisture content in Penaeus vannamei during solar drying

A Non-destructive Method to Quantify Leaf Starch Content in Red Clover

Inferring Relationship of Blood Metabolic Changes and Average Daily Gain With Feed Conversion Efficiency in Murrah Heifers: Machine Learning Approach

Rapid detection method of soybean seed germination potential based on the PLSR-MLP fusion model

Intelligent prediction of lower extremity loadings during badminton lunge footwork in a lab-simulated court

Detection of soluble solids content in tomatoes using full transmission Vis-NIR spectroscopy and combinatorial algorithms

Machine learning and near-infrared fusion-driven quantitative characterization and detection of protein content in maize kernels

Non-destructive Measurements of Toona sinensis Chlorophyll and Nitrogen Content Under Drought Stress Using Near Infrared Spectroscopy

Modeling of flaxseed protein, oil content, linoleic acid, and lignan content prediction based on hyperspectral imaging

Potential of Multivariate Statistical Technique Based on the Effective Spectra Bands to Estimate the Plant Water Content of Wheat Under Different Irrigation Regimes

Improving the estimation of rice above-ground biomass based on spatio-temporal UAV imagery and phenological stages