Successive Projections Algorithm | List of Frontiers open access articles

Original Research

Published on 14 Nov 2023

Improving the estimation accuracy of rapeseed leaf photosynthetic characteristics under salinity stress using continuous wavelet transform and successive projections algorithm

in Technical Advances in Plant Science

Jingang Wang
Tian Tian
Haijiang Wang
Jing Cui
Xiaoyan Shi
Jianghui Song
Tiansheng Li
Weidi Li
Mingtao Zhong
Wenxu Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1284172

2,268 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

961 views
1 citation

Original Research

Published on 06 Dec 2023

Nondestructive detection of Pleurotus geesteranus strain degradation based on micro-hyperspectral imaging and machine learning

in Technical Advances in Plant Science

Xuan Wei
Shiyang Liu
Chuangyuan Xie
Wei Fang
Chanjuan Deng
Zhiqiang Wen
Dapeng Ye
Dengfei Jie

Frontiers in Plant Science

doi 10.3389/fpls.2023.1260625

2,411 views
4 citations

Original Research

Published on 19 Aug 2024

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

in Technical Advances in Plant Science

Xiaoxiong Sun
Liangkuan Zhu
Dayang Liu

Frontiers in Plant Science

doi 10.3389/fpls.2024.1411485

2,057 views
8 citations

Original Research

Published on 10 Jul 2024

Near-infrared spectroscopy and multivariate analysis as effective, fast, and cost-effective methods to discriminate Candida auris from Candida haemulonii

in Analytical Chemistry

Ayrton L. F. Nascimento
Anthony G. J. de Medeiros
Ana C. O. Neves
Ana B. N. de Macedo
Luana Rossato
Daniel Assis Santos
André L. S. dos Santos
Kássio M. G. Lima
Rafael W. Bastos

Frontiers in Chemistry

doi 10.3389/fchem.2024.1412288

3,080 views
2 citations

Original Research

Published on 06 Jul 2022

Determination of the Soluble Solids Content in Korla Fragrant Pears Based on Visible and Near-Infrared Spectroscopy Combined With Model Analysis and Variable Selection

in Crop and Product Physiology

Xuhai Yang
Lichun Zhu
Xiao Huang
Qian Zhang
Sheng Li
Qiling Chen
Zhendong Wang
Jingbin Li

Frontiers in Plant Science

doi 10.3389/fpls.2022.938162

5,452 views
32 citations

Original Research

Published on 27 May 2021

Wavelength Selection Method Based on Absorbance Value Optimization to Near-Infrared Spectroscopic Analysis

in Optics and Photonics

Lijun Yao
Xiaowen Shi
Tao Pan
Jiemei Chen

Frontiers in Physics

doi 10.3389/fphy.2021.663573

7,934 views
5 citations

Original Research

Published on 21 Jan 2026

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

in Sustainable and Intelligent Phytoprotection

Yanli Yao
Junjun He
Zhangyun Gao
Zhuying Zhu
Shenghui Liu
Chuanling Li
Hui Feng
Xiumei Zhang

Frontiers in Plant Science

doi 10.3389/fpls.2025.1758676

653 views

Original Research

Published on 31 Oct 2025

Colour detection method of Korla fragrant pear based on dielectric spectroscopy technology

in Sustainable and Intelligent Phytoprotection

Hong Zhang
Jiean Liao
Yawen Xiao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1691673

1,121 views

Original Research

Accepted on 03 Mar 2026

Hyperspectral Estimation of Magnesium Content in Yunyan 87 and Zhongyan 100 Tobacco Leaves Using Machine Learning

in Technical Advances in Plant Science

Beibei Li
Qian Zhang
Zekai Wang
Yike Li
Hanjun Zhou
Xiefeng Ye

Frontiers in Plant Science

Original Research

Published on 29 Nov 2022

Hyperspectral imaging with machine learning for non-destructive classification of Astragalus membranaceus var. mongholicus, Astragalus membranaceus, and similar seeds

in Technical Advances in Plant Science

Yanan Xu
Weifeng Wu
Yi Chen
Tingting Zhang
Keling Tu
Yun Hao
Hailu Cao
Xuehui Dong
Qun Sun

Frontiers in Plant Science

doi 10.3389/fpls.2022.1031849

5,428 views
16 citations

Original Research

Published on 02 Feb 2023

Low temperature response index for monitoring freezing injury of tea plant

in Technical Advances in Plant Science

Yilin Mao
He Li
Yu Wang
Kai Fan
Jiazhi Shen
Jie Zhang
Xiao Han
Yujie Song
Caihong Bi
Litao Sun

Frontiers in Plant Science

doi 10.3389/fpls.2023.1096490

16,073 views
30 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

3,511 views
11 citations

Original Research

Published on 12 Oct 2023

Non-destructive detection of protein content in mulberry leaves by using hyperspectral imaging

in Technical Advances in Plant Science

Xunlan Li
Fangfang Peng
Zhaoxin Wei
Guohui Han
Jianfei Liu

Frontiers in Plant Science

doi 10.3389/fpls.2023.1275004

5,470 views
15 citations

Original Research

Published on 24 Feb 2026

Enabling rapid and accurate grand discrimination of flue-cured tobacco: a near-infrared hyperspectral and machine learning approach

in Technical Advances in Plant Science

Jiang Zou
Hongbo Gao
Duo Wang
Yunquan Chen
Shiyou Deng
Nuo Shi
Shengjie Yang
Chunlin Huang
Dingchun Zi
Yu Du

Frontiers in Plant Science

doi 10.3389/fpls.2026.1756218

703 views

Original Research

Published on 18 Sep 2025

Deep learning-enabled hyperspectral imaging for high-accuracy non-destructive quantification of nutritional components in multi-variety apples

in Sustainable and Intelligent Phytoprotection

Hanhan Zhai
Pan Xie
Xin Xie
Shuai Shuai Sha

Frontiers in Plant Science

doi 10.3389/fpls.2025.1634785

2,766 views
2 citations

Articles

Improving the estimation accuracy of rapeseed leaf photosynthetic characteristics under salinity stress using continuous wavelet transform and successive projections algorithm

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

Nondestructive detection of Pleurotus geesteranus strain degradation based on micro-hyperspectral imaging and machine learning

Blueberry bruise non-destructive detection based on hyperspectral information fusion combined with multi-strategy improved Beluga Whale Optimization algorithm

Near-infrared spectroscopy and multivariate analysis as effective, fast, and cost-effective methods to discriminate Candida auris from Candida haemulonii

Determination of the Soluble Solids Content in Korla Fragrant Pears Based on Visible and Near-Infrared Spectroscopy Combined With Model Analysis and Variable Selection

Wavelength Selection Method Based on Absorbance Value Optimization to Near-Infrared Spectroscopic Analysis

Soluble solids content prediction of pineapple based on visible-near infrared hyperspectral image

Colour detection method of Korla fragrant pear based on dielectric spectroscopy technology

Hyperspectral Estimation of Magnesium Content in Yunyan 87 and Zhongyan 100 Tobacco Leaves Using Machine Learning

Hyperspectral imaging with machine learning for non-destructive classification of Astragalus membranaceus var. mongholicus, Astragalus membranaceus, and similar seeds

Low temperature response index for monitoring freezing injury of tea plant

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

Non-destructive detection of protein content in mulberry leaves by using hyperspectral imaging

Enabling rapid and accurate grand discrimination of flue-cured tobacco: a near-infrared hyperspectral and machine learning approach

Deep learning-enabled hyperspectral imaging for high-accuracy non-destructive quantification of nutritional components in multi-variety apples