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Jia Deng

Tarim University

China

SCHOLARLY PAPERS

8

DOWNLOADS

290

TOTAL CITATIONS

2

Scholarly Papers (8)

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1.

Hyperspectral Inversion of Soil Organic Matter Based on Improved Ensemble Learning Method

Downloads 72 (867,774)
Citation 1

Hyperspectral Inversion of Soil Organic Matter Based on Improved Ensemble Learning Method

Number of pages: 21 Posted: 30 Oct 2024
Junjie Liu, Yongsheng Hong, Bifeng Hu, Songchao Chen, Jia Deng, Keyang Ying, Jiao Lin, peng jie and Zhou Shi
Tarim University, Wuhan University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, Tarim University, Tarim University, Tarim University and Zhejiang University
Downloads 47 (1,131,842)
Citation 1

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ensemble strategy, Visible-Near infrared spectroscopy, Soil Organic Matter, Grid search, weight allocation

Hyperspectral Inversion of Soil Organic Matter Based on Improved Ensemble Learning Method

Number of pages: 25 Posted: 05 Mar 2025
Junjie Liu, Yongsheng Hong, Bifeng Hu, Songchao Chen, Jia Deng, Keyang Ying, Jiao Lin, peng jie, Zhou Shi and Defang Luo
Tarim University, Wuhan University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, Tarim University, Tarim University, Tarim University, Zhejiang University and Tarim University
Downloads 25 (1,430,393)

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ensemble strategy, Visible-Near infrared spectroscopy, Soil organic matter, Grid search, weight allocation

2.

Improving Hyperspectral Prediction Accuracy of Soil Organic Matter Using Novel Cascaded Optimization Methods and Super Ensemble Model

Number of pages: 20 Posted: 21 Dec 2024
Jia Deng, Yongsheng Hong, Bifeng Hu, Songchao Chen, Junjie Liu, Yu Wang, peng jie and Zhou Shi
Tarim University, Wuhan University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, affiliation not provided to SSRN, Tarim University and Zhejiang University
Downloads 45 (1,121,190)
Citation 1

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Super ensemble model, Near infrared spectroscopy, Soil organic matter, Cascade optimization, Computing resource

3.

A novel hyperspectral soil transfer strategy for global thinking

Number of pages: 43 Posted: 13 Nov 2025
Jia Deng, Chongcan Wu, Bifeng Hu, Yu Wang, Huixia Li, Junjie Liu, Yongsheng Hong, peng jie and Zhou Shi
Tarim University, affiliation not provided to SSRN, Jiangxi University of Finance and Economics, affiliation not provided to SSRN, Tarim University, Tarim University, Wuhan University, Tarim University and Zhejiang University
Downloads 42 (1,196,171)

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Transfer strategy, Near infrared spectroscopy, Domain adaptive technology, GAN, Soil organic matter, Soil spectral library

4.

General research on soil spectral modeling based on CNN-Transformer hybrid architecture and transfer learning ​

Number of pages: 30 Posted: 22 Oct 2025
Junjie Liu, peng jie, Huixia Li, Bifeng Hu, Yu Wang, Jia Deng, Yongsheng Hong and Zhou Shi
Tarim University, Tarim University, Tarim University, Jiangxi University of Finance and Economics, affiliation not provided to SSRN, Tarim University, Wuhan University and Zhejiang University
Downloads 41 (1,209,354)

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transfer learning, Pre-training fine-tuning, Soil organic matter, Soil spectral library, Large model

5.

A Novel Transfer Learning Strategy Using Soil Spectral Library with Cnn-Transformer Model

Number of pages: 24 Posted: 31 Jul 2025
Junjie Liu, Bifeng Hu, Jia Deng, Yu Wang, peng jie and Zhou Shi
Tarim University, Jiangxi University of Finance and Economics, Tarim University, affiliation not provided to SSRN, Tarim University and Zhejiang University
Downloads 34 (1,290,922)

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Transfer learning, Near infrared spectroscopy, Pre-training fine-tuning, soil organic matter, Soil spectral library, Large scale model

6.

Improve the Hyperspectral Prediction of Soil Organic Matter Through Dynamic Weight Allocation and the Number of Optimal Model Integrations

Number of pages: 24 Posted: 17 May 2025
Junjie Liu, Yongsheng Hong, Bifeng Hu, Songchao Chen, Jia Deng, Chunhui Feng and peng jie
Tarim University, Wuhan University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, Tarim University and Tarim University
Downloads 32 (1,345,526)

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Ensemble method, Visible-Near infrared spectroscopy, Dynamic weight allocation, Soil organic matter, Data structure

7.

The most pressing issue in soil hyperspectral analysis is technical failure due to soil heterogeneity

Number of pages: 29 Posted: 11 Mar 2026
Jia Deng, Junjie Liu, Bifeng Hu, peng jie, Zijin Bai and Zhou Shi
Tarim University, Tarim University, Jiangxi University of Finance and Economics, Tarim University, Tarim University and Zhejiang University
Downloads 14 (1,541,665)

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Soil hyperspectral, Clustering Algorithm, soil organic matter, Spectral similarity, AEC, China Soil Spectral Library

8.

An original hyperspectral soil transfer strategy framework for global thinking

Number of pages: 34 Posted: 03 Jun 2026
Junjie Liu, Jia Deng, Chongcan Wu, Bifeng Hu, peng jie and Zhou Shi
Tarim University, Tarim University, affiliation not provided to SSRN, Jiangxi University of Finance and Economics, Tarim University and Zhejiang University
Downloads 10 (1,596,965)

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Transfer strategy, Near infrared spectroscopy, Domain adaptive technology, GAN, Soil organic matter, Soil spectral library