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peng jie

Tarim University

China

SCHOLARLY PAPERS

16

DOWNLOADS

547

TOTAL CITATIONS

2

Scholarly Papers (16)

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

Number of pages: 21 Posted: 30 Oct 2024
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
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.

Mapping Soil Salinity Combined Sentinel-2 Time-Series Data Mining and Subregional Modeling

Number of pages: 30 Posted: 10 Sep 2024
Tarim University, Zhejiang University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, Tarim University, Tarim University and Zhejiang University
Downloads 59 (1,020,567)

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Soil salinization, Time-series data, Subregional modeling, Time-series feature mining, digital soil mapping

3.

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
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

4.

A novel hyperspectral soil transfer strategy for global thinking

Number of pages: 43 Posted: 13 Nov 2025
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

5.

Integrating multi-source data for regional soil salinity assessment based on feature optimization and SHAP

Number of pages: 40 Posted: 17 Dec 2025
Tarim University, Tarim University, Tarim University, Tarim University, Tarim University and Tarim University
Downloads 41 (1,196,171)

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Soil salinity, multi-source, Remote Sensing, google earth engine, feature selection

6.

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

Number of pages: 30 Posted: 22 Oct 2025
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

7.

Mapping Soil Salinity Combined Sentinel-2 Time-Series Data Mining and Subregional Modeling in Southern Xinjiang, China

Number of pages: 30 Posted: 13 Aug 2024
Tarim University, Zhejiang University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Tarim University, Tarim University, Tarim University and Zhejiang University
Downloads 36 (1,236,159)

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Soil salinization, Time-series data, Subregional modeling, Time-series feature mining, Digital soil mapping

High resolution mapping of soil inorganic carbon using remote sensing and machine learning in Taklamakan Desert, China

Number of pages: 35 Posted: 15 Jan 2026
affiliation not provided to SSRN, Jiangxi University of Finance and Economics, Zhejiang University, Tarim University, Tarim University, Tarim University, Tarim University, affiliation not provided to SSRN and Zhejiang University
Downloads 22 (1,500,232)

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Soil inorganic carbon, Taklimakan Desert, feature selection algorithms, environmental covariates, digital mapping

High resolution mapping of soil inorganic carbon using remote sensing and machine learning in Taklamakan Desert, China

Number of pages: 34 Posted: 04 Feb 2026
affiliation not provided to SSRN, Jiangxi University of Finance and Economics, Zhejiang University, Tarim University, Tarim University, Tarim University, Tarim University, affiliation not provided to SSRN and Zhejiang University
Downloads 13 (1,598,105)

Abstract:

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SOIL INORGANIC CARBON, Taklimakan Desert, feature selection algorithms, environmental covariates, digital mapping

9.

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

Number of pages: 24 Posted: 31 Jul 2025
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

10.

A Novel Framework for Improving Soil Organic Carbon Mapping Accuracy by Mining Temporal Feature of Sentinel-1 Time-Series Data

Number of pages: 28 Posted: 25 Aug 2024
Tarim University, Jiangxi University of Finance and Economics, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Tarim University and Zhejiang University
Downloads 34 (1,277,121)

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Soil organic carbon, Sentinel-1 time-series data, Optimal time window, Convolutional Neural Network-Long Short-Term Memory

11.

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
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

12.

Integrating Sentinel-1/2 for soil salinity assessment based on feature optimization

Number of pages: 24 Posted: 02 Sep 2025
Tarim University, Tarim University, Tarim University, Tarim University and Tarim University
Downloads 25 (1,385,945)

Abstract:

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Soil salinity, multi-source, Remote sensing, google earth engine, feature selection

13.

Digital Mapping of Soil Salinity with Time-Windows Features Optimization and Ensemble Learning Model

Number of pages: 25 Posted: 16 Oct 2024
Tarim University, Zhejiang University, Zhejiang University - ZJU-Hangzhou Global Scientific and Technological Innovation Center, Jiangxi University of Finance and Economics, Tarim University and Zhejiang University
Downloads 24 (1,424,331)

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soil salinization, Time-series data mining, feature selection, ensemble learning, digital soil mapping

14.

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

Number of pages: 29 Posted: 11 Mar 2026
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

15.

An original hyperspectral soil transfer strategy framework for global thinking

Number of pages: 34 Posted: 03 Jun 2026
Tarim University, Tarim University, affiliation not provided to SSRN, Jiangxi University of Finance and Economics, Tarim University and Zhejiang University
Downloads 9 (1,596,965)

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

16.

Sustained cultivation promotes soil organic carbon accumulation: A multi-source remote sensing inversion case study of oasis cotton fields

STILL-D-26-01877
Number of pages: 31 Posted: 26 May 2026
Tarim University, Tarim University, Tarim University and Tarim University
Downloads 4 (1,575,921)

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soil organic carbon, oasis, storage, Xinjiang, tillage