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Rui Liang

Tianjin University

92, Weijin Road

Nankai District

Tianjin, 300072

China

  • Tianjin University

SCHOLARLY PAPERS

12

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671

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Top 48,563

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8

Scholarly Papers (12)

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1.

Combination of Hyperspectral Imaging and Machine Learning Models for Fast Characterization and Classification of Municipal Solid Waste

Number of pages: 31 Posted: 03 Jun 2022
Junyu Tao, Yude Gu, Xiaolin Hao, Rui Liang, Biyu Wang, Zhanjun Cheng, Beibei Yan and Guanyi Chen
Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University of Commerce
Downloads 152 (488,442)

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Municipal solid waste, hyperspectral imaging, Machine Learning, elemental composition, low heating value.

2.

Fast Characterization of Biomass Pyrolysis Oil Via Combination of Atr-Ftir and Machine Learning Models

Number of pages: 35 Posted: 15 Feb 2022
Chao Chen, Rui Liang, Yadong Ge, Jian Li, Beibei Yan, Zhanjun Cheng, Junyu Tao, Zhenyu Wang, Meng Li and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University of Commerce and Tianjin University
Downloads 91 (736,406)

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biomass, Pyrolysis Oil, Fuel Properties, ATR-FTIR, Machine learning

3.

Optimizing Composting Processes with Machine Learning Models: A Comprehensive Explanation of Multiple Indicators

Number of pages: 37 Posted: 04 Apr 2025
Guanyi Chen, Dian Wang, Yingjin Song, Junyu Tao, Yadong Ge, Huiling Niu, Sheng Xu, Rui Liang and Beibei Yan
Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University, Tianjin University, Tianjin University, Tianjin University and Tianjin University - School of Environmental Science and Engineering
Downloads 83 (783,685)

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Rural organic waste composting, maturity prediction, aeration, and machine learning

4.

Prediction and Optimization of Biochar H/N Ratio and Yield in Biomass Co-Pyrolysis Using Data Enhanced Interpretable  Machine Learning and Particle Swarm Algorithm

Number of pages: 24 Posted: 09 Jan 2024
Chao Chen, Rui Liang, Junxia Wang, Yadong Ge, Junyu Tao, Beibei Yan and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 50 (1,063,489)

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Co-pyrolysis, Biochar, Machine Learning, Particle Swarm Algorithm

5.

Pyrolytic Homogeneity Enhancement of Municipal Solid Waste Using a Clustering-Based Sorting Strategy

Number of pages: 33 Posted: 18 Oct 2023
Zilin Guo, Rui Liang, Junyu Tao, Ning Li, Zhanjun Cheng, Beibei Yan and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 46 (1,121,190)

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Municipal solid waste, Sorting strategy, Pyrolysis, Kinetics, Clustering analysis.

6.

Combination of Integrated Machine Learning Model Frameworks and Infrared Spectroscopy Towards Fast and Interpretable Characterization of Biomass Pyrolysis Oil

Downloads 45 (1,121,190)
Citation 3

Combination of Integrated Machine Learning Model Frameworks and Infrared Spectroscopy Towards Fast and Interpretable Characterization of Biomass Pyrolysis Oil

Number of pages: 47 Posted: 14 Jun 2024
Chao Chen, Rui Liang, Jingyu Zhu, Junyu Tao, Xuebin Lu, Beibei Yan, Zhanjun Cheng and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tibet University, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 29 (1,371,100)

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Feature selection, Machine learning, Ensemble learning, Model interpretation

Combination of Integrated Machine Learning Model Frameworks and Infrared Spectroscopy Towards Fast and Interpretable Characterization of Biomass Pyrolysis Oil

Number of pages: 33 Posted: 09 Jul 2024
Chao Chen, Rui Liang, Jingyu Zhu, Junyu Tao, Xuebin Lu, Beibei Yan, Zhanjun Cheng and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tibet University, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 16 (1,548,841)
Citation 3

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Feature selection, Machine learning, Ensemble learning, Model interpretation

7.

Overall Simulation of Integrated Anaerobic Digestion-Gasification Systems Using Machine Learning Models

Number of pages: 34 Posted: 18 Oct 2022
Yadong Ge, Junyu Tao, Zhi Wang, Chao Chen, Rui Liang, Lan Mu, Haihua Ruan, Beibei Yan and Guanyi Chen
Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering and Tianjin University of Commerce
Downloads 39 (1,196,171)

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Anaerobic Digestion, Gasification, Solid residue, Biogas slurry, Carbon emission

8.

Fast Characterization of Biodiesel Via a Combination of Atr-Ftir and Machine Learning Models

Number of pages: 30 Posted: 21 Jun 2022
Chao Chen, Rui Liang, Shaige Xia, Donghao Hou, Junyu Tao, Beibei Yan, Zhanjun Cheng and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 39 (1,196,171)
Citation 4

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biodiesel, Characterization, ATR-FTIR, Machine learning

9.

Combination of an Integrated Machine Learning Model Framework and Infrared Spectroscopy Towards Fast and Interpretable Characterization of Biomass Pyrolysis Oil

Number of pages: 20 Posted: 29 Feb 2024
Chao Chen, Rui Liang, Jingyu Zhu, Junyu Tao, Xuebin Lu, Beibei Yan, Zhanjun Cheng and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tibet University, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 35 (1,249,711)
Citation 1

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Feature selection, Machine learning, Ensemble learning, Model interpretation

10.

Bio-diesel quality characterization towards bio-jet fuel production using infrared spectroscopy and an interpretable machine learning framework

Number of pages: 36 Posted: 07 Nov 2025
Chao Chen, Rui Liang, Yadong Ge, Ruodong Wang, Yanhui Men, Junyu Tao, Beibei Yan, Zhanjun Cheng, Xuebin Lu and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, affiliation not provided to SSRN, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering, Tibet University and Tianjin University of Commerce
Downloads 33 (1,277,121)

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Biodiesel, Infrared spectrum, Descriptor construction, Interpretable machine learning, Ensemble learning, UI design

11.

Noise-Assisted Data Enhancement Promoting Image Classification of Municipal Solid Waste

Number of pages: 26 Posted: 23 Feb 2024
Chao Chen, Rui Liang, Mengyao Song, Ziyi Zhang, Junyu Tao, Beibei Yan, Zhanjun Cheng and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering and Tianjin University
Downloads 30 (1,318,317)

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Image recognition, DRSN, CNN, Data enhancement

12.

Bio-Diesel Quality Characterization Towards Bio-Jet Fuel Production Using Infrared Spectroscopy and an Interpretable Machine Learning Framework

Number of pages: 36 Posted: 27 Feb 2025
Chao Chen, Rui Liang, Yadong Ge, Ruodong Wang, Yanhui Men, Junyu Tao, Beibei Yan, Zhanjun Cheng, Xuebin Lu and Guanyi Chen
Tianjin University, Tianjin University, Tianjin University, Tianjin University of Commerce, affiliation not provided to SSRN, Tianjin University of Commerce, Tianjin University - School of Environmental Science and Engineering, Tianjin University - School of Environmental Science and Engineering, Tibet University and Tianjin University of Commerce
Downloads 28 (1,345,526)

Abstract:

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Biodiesel, Infrared spectrum, Descriptor construction, Interpretable machine learning, Ensemble learning, UI design