Author Page for Peng Liu

Data-driven prediction and optimization method for straw–manure co-anaerobic based on a two-stage residual learning framework

Number of pages: 30 Posted: 26 Nov 2025

Zheng Dong, Peng Liu, Shengxian Cao, Bo Zhao, Yu hui Wang, Liang Wang and Qi Zhao

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Dundee

Downloads 38 (1,209,354)

Abstract:

2.

A Method for Predicting Ch4 Yield in the Anaerobic Digestion Process by Integrating Image Features with Deep Learning

Number of pages: 24 Posted: 17 Jul 2025

Peng Liu and Shengxian Cao

Northeast Electric Power University and Northeast Electric Power University

Downloads 28 (1,345,526)

Abstract:

3.

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Downloads 18 (1,481,165)

2

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Number of pages: 26 Posted: 17 Apr 2026

Peng Liu, Shengxian Cao, gong wang, Shengyao Sun, Zheng Dong and Huishuang Xing

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University and affiliation not provided to SSRN

Downloads 9 (1,614,412)

Abstract:

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Number of pages: 26 Posted: 27 May 2026

Peng Liu, Shengxian Cao, gong wang, Shengyao Sun, Zheng Dong and Huishuang Xing

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University and affiliation not provided to SSRN

Downloads 9 (1,621,812)

Abstract:

4.

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Downloads 15 (1,500,778)

2

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Number of pages: 21 Posted: 16 Apr 2026

Peng Liu, Shengxian Cao, gong wang, Bo Zhao, zhenhao Tang, Tianyi Sun, Siyuan Fan, Shaojie Yuan and Yuchen Pan

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University and Renmin University of China

Downloads 12 (1,589,301)

Abstract:

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Number of pages: 38 Posted: 21 May 2026

Peng Liu, Shengxian Cao, gong wang, Bo Zhao, zhenhao Tang, Tianyi Sun, Siyuan Fan, Shaojie Yuan and Yuchen Pan

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University and Renmin University of China

Downloads 3 (1,651,368)

Abstract:

5.

Data-driven prediction and optimization of straw–manure co-anaerobic digestion based on a two-stage residual learning framework

Number of pages: 35 Posted: 27 Feb 2026

Zheng Dong, Peng Liu, Shengxian Cao, Bo Zhao, Yu hui Wang, Liang Wang and Nan Li

Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, Northeast Electric Power University, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN

Downloads 14 (1,509,872)

Peng Liu

Northeast Electric Power University

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Scholarly Papers (5)

Data-driven prediction and optimization method for straw–manure co-anaerobic based on a two-stage residual learning framework

Abstract:

A Method for Predicting Ch4 Yield in the Anaerobic Digestion Process by Integrating Image Features with Deep Learning

Abstract:

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Abstract:

Enhancement of Hydrogen Production rate in Anaerobic Digestion Process by non-uniform electric field pretreatment: improving activity, relative abundance of hydrogen-producing dominant microflora and optimizing microbial lifespan distribution

Abstract:

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Abstract:

Time-varying Electric Field Enhanced Dark Fermentation of Corn Stover: Optimization of Hydrogen-Producing Functional Microbial Community Structure and Metabolite Stability for Improved Efficiency and Quality of Biohydrogen Production

Abstract:

Data-driven prediction and optimization of straw–manure co-anaerobic digestion based on a two-stage residual learning framework

Abstract: