Lingling Cai

China University of Petroleum (Beijing)

SCHOLARLY PAPERS

15

DOWNLOADS

218

TOTAL CITATIONS

4

Scholarly Papers (15)

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1.

Multi-Objective Optimization of Two-Phase Ice Slurry Flow and Heat Transfer Characteristics in Helically Coiled Tubes with Rsm and Nsga-Ii

Downloads 38 (960,165)
Citation 4

Multi-Objective Optimization of Two-Phase Ice Slurry Flow and Heat Transfer Characteristics in Helically Coiled Tubes with Rsm and Nsga-Ii

Number of pages: 42 Posted: 26 Oct 2023
Sha Mi, Jing Liu, Lingling Cai and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 21 (1,188,578)
Citation 2

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Multi-objective optimization, Helically coiled tubes, Flow and heat transfer, Response surface method

Multi-Objective Optimization of Two-Phase Ice Slurry Flow and Heat Transfer Characteristics in Helically Coiled Tubes with Rsm and Nsga-Ii

Number of pages: 42 Posted: 07 Nov 2023
Sha Mi, Jing Liu, Lingling Cai and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 17 (1,242,507)
Citation 2

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Multi-objective optimization, Helically coiled tubes, Flow and heat transfer, Response surface method

2.

Multi-Objective Optimization of Heat Transfer of Ice Slurry in Corrugated Tubes Using Response Surface Methodology Method and Genetic Algorithm

Number of pages: 45 Posted: 06 Oct 2023
Sha Mi, Jinxia Huang, Lingling Cai and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 32 (1,022,342)

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Ice slurry, Corrugated tubes, Multi-objective optimization, Heat transfer enhancement

3.

The Study on Enhanced Heat Transfer of a Phase Change Slurry in Transverse Corrugated Tubes

Number of pages: 42 Posted: 04 Oct 2022
Lingling Cai, Sha Mi and Chun Luo
China University of Petroleum (Beijing), China University of Petroleum (Beijing) and Central South University
Downloads 27 (1,079,360)

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Phase change material slurry, Outward transverse corrugated tubes, Thermo-fluidic behaviors, Enhanced heat transfer

4.

Multi-Objective Optimization of the Properties of Flow and Thermal Exchange of a Phase Change Material Slurry in Chevron Plate Heat Exchangers with Rsm and Nsga-Ii

Number of pages: 54 Posted: 11 Jan 2025
Sha Mi, Feiyan Xu and Lingling Cai
China University of Petroleum (Beijing), China University of Petroleum (Beijing) and China University of Petroleum (Beijing)
Downloads 19 (1,177,317)

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Ice slurry, Herringbone-corrugated plate heat exchangers, Multi-objective optimization, RSM and NSGA-II

5.

Interpretable Machine Learning-Based Prediction and Analysis on Flow and Heat Transfer Characteristics of Phase Change Material Slurry in Helically Coiled Tube with Twisted Tape Insert

Number of pages: 81 Posted: 28 Mar 2025
Lingling Cai, Jing Liu, Sha Mi and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 18 (1,189,674)

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ice slurry, Twisted tape insert, Machine learning, Crested Porcupine Optimizer, SHapley Additive exPlanations.

6.

Study on Optimal Porosity Distribution of Gdl of Pemfc Along the Cathode Inlet Flow Channel Direction

Number of pages: 47 Posted: 04 Nov 2024
Sha Mi, Zhiyi Wei, Lingling Cai and Xiaowei Xi
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing) and affiliation not provided to SSRN
Downloads 18 (1,189,674)

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Layered Design of GDL, SVR Algorithm, Random Combination, Optimal Porosity

7.

The Prediction of the Optimal 2d Porosity Distribution of Gas Diffusion Layer in the Cathode of Pem Fuel Cell Using Convolutional Neural Network Image Learning

Number of pages: 38 Posted: 15 Jan 2025
Sha Mi, Zhiyi Wei, Lingling Cai, Xiaowei Xi and Zhiyin Zang
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing), affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 13 (1,249,364)

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Crossover, Mutation, Convolutional neural network, Optimal porosity distribution of cathode GDL

8.

Investigation on the Thermal-Fluidic Characteristics of Ice Slurry in Sinusoidal Corrugated Plate Heat Exchangers

Number of pages: 37 Posted: 24 Jan 2024
Sha Mi, Lingling Cai, Sasha geng and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 13 (1,249,364)

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Sinusoidal-corrugated plate heat exchangers, Ice slurry, Thermo-fluidic behaviors, Heat and Mass Transfer

9.

Study on Convective Melting Heat Transfer of a Solid-Liquid Phase Change Slurry in U-Shaped Curved Tubes

Number of pages: 38 Posted: 14 Aug 2023
Sha Mi, Feiyan Xu, Lingling Cai, Sasha geng and Jinxia Huang
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and China University of Petroleum (Beijing)
Downloads 11 (1,270,584)

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Solid-liquid phase change slurry, U-tubes, heat and mass transfer, Flow resistance characteristics

10.

Study on Optimal Porosity Distribution of Gdl of Pemfc Along the Cathode Inlet Flow Channel Direction Based on Machine Learning

Number of pages: 52 Posted: 26 Nov 2024
Sha Mi, Zhiyi Wei, Lingling Cai and Xiaowei Xi
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing) and affiliation not provided to SSRN
Downloads 10 (1,280,609)

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Layered Design of GDL, SVR Algorithm, Random Combination, Optimal Porosity.

11.

Optimization on Porosity Distribution of Proton Exchange Membrane Fuel Cells Along the Gas Channel-Catalyst Layer Direction Using Machine Learning

Number of pages: 39 Posted: 07 Mar 2025
Sha Mi, Zhiyi Wei, Lingling Cai and Chao Xu
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing) and North China Electric Power University
Downloads 7 (1,305,682)

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Layered design, Gradient porosity, High current density, Optimal porosity

12.

Interpretable Machine Learning-Based Prediction and Analysis on Flow and Heat Transfer Characteristics of Phase Change Material Slurry in Helically Coiled Tube with Twisted Tape Insert for Energy Storage

Number of pages: 60 Posted: 18 Apr 2025
Lingling Cai, Jing Liu, Sha Mi and Chao Xu
China University of Petroleum (Beijing), China University of Petroleum (Beijing), China University of Petroleum (Beijing) and North China Electric Power University
Downloads 5 (1,318,073)

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Ice slurry, Twisted tape insert, Machine learning, Crested Porcupine Optimizer, SHapley Additive exPlanations.

13.

The Optimization of Phase Change Material Slurry Flow and Heat Transfer Performances in Outward Helically Corrugated Tubes with Response Surface Methodology and Genetic Algorithm

Number of pages: 55 Posted: 25 Mar 2025
Lingling Cai, Jing Zou, Sha Mi, Chun Luo and Chao Xu
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing), Hunan University of Science and Technology and North China Electric Power University
Downloads 4 (1,323,129)

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Ice slurry, Outward helically corrugated tubes, Flow and heat transfer, multi-objective optimization, RSM, NSGA-II

14.

Optimization Design of Heat Transfer and Flow Characteristics of Phase Change Material Slurry in a Straight Pipe with Inserted Twisted Tape Based on Machine Learning Methods

Number of pages: 44 Posted: 21 May 2025
Lingling Cai, JiaCheng Liu, Sha Mi and Chao Xu
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing) and North China Electric Power University
Downloads 2 (1,333,073)

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Ice slurry, Twisted tape insert, flow and heat transfer, Machine learning, Prediction performance

15.

Optimization of Two-Dimensional Porosity Distribution of Cathode Gdl for Performance Enhancement of Pemfcs Using the Sine Function

Number of pages: 47 Posted: 07 May 2025
Sha Mi, Zhiyi Wei, Lingling Cai and Chao Xu
China University of Petroleum (Beijing), affiliation not provided to SSRN, China University of Petroleum (Beijing) and North China Electric Power University
Downloads 1 (1,339,519)

Abstract:

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Trigonometric functions, porosity distribution equation, SVR algorithm, optimal porosity distribution.