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Lingwei Ma

University of Science and Technology Beijing

30 Xueyuan Road, Haidian District

beijing, 100083

China

  • University of Science and Technology Beijing

SCHOLARLY PAPERS

7

DOWNLOADS

349

TOTAL CITATIONS

2

Scholarly Papers (7)

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1.

Cross-Category Prediction of Corrosion Inhibitor Performance Based on Molecular Graph Structures Via a Three-Level Message Passing Neural Network Model

Number of pages: 25 Posted: 12 Sep 2022
Jiaxin Dai, Dongmei Fu, Guangxuan Song, Lingwei Ma, Xin Guo, Arjan Mol, Ivan Cole and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, Delft University of Technology, RMIT University - School of Engineering and University of Science and Technology Beijing
Downloads 92 (730,864)

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Corrosion inhibitors, Molecular structure, Machine Learning, Message passing neural network, SMILES

2.

Understanding and Optimization of Large Language Models for Corrosion Inhibition Efficiency Prediction

Number of pages: 28 Posted: 27 May 2025
Suyu Jin, Zhongheng Fu, Guangxuan Song, Jiamin Pei, Haiyan Gong, Lingwei Ma and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing - School of Computer and Communication Engineering, University of Science and Technology Beijing and University of Science and Technology Beijing
Downloads 62 (961,006)
Citation 1

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Corrosion, corrosion prediction, large language models, Corrosion inhibitors, Artificial Intelligence

3.

Ai-Driven Discovery of High-Performance Corrosion Inhibitors Using a Bert-Gpt Framework for Molecular Generation

Number of pages: 25 Posted: 11 Jul 2025
Haiyan Gong, Lingwei Ma, Diandian Liu and Dawei Zhang
University of Science and Technology Beijing - School of Computer and Communication Engineering, University of Science and Technology Beijing, University of Science and Technology Beijing and University of Science and Technology Beijing
Downloads 61 (980,173)

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Corrosion inhibitors, Corrosion prediction, Chemical language model, Artificial intelligence

4.

Combinatorial Discovery and Computational Analysis of the Synergistic Effect of Green Amino Acid Corrosion Inhibitors

Number of pages: 30 Posted: 12 Aug 2024
Jingzhi Yang, Junsen Zhao, Xin Guo, Yami Ran, Zhongheng Fu, Hongchang Qian, Lingwei Ma, Patrick Keil, Arjan Mol and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, affiliation not provided to SSRN, Delft University of Technology and University of Science and Technology Beijing
Downloads 48 (1,097,529)

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corrosion inhibition, High-throughput experimentation, machine learning, amino acids

5.

Revealing the Atomic-Scale Mechanism of Organic Corrosion Inhibitors in Suppressing Anodic Dissolution of Metals Via Ab Initio Molecular Dynamics and Metadynamics Simulations: A Case Study of Sorbitol on Aluminum

Number of pages: 18 Posted: 06 May 2025
Xin Guo, Lingwei Ma, Xiaoqi Wang, Bingxiao Shi, Zhongheng Fu, Di Liu, Jiuzhou Zhao, Lin lu and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, Petrochina Petrochemical Research Institute, University of Science and Technology Beijing, University of Science and Technology Beijing, Petrochina Petrochemical Research Institute, Petrochina Petrochemical Research Institute, University of Science and Technology Beijing and University of Science and Technology Beijing
Downloads 44 (1,133,231)

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aluminum, Corrosion inhibition, ab initio molecular dynamics, Solid-liquid interface

6.

Molecular Understanding of the Effects of Electrode Potential and Electric Double Layer on the Adsorption Process of Two Azole-Based Corrosion Inhibitors

Number of pages: 24 Posted: 25 Feb 2025
Xin Guo, Lingwei Ma, Zhongheng Fu, Li Ma, Zongbao Li, Bingxiao Shi, Guowei Yang, Yiran Li, Lin lu and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, Luoyang Ship Material Research Institute, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing and University of Science and Technology Beijing
Downloads 33 (1,304,549)
Citation 1

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Copper, Corrosion inhibition, Ab initio molecular dynamics, Corrosion modeling

7.

Rational design and concurrent optimization of antibacterial and anticorrosion bifunctionality for amino acid-surfactant pairs via a machine learning strategy

Number of pages: 46 Posted: 24 Jun 2026
Jingzhi Yang, Mingyue Zhang, Junsen Zhao, Annan Kong, Yu Yang, Yuting Jin, Zhongheng Fu, Yaxin Wang, Lingwei Ma and Dawei Zhang
University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing, Liaoning Academy of Materials, University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing and University of Science and Technology Beijing
Downloads 9

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Microbial corrosion, Synergistic inhibition, Bi-objective optimization, machine learning