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Haoran Liu

Wuhan Polytechnic University

1 Machi Rd, Dongxihu Qu, Wuhan Shi

Hubei Sheng

China

  • Wuhan Polytechnic University

SCHOLARLY PAPERS

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Scholarly Papers (2)

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1.

Active learning sequential surrogate-based optimization (AL-SSBO) versus response surface methodology in sunflower oil diacylglycerol synthesis: Performance and insight into AL-SSBO

Number of pages: 55 Posted: 16 Jun 2026
Haoran Liu, Yu Dai, Hong Liu, Siyao Zhang, Huanjun Yu, Qiqing Liao, Dong Chen, Xiaoming Jiang and Dongping He
Wuhan Polytechnic University, Wuhan Institute for Food and Cosmetic Control, affiliation not provided to SSRN, Wuhan Polytechnic University, Wuhan Polytechnic University, Wuhan Polytechnic University, Wuhan Polytechnic University, Key Laboratory of Edible Oil Quality and Safety for State Market Regulation and Wuhan Polytechnic University
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Keywords: Diacylglycerol, Sequential Surrogate-Based Optimization, Active learning, Process optimization

2.

Interpretable machine learning for process optimization and mechanistic insights into sunflower oil diacylglycerol synthesis

Number of pages: 47 Posted: 25 May 2026
Haoran Liu, Yu Dai, Huanjun Yu, Siyao Zhang, Qiqing Liao, Dong Chen, Xiaoming Jiang, Hong Liu and Dongping He
Wuhan Polytechnic University, Wuhan Institute for Food and Cosmetic Control, Wuhan Polytechnic University, Wuhan Polytechnic University, Wuhan Polytechnic University, Wuhan Polytechnic University, Key Laboratory of Edible Oil Quality and Safety for State Market Regulation, affiliation not provided to SSRN and Wuhan Polytechnic University
Downloads 5 (1,579,934)

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Machine learning, Diacylglycerol, Sunflower seed oil, Lipase