Prediction and accuracy improvement of insulin pump in-fusion deviation based on LSTM and PID

Leijie Wang; Xudong Guo; Qiuyue Peng; Hongmei Zhang; Yuan Yang; Hongyan Wang; Yongxin Wang; Haofang Liang; Wuyi Ming; Zhen Zhang

doi:10.1371/journal.pone.0324261

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Open Access

Peer-reviewed

Research Article

Prediction and accuracy improvement of insulin pump in-fusion deviation based on LSTM and PID

Leijie Wang,

Roles Conceptualization, Funding acquisition, Writing – original draft

Affiliation School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China
⨯
Xudong Guo,

Roles Formal analysis, Writing – original draft

Affiliation Mechanical and Electrical Engineering Institute, Zhengzhou University of Light Industry, Zhengzhou, China
⨯
Qiuyue Peng ,

Roles Conceptualization, Project administration, Writing – review & editing

* E-mail: pqy0909@163.com

Affiliation Department Emergency of Internal Medicine, Hubei Provincial Hospital of Traditional Chinese Medicine, Wuhan, China

https://orcid.org/0009-0001-1649-3044

⨯
Hongmei Zhang,

Roles Investigation, Validation

Affiliation Zhengzhou Phray Technology co., Ltd., Zhengzhou, China
⨯
Yuan Yang,

Roles Funding acquisition, Supervision

Affiliation Laboratory of Regenerative Medicine in Sports Science, School of Sports Science, South China Normal University, Guangzhou, China
⨯
Hongyan Wang,

Roles Investigation, Validation

Affiliation Mechanical and Electrical Engineering Institute, Zhengzhou University of Light Industry, Zhengzhou, China
⨯
Yongxin Wang,

Roles Investigation, Validation

Affiliation Zhengzhou Phray Technology co., Ltd., Zhengzhou, China
⨯
Haofang Liang,

Roles Data curation, Investigation

Affiliation Zhengzhou Phray Technology co., Ltd., Zhengzhou, China
⨯
Wuyi Ming,

Roles Methodology, Supervision

Affiliation Guangdong HUST Industrial Technology Research Institute, Guangdong Provincial Key Laboratory of Digital Manufacturing Equipment, Dongguan, China
⨯
Zhen Zhang

Roles Project administration, Supervision

Affiliation School of Aerospace Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, China
⨯

Prediction and accuracy improvement of insulin pump in-fusion deviation based on LSTM and PID

Leijie Wang,
Xudong Guo,
Qiuyue Peng,
Hongmei Zhang,
Yuan Yang,
Hongyan Wang,
Yongxin Wang,
Haofang Liang,
Wuyi Ming,
Zhen Zhang

Published: June 4, 2025
https://doi.org/10.1371/journal.pone.0324261

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