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Sining Pan

As seen in: Nature, MDPI, Dove Medical Press
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Articles by Sining Pan

Enhancing bending load prediction of CaCO₃-filled polypropylene composites via data augmentation and ensemble machine learning

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By Sining Pan, Kaiyuan Zhan, Shijun Luo, Luyi Chen
| Nature Verified
Abstract Predicting the mechanical properties of calcium carbonate (CaCO₃)-filled polypropylene (PP) composites is crucial for their industrial applications. However, conventional experiments are costly and time-consuming, resulting in limited data and challenges for accurate modeling under small-sample conditions. This study proposes a machine-learning–based framework to accurately predict the bending performance of CaCO₃-filled PP composites using limited experimental data.
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A properties prediction strategy of aluminum anode foils through machine learning based on feature selection and stacking learning models

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By Sining Pan, Yue Zhang, Shijun Luo, Shiquan Lin
| Nature Verified
Abstract With the rapid development of new energy vehicles, the global demand for aluminum anode foils (AAF) increases continuously. In order to improve the stability and accuracy of properties prediction for AAF, a machine learning-based property prediction strategy, integrating feature selection and a stacking ensemble model, is proposed in this study.
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Experimental and Numerical Study of Wrought Inconel 718 Under Thermal Cycles of Variable Amplitude Coupled with Mechanical Loading

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By Sining Pan, Gang Yu, Shouwen Xu
| MDPI
All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess.
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Femoral and sciatic nerves block versus GA in DF patients

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By Liyun Zou, Fei Xiao, Qiufeng Wei, Sining Pan
| Dove Medical Press
Liyun Zou,1,* Qiufeng Wei,1,* Sining Pan,1,* Fei Xiao,1,2 Yage Jiang,1 Yu Zhong,1 Yubo Xie1,3 1Department of Anesthesiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, People’s Republic of China; 2Department of Anesthesiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, People’s Republic of China; 3Guangxi Key Laboratory of Enhanced Recovery After Surgery for Gastrointestinal Cancer, The First Affiliated Hospital of Guangxi Medical...
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