Physics-informed Neural Network-based Computational Method for Unbalanced Force Calculation of Pneumatic Control Valving Element

HAO Hongtao, TIAN Yuan, MAI Xuewu, WANG Yuelei

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CHINESE HYDRAULICS & PNEUMATICS ›› 2025, Vol. 49 ›› Issue (12) : 48-56. DOI: 10.11832/j.issn.1000-4858.2025.12.005

Physics-informed Neural Network-based Computational Method for Unbalanced Force Calculation of Pneumatic Control Valving Element

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{{article.zuoZheEn_L}}. {{article.title_en}}[J]. {{journal.qiKanMingCheng_EN}}. 2025, 49(12): 48-56. https://doi.org/10.11832/j.issn.1000-4858.2025.12.005

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