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Open access Sep 2026

Comparative study on the accuracy and robustness of piezoelectric valve flow prediction models based on deep learning

To enhance the dependability and autonomy of the μg/s piezoelectric flow control device in long-term on-orbit operations, the on-orbit adaptability and robustness of various deep learning prediction models are compared and analyzed. Multidimensional time series data such as excitation voltage, spool displacement, inlet...

Ya-Fei Zhong, Xu-Dong Wang, Tao Wang et al. · 0 citations
#diffusion models Open access Aug 2026

Multi-b-value diffusion-weighted imaging-based habitat imaging for preoperative prediction of histological grade and prognosis in soft tissue sarcoma: focusing on intratumoral heterogeneity

Background Marked intratumoral heterogeneity (ITH) is a critical biological characteristic of soft tissue sarcoma (STS). This study aimed to develop a novel multi-b-value diffusion-weighted imaging (DWI)-based habitat imaging approach to quantify and visualize ITH for the preoperative prediction of the histological gra...

Chun-Lian Chen, Jie Zhou, Ze-Sheng Zhang et al. · 0 citations

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