Deep Learning Approach to Mechanical Property Prediction of Single-Network Hydrogel
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- Jeong-Yun Sun & Xuanhe Zhao & Widusha R. K. Illeperuma & Ovijit Chaudhuri & Kyu Hwan Oh & David J. Mooney & Joost J. Vlassak & Zhigang Suo, 2012. "Highly stretchable and tough hydrogels," Nature, Nature, vol. 489(7414), pages 133-136, September.
- Hyunwoo Yuk & Claudia E. Varela & Christoph S. Nabzdyk & Xinyu Mao & Robert F. Padera & Ellen T. Roche & Xuanhe Zhao, 2019. "Dry double-sided tape for adhesion of wet tissues and devices," Nature, Nature, vol. 575(7781), pages 169-174, November.
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- Yumin Cheng, 2022. "Preface to the Special Issue on “Numerical Computation, Data Analysis and Software in Mathematics and Engineering”," Mathematics, MDPI, vol. 10(13), pages 1-5, June.
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Keywords
deep learning; hydrogel network; mechanical property; convolutional neural network; self-avoiding walk;All these keywords.
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