Affiliation(s):
Faculty of Engineering, Yamaguchi University, Yamaguchi, Japan;School of Engineering, Tokyo Institute of Technology, Tokyo, Japan;Faculty of Nursing and Medical Care, Keio University, Kanagawa, Japan;Research Center for Autonomous Systems Materialogy (ASMat), Institute of Innovative Research,Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8501,
Japan
Zebing Mao, Sota Suzuki, Hiroyuki Nabae, Shoko Miyagawa, Koichi Suzumori, Shingo Maeda. Machine-Learning-Enhanced Soft Robotic System Inspired by Rectal Functions for Investigating Fecal incontinence[J]. Journal of Zhejiang University Science BDM,in press.Frontiers of Information Technology & Electronic Engineering,in press.https://doi.org/10.1007/s42242-BDMJ-D-24-00152
@article{title="Machine-Learning-Enhanced Soft Robotic System Inspired by Rectal Functions for Investigating Fecal incontinence", author="Zebing Mao, Sota Suzuki, Hiroyuki Nabae, Shoko Miyagawa, Koichi Suzumori, Shingo Maeda", journal="Journal of Zhejiang University Science BDM", year="in press", publisher="Zhejiang University Press & Springer", doi="https://doi.org/10.1007/s42242-BDMJ-D-24-00152" }
%0 Journal Article %T Machine-Learning-Enhanced Soft Robotic System Inspired by Rectal Functions for Investigating Fecal incontinence %A Zebing Mao %A Sota Suzuki %A Hiroyuki Nabae %A Shoko Miyagawa %A Koichi Suzumori %A Shingo Maeda %J Journal of Zhejiang University SCIENCE BDM %P %@ 1673-1581 %D in press %I Zhejiang University Press & Springer doi="https://doi.org/10.1007/s42242-BDMJ-D-24-00152"
TY - JOUR T1 - Machine-Learning-Enhanced Soft Robotic System Inspired by Rectal Functions for Investigating Fecal incontinence A1 - Zebing Mao A1 - Sota Suzuki A1 - Hiroyuki Nabae A1 - Shoko Miyagawa A1 - Koichi Suzumori A1 - Shingo Maeda J0 - Journal of Zhejiang University Science BDM SP - EP - %@ 1673-1581 Y1 - in press PB - Zhejiang University Press & Springer ER - doi="https://doi.org/10.1007/s42242-BDMJ-D-24-00152"
Abstract: Fecal incontinence, arising from a myriad of pathogenic mechanisms, has attracted considerable global attention. Despite its significance, the replication of the defecatory system for studying fecal incontinence mechanisms remains limited largely due to social stigma and taboos. Inspired by the rectum's functionalities, we have developed a soft robotic system, encompassing a power supply, pressure sensing, data acquisition systems, a flushing mechanism, a stage, and a rectal module. The innovative soft rectal module includes actuators inspired by sphincter muscles, both soft and rigid covers, and soft rectum mold. The rectal mold, fabricated from materials that closely mimic human rectal tissue, is produced using the mold replication fabrication method. Both the soft and rigid components of the mold are realized through the application of 3D-printing technology. The sphincter muscles-inspired actuators featuring double-layer pouch structures are modeled and optimized based on multilayer perceptron methods aiming to obtain high contractions ratios (100 %), high generated pressure (9.8 kPa), and small recovery time (3 s). Upon assembly, this defecation robot is capable of smoothly expelling liquid faeces, performing controlled solid fecal cutting, and defecating extremely solid long faeces, thus closely replicating the human rectum and anal canal's functions. This defecation robot has the potential to assist humans in understanding the complex defecation system and contribute to the development of well-being devices related to defecation.
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