Articles | Volume 10, issue 1
https://doi.org/10.5194/ms-10-119-2019
https://doi.org/10.5194/ms-10-119-2019
Research article
 | 
03 Apr 2019
Research article |  | 03 Apr 2019

Laparoscope arm automatic positioning for robot-assisted surgery based on reinforcement learning

Lingtao Yu, Xiaoyan Yu, Xiao Chen, and Fengfeng Zhang

Related authors

Automatic adjustment of laparoscopic pose using deep reinforcement learning
Lingtao Yu, Yongqiang Xia, Pengcheng Wang, and Lining Sun
Mech. Sci., 13, 593–602, https://doi.org/10.5194/ms-13-593-2022,https://doi.org/10.5194/ms-13-593-2022, 2022
Short summary
Toward force detection of a cable-driven micromanipulator for a surgical robot based on disturbance observer
Wenjie Wang, Lingtao Yu, and Jing Yang
Mech. Sci., 8, 323–335, https://doi.org/10.5194/ms-8-323-2017,https://doi.org/10.5194/ms-8-323-2017, 2017
Short summary

Related subject area

Subject: Mechanisms and Robotics | Techniques and Approaches: Synthesis
The evolution and restoration of European vertically arranged mechanical turret clocks before the 17th century
Tsung-Yi Lin and Wen-Feng Lin
Mech. Sci., 13, 933–948, https://doi.org/10.5194/ms-13-933-2022,https://doi.org/10.5194/ms-13-933-2022, 2022
Short summary
Evolution and mechanism configuration synthesis of chamber clocks movement prior to 1700
Tsung-Yi Lin and Wen-Feng Lin
Mech. Sci., 13, 877–897, https://doi.org/10.5194/ms-13-877-2022,https://doi.org/10.5194/ms-13-877-2022, 2022
Short summary
Structural analysis of traditional Chinese blocked-keyhole padlocks
Yang Zhang, Hsin-Te Wang, Jian-Liang Lin, Chin-Fei Huang, and Kuo-Hung Hsiao
Mech. Sci., 13, 791–802, https://doi.org/10.5194/ms-13-791-2022,https://doi.org/10.5194/ms-13-791-2022, 2022
Short summary
TGA-based solutions map method for four-position synthesis of planar 4R linkage
Yehui Zhao, Lijun Xue, Guangming Wang, Fanglei Zou, Yue Song, and Hongjian Zhang
Mech. Sci., 13, 771–790, https://doi.org/10.5194/ms-13-771-2022,https://doi.org/10.5194/ms-13-771-2022, 2022
Short summary
An innovative device for enlarging the allowable misalignment for screwing tasks
Hao-Tien Ku and Yu-Hsun Chen
Mech. Sci., 13, 701–712, https://doi.org/10.5194/ms-13-701-2022,https://doi.org/10.5194/ms-13-701-2022, 2022
Short summary

Cited articles

Austad, A., Elle, O. J., and Røtnes, J. S.: Computer-aided planning of trocar placement and robot settings in robot-assisted surgery, Int. Congr. Series, 1230, 1020–1026, https://doi.org/10.1016/S0531-5131(01)00179-0, 2001. 
Azimian, H., Breetzke, J., Trejos, A. L., Patel, R. V., Naish, M. D., Peters, T., Moore, J., Wedlake, C., and Kiaii, B.: Preoperative planning of robotics-assisted minimally invasive coronary artery bypass grafting, in: 2010 IEEE International Conference on Robotics and Automation, Anchorage, United States, 3–7 May 2010, 1548–1553, 2010. 
Badani, K. K., Muhletaler, F., Fumo, M., Kaul, S., Peabody, J. O., Bhandari, M., and Menon, M.: Optimizing robotic renal surgery: the lateral camera port placement technique and current results, J. Endourol., 22, 507–510, https://doi.org/10.1089/end.2007.0228, 2008. 
Bauernschmitt, R., Feuerstein, M., Traub, J., Schirmbeck, E. U., Klinker, G., and Lange, R.: Optimal port placement and enhanced guidance in robotically assisted cardiac surgery, Surg. Endosc., 21, 684–687, https://doi.org/10.1007/s00464-006-9057-z, 2007. 
Cestari, A., Buffi, N. M., Scapaticci, E., Lughezzani, G., Salonia, A., Briganti, A., Rigatti, P., Montorsi, F., and Guazzoni, G.: Simplifying patient positioning and port placement during robotic-assisted laparoscopic prostatectomy, Eur. Urol., 57, 530–533, https://doi.org/10.1016/j.eururo.2009.11.028, 2010. 
Download
Short summary
In this paper, the preoperative planning algorithm is proposed, which makes the laparoscope provide a reasonable initial visual field. The algorithm offers significant improvements in planning time and quality for robot-assisted laparoscopic surgery. The improved method which combines the preoperative planning algorithm with deep reinforcement learning algorithm is applied to laparoscope arm automatic positioning. The algorithm provides a basis for the robot-assisted laparoscopic surgery.