Linear MPC-based Motion Planning for Autonomous Surgery
Within the context of Robotic Minimally Invasive Surgery (R-MIS), we propose a novel linear model predictive controller formulation for the coordination of multiple autonomous robotic arms. The controller is synthesized by formulating a linear approximation of non-linear constraints, which allows th...
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Published in: | 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) pp. 5699 - 5706 |
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Main Authors: | , , , , , , , , |
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23-10-2022
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Abstract | Within the context of Robotic Minimally Invasive Surgery (R-MIS), we propose a novel linear model predictive controller formulation for the coordination of multiple autonomous robotic arms. The controller is synthesized by formulating a linear approximation of non-linear constraints, which allows the controller to be both computationally faster and better performing due to the increased prediction horizon allowed within the real-time control requirements for the proposed surgical application. The solution is validated under the expected constraints of a surgical scenario in which multiple laparoscopic tools must move and coordinate in a shared environment. |
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AbstractList | Within the context of Robotic Minimally Invasive Surgery (R-MIS), we propose a novel linear model predictive controller formulation for the coordination of multiple autonomous robotic arms. The controller is synthesized by formulating a linear approximation of non-linear constraints, which allows the controller to be both computationally faster and better performing due to the increased prediction horizon allowed within the real-time control requirements for the proposed surgical application. The solution is validated under the expected constraints of a surgical scenario in which multiple laparoscopic tools must move and coordinate in a shared environment. |
Author | Minelli, Marco Sozzi, Alessio Ferraguti, Federica Bonfe, Marcello Farsoni, Saverio Muradore, Riccardo De Rossi, Giacomo Setti, Francesco Secchi, Cristian |
Author_xml | – sequence: 1 givenname: Marco surname: Minelli fullname: Minelli, Marco email: marco.minelli@unimore.it organization: University of Modena and Reggio,Dept. of Sciences and Methods of Engineering,Emilia,Italy – sequence: 2 givenname: Alessio surname: Sozzi fullname: Sozzi, Alessio organization: University of Ferrara,Dept. of Engineering,Italy – sequence: 3 givenname: Giacomo surname: De Rossi fullname: De Rossi, Giacomo organization: University of Verona,Dept. of Computer Science,Italy – sequence: 4 givenname: Federica surname: Ferraguti fullname: Ferraguti, Federica organization: University of Modena and Reggio,Dept. of Sciences and Methods of Engineering,Emilia,Italy – sequence: 5 givenname: Saverio surname: Farsoni fullname: Farsoni, Saverio organization: University of Ferrara,Dept. of Engineering,Italy – sequence: 6 givenname: Francesco surname: Setti fullname: Setti, Francesco organization: University of Verona,Dept. of Computer Science,Italy – sequence: 7 givenname: Riccardo surname: Muradore fullname: Muradore, Riccardo organization: University of Verona,Dept. of Computer Science,Italy – sequence: 8 givenname: Marcello surname: Bonfe fullname: Bonfe, Marcello organization: University of Ferrara,Dept. of Engineering,Italy – sequence: 9 givenname: Cristian surname: Secchi fullname: Secchi, Cristian organization: University of Modena and Reggio,Dept. of Sciences and Methods of Engineering,Emilia,Italy |
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Snippet | Within the context of Robotic Minimally Invasive Surgery (R-MIS), we propose a novel linear model predictive controller formulation for the coordination of... |
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SubjectTerms | Computational modeling Linear approximation Manipulators Minimally invasive surgery Predictive models Real-time systems Robot kinematics |
Title | Linear MPC-based Motion Planning for Autonomous Surgery |
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