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
Main Authors: Minelli, Marco, Sozzi, Alessio, De Rossi, Giacomo, Ferraguti, Federica, Farsoni, Saverio, Setti, Francesco, Muradore, Riccardo, Bonfe, Marcello, Secchi, Cristian
Format: Conference Proceeding
Language:English
Published: IEEE 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.
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
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  surname: Minelli
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  givenname: Alessio
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  fullname: Sozzi, Alessio
  organization: University of Ferrara,Dept. of Engineering,Italy
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  surname: De Rossi
  fullname: De Rossi, Giacomo
  organization: University of Verona,Dept. of Computer Science,Italy
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  surname: Ferraguti
  fullname: Ferraguti, Federica
  organization: University of Modena and Reggio,Dept. of Sciences and Methods of Engineering,Emilia,Italy
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  organization: University of Verona,Dept. of Computer Science,Italy
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  organization: University of Verona,Dept. of Computer Science,Italy
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  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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