Error-Bounded Reference Tracking MPC for Machines With Structural Flexibility

For industrial contouring and machining applications such as laser cutting, it is desirable to be able to bound errors without unduly compromising machine throughput. Traditional control architectures in machining are unable to explicitly bound tracking errors, and therefore, conservative operation...

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Veröffentlicht in:IEEE transactions on industrial electronics (1982) 2020-10, Vol.67 (10), p.8143-8154
Hauptverfasser: Yuan, Meng, Manzie, Chris, Good, Malcolm, Shames, Iman, Gan, Lu, Keynejad, Farzad, Robinette, Troy
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container_end_page 8154
container_issue 10
container_start_page 8143
container_title IEEE transactions on industrial electronics (1982)
container_volume 67
creator Yuan, Meng
Manzie, Chris
Good, Malcolm
Shames, Iman
Gan, Lu
Keynejad, Farzad
Robinette, Troy
description For industrial contouring and machining applications such as laser cutting, it is desirable to be able to bound errors without unduly compromising machine throughput. Traditional control architectures in machining are unable to explicitly bound tracking errors, and therefore, conservative operation is required to ensure satisfactory performance of the overall system. This is particularly relevant in contouring applications when the end effector is connected to the drive via a flexible link, and no direct feedback measurement about the end-effector position is available. In this article, a model predictive approach is proposed, which guarantees that a desired level of tracking error is met for the case where the structure is flexible and the end-effector position is estimated. To achieve this, a robust control invariant set is estimated using a computationally tractable algorithm and incorporated into the problem formulation. The applicability of the proposed approach is successfully demonstrated via simulation and experiments conducted on a commercial single axis system.
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source IEEE Electronic Library (IEL)
subjects Algorithms
Computational modeling
Computer simulation
Contouring
End effectors
Flexible structures
Laser beam cutting
Machining
model predictive control (MPC)
Motion control
Observers
Position measurement
Robust control
Tracking
Tracking errors
Vibrations
title Error-Bounded Reference Tracking MPC for Machines With Structural Flexibility
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