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Experimental Validation of Functional Iterative Learning Control on a One-Link Flexible Arm

Authors: Sjoerd Drost; Pietro Pustina; Franco Angelini; Alessandro De Luca; Gerwin Smit; Cosimo Della Santina;

Experimental Validation of Functional Iterative Learning Control on a One-Link Flexible Arm

Abstract

Performing precise, repetitive motions is essential in many robotic and automation systems. Iterative learning con- trol (ILC) allows determining the necessary control command by using a very rough system model to speed up the process. Functional iterative learning control is a novel technique that promises to solve several limitations of classic ILC. It operates by merging the input space into a large functional space, resulting in an over-determined control task in the iteration domain. In this way, it can deal with systems having more outputs than inputs and accelerate the learning process without resorting to model discretizations. However, the framework lacks so far a validation in experiments. This paper aims to provide such experimental validation in the context of robotics. To this end, we designed and built a one-link flexible arm that is actuated by a stepper motor, which makes the development of an accurate model more challenging and the validation closer to the industrial practice. We provide multiple experimental results across several conditions, proving the feasibility of the method in practice.

Keywords

iterative learning control; flexible manipulators; functional spaces, Flexible robots, flexible manipulators, iterative learning control, iterative methods, learning systems, classic ILC, experimental validation, functional iterative learning control, functional space, iteration domain, learning process, multiple experimental results, necessary control command, one-link flexible arm, over-determined control task, performing precise motions, repetitive motions , robotic automation systems, rough system model, Automation, Service robots, Merging, Process control, Aerospace electronics, Manipulators, Task analysis

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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