Abstract
Environmental and commercial drivers are leading to a circular economy, where systems and components are routinely recycled or remanufactured. Unlike traditional manufacturing, where components typically have a high degree of tolerance, components in the remanufacturing process may have seen decades of wear, resulting in a wider variation of geometries. This makes it difficult to translate existing automation techniques to perform Non-Destructive Testing (NDT) for such components autonomously. The challenge of performing automated inspections, with off-line tool-paths developed from Computer Aided Design (CAD) models, typically arises from the fact that those paths do not have the required level of accuracy. Beside the fact that CAD models are less available for old parts, these parts often differ from their respective virtual models. This paper considers flexible automation by combining part geometry reconstruction with ultrasonic tool-path generation, to perform Ultrasonic NDT. This paper presents an approach to perform custom vision-guided ultrasonic inspection of components, which is achieved through integrating an automated vision system and a purposely developed graphic user interface with a robotic work-cell. The vision system, based on structure from motion, allows creating 3D models of the parts. Also, this work compares four different tool-paths for optimum image capture. The resulting optimum 3D models are used in a virtual twin environment of the robotic inspection cell, to enable the user to select any points of interest for ultrasonic inspection. This removes the need of offline robot path-planning and part orientation for assessing specific locations on a part, which is typically a very time-consuming phase.
Highlights
Robotic inspection of components in the manufacturing and remanufacturing industry has been a growing research area [2, 13]
This paper aims to contribute to the existing state-of-the-art in two-fold: 1 The work compares different image acquisition techniques and presents the results of each method on structure from motion (SfM)-produced 3D models
We validated the accuracy and repeatability of our vision-guided robotic component inspection system. For this purpose and for the sake of simplicity while demonstrating the proof of concept, we have reported the experimental results obtained for the aluminium stair case sample by enabling the ultrasonic tool path executed by the robot to perform tasks such as Non-Destructive Testing (NDT)
Summary
Robotic inspection of components in the manufacturing and remanufacturing industry has been a growing research area [2, 13]. There is an increasing need for automating the process of robotic tool path generation, to enable an effective NDT inspection of components with complex geometries. Photogrammetry methods offer its widespread applications contributing to achieving flexible autonomy in fields such as engineering, geology, health, safety and manufacturing [11, 21, 22, 36, 39, 41] It provides a cost-effective solution to acquire part geometries in the form of 3D models. Patch-based multi-view stereo is used to obtain the dense scene geometry, producing a 3D model of the object This 3D model is used to construct the tool path for a robot to perform the NDT inspection of specific locations through an ultrasonic probe
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