Automatic construction of 2D and 3D models during robot inspection

Author:

Gramegna Tommaso,Cicirelli Grazia,Attolico Giovanni,Distante Arcangelo

Abstract

PurposeAims to make a mobile robot able to build accurate 2D and 3D models of its environment while navigating autonomously.Design/methodology/approach2D map building is performed using a laser range scanner. The map is used by the robot to both localize itself and recognize places already explored. This is the well‐known simultaneous localization and mapping (SLAM) problem. 3D model reconstruction, instead, uses computer vision techniques based on feature extraction and matching.FindingsThe experimental results illustrate the validity and accuracy of the reconstructed maps of the environment and enable the robot to navigate autonomously in indoor environments, such as museums, hospitals, airports, offices and so on. Such a robot can play a major role in different tasks such as surveillance, image‐based rendering, remote fruition of hardly accessible sites, monitoring and maintenance applications, reverse engineering in construction. In these areas accurate 3D models in addition to 2D maps can convey a lot of very useful information.Originality/valueThe main contribution of the paper is an interesting integration of different algorithms in an experimental platform that performs 2D map building using a laser range scanner, autonomous navigation and 3D reconstruction of the areas of particular interest.

Publisher

Emerald

Subject

Industrial and Manufacturing Engineering,Computer Science Applications,Control and Systems Engineering

Reference22 articles.

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2. Biber, P. and Straßer, W. (2003), “The normal distributions transform: a new approach to laser scan matching”, Proceedings of International Conference on Intelligent Robots and Systems (IROS 2003), Las Vegas, USA.

3. Biber, P., Andreasson, H., Duckett, T. and Schilling, A. (2004), “3D modeling of indoor environment by a mobile robot with a laser scanner and a panoramic camera”, Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2004), Sendai, Japan.

4. Gramegna, M., Attolico, G. and Distante, A. (2005b), “Different approaches to improve the construction of 3D models using computer vision techniques”, Proceedings of AI*IA Workshop for Cultural Heritage, ISBN 88‐900910‐0‐2, Milan.

5. Gramegna, T., Venturino, L., Ianigro, M., Attolico, G. and Distante, A. (2005a), “Pre‐historical cave fruition through robotic inspection”, Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Barcelona, pp. 3198‐203.

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