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| Content Provider | Springer Nature Link |
|---|---|
| Author | He, Ketai Zhang, Min Zuo, Ling Alhwiti, Theyab Megahed, Fadel M. |
| Copyright Year | 2014 |
| Abstract | As measurement technologies evolve, our ability to detect, isolate and diagnose process faults on the shop-floor is rapidly changing. Three dimensional scanners provide the opportunity to capture the entire surface geometry of a manufactured part and allow for the detection of a wide variety of fault patterns that may not be captured by traditional measurement devices. Despite their advantages, their use in practice is limited due to the complexities associated with the analysis of 3D laser scan data (point clouds). Therefore, the objective of our work is to allow practitioners to fully utilize the inherent advantages of point clouds by providing a framework that can facilitate their analysis and visualization. More specifically, we transform point clouds into 2D images (without the loss of any spatial information) to benefit from the image analysis and monitoring techniques that are currently being implemented on the shop-floor. We provide numerical and experimental examples to illustrate and validate the advantages of our proposed method. Finally, we offer advice to practitioners and recommendations for future research. |
| Starting Page | 899 |
| Ending Page | 911 |
| Page Count | 13 |
| File Format | |
| ISSN | 09565515 |
| Journal | Journal of Intelligent Manufacturing |
| Volume Number | 28 |
| Issue Number | 4 |
| e-ISSN | 15728145 |
| Language | English |
| Publisher | Springer US |
| Publisher Date | 2014-12-28 |
| Publisher Place | New York |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | High-density data Noncontact scanning systems Image monitoring Map projection Statistical process control Production Manufacturing, Machines, Tools Control, Robotics, Mechatronics |
| Content Type | Text |
| Resource Type | Article |
| Subject | Industrial and Manufacturing Engineering Artificial Intelligence Software |
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