| ชื่อเรื่อง | : | A new machine learning paradigm for terrain reconstruction |
| นักวิจัย | : | Yeu, Thomas Chee Wee , Lim, Meng-Hiot , Huang, Guang Bin , Agarwal, Amit , Ong, Yew Soon |
| คำค้น | : | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering. |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2549 |
| อ้างอิง | : | Yeu, C. W., Lim, M. H., Huang, G. B., Agarwal, A., & Ong, Y. S. (2006). A new machine learning paradigm for terrain reconstruction. Geoscience and Remote Sensing Letters. 3(3), 382-386. , 1545-598X , http://hdl.handle.net/10220/6308 , http://dx.doi.org/10.1109/LGRS.2006.873687 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | Geoscience and remote sensing letters |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Terrain models that permit multiresolution access are essential for model predictive control of unmanned aerial vehicles in low-level flights. The authors present the extreme learning machine (ELM), a recently proposed learning paradigm, as a mechanism for learning the stored digital elevation information to allow multiresolution access. We give results of simulations designed to compare the performance of our approach with two other approaches for multiresolution access, namely: 1) linear interpolation on Delaunay triangles of the sampled terrain data points and 2) terrain learning using support vector machines (SVMs). The results show that to achieve the same mean square error during access, the memory needed in our approach is significantly lower. Additionally, the offline training time for the ELM network is much less than that for the SVM. |
| บรรณานุกรม | : |
Yeu, Thomas Chee Wee , Lim, Meng-Hiot , Huang, Guang Bin , Agarwal, Amit , Ong, Yew Soon . (2549). A new machine learning paradigm for terrain reconstruction.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Yeu, Thomas Chee Wee , Lim, Meng-Hiot , Huang, Guang Bin , Agarwal, Amit , Ong, Yew Soon . 2549. "A new machine learning paradigm for terrain reconstruction".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Yeu, Thomas Chee Wee , Lim, Meng-Hiot , Huang, Guang Bin , Agarwal, Amit , Ong, Yew Soon . "A new machine learning paradigm for terrain reconstruction."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2549. Print. Yeu, Thomas Chee Wee , Lim, Meng-Hiot , Huang, Guang Bin , Agarwal, Amit , Ong, Yew Soon . A new machine learning paradigm for terrain reconstruction. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2549.
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