Key-Point Interpolation: A Sparse Data Interpolation Algorithm based on B-splines
文献类型：期刊论文
| 作者 | Wang,Bolun1,4; Jiang,Xin1,3,4; Huo,Guanying1,3,4; Su,Cheng1,3,4; Yan,Dongming2 ; Zheng,Zhiming1,4
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| 刊名 | Journal of Physics: Conference Series
 |
| 出版日期 | 2021-10-01 |
| 卷号 | 2068期号:1 |
| ISSN号 | 1742-6588 |
| DOI | 10.1088/1742-6596/2068/1/012010 |
| 英文摘要 | Abstract B-splines are widely used in the fields of reverse engineering and computer-aided design, due to their superior properties. Traditional B-spline surface interpolation algorithms usually assume regularity of the data distribution. In this paper, we introduce a novel B-spline surface interpolation algorithm: KPI, which can interpolate sparsely and non-uniformly distributed data points. As a two-stage algorithm, our method generates the dataset out of the sparse data using Kriging, and uses the proposed KPI (Key-Point Interpolation) method to generate the control points. Our algorithm can be extended to higher dimensional data interpolation, such as reconstructing dynamic surfaces. We apply the method to interpolating the temperature of Shanxi Province. The generated dynamic surface accurately interpolates the temperature data provided by the weather stations, and the preserved dynamic characteristics can be useful for meteorology studies. |
| 语种 | 英语 |
| WOS记录号 | IOP:JPCS_2068_1_012010 |
| 出版者 | IOP Publishing |
| 源URL | [http://ir.ia.ac.cn/handle/173211/46370]  |
| 专题 | 模式识别国家重点实验室_三维可视计算 |
| 作者单位 | 1.Peng Cheng Laboratory, Shenzhen, Guangdong, China 2.National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China 3.Zhengzhou Aerotropolis Institute of Artificial Intelligence, Zhengzhou, Henan, China 4.Key Laboratory of Mathematics, Informatics and Behavioral Semantics (LMIB), School of Mathematical Science, Beihang University, Beijing, China |
| 推荐引用方式 GB/T 7714 | Wang,Bolun,Jiang,Xin,Huo,Guanying,et al. Key-Point Interpolation: A Sparse Data Interpolation Algorithm based on B-splines[J]. Journal of Physics: Conference Series,2021,2068(1). |
| APA | Wang,Bolun,Jiang,Xin,Huo,Guanying,Su,Cheng,Yan,Dongming,&Zheng,Zhiming.(2021).Key-Point Interpolation: A Sparse Data Interpolation Algorithm based on B-splines.Journal of Physics: Conference Series,2068(1). |
| MLA | Wang,Bolun,et al."Key-Point Interpolation: A Sparse Data Interpolation Algorithm based on B-splines".Journal of Physics: Conference Series 2068.1(2021). |
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