KMS of Xinjiang Astronomical Observatory, CAS
| Multi-Objective Particle Swarm Optimization of Sensor Distribution Scheme with Consideration of the Accuracy and the Robustness for Deformation Reconstruction | |
Zhao, Feifei1; Bao, Hong1; Xue, Song1; Xu, Qian2
| |
| 2019-03-02 | |
| Source Publication | SENSORS
 |
| ISSN | 1424-8220 |
| Volume | 19Issue:6Pages:1306 |
| Contribution Rank | 2 |
| Abstract | For the inverse finite element method (iFEM), an inappropriate scheme of strain senor distribution would cause severe degradation of the deformation reconstruction accuracy. The robustness of the strain-displacement transfer relationship and the accuracy of reconstruction displacement are the two key factors of reconstruction accuracy. Previous research studies have been focused on single-objective optimization for the robustness of the strain-displacement transfer relationship. However, researchers found that it was difficult to reach a mutual balance between robustness and accuracy using single-objective optimization. In order to solve this problem, a bi-objective optimal model for the scheme of sensor distribution was proposed for this paper, where multi-objective particle swarm optimization (MOPSO) was employed to optimize the robustness and the accuracy. Initially, a hollow circular beam subjected to various loads was used as a case to perform the static analysis. Next, the optimization model was established and two different schemes of strain sensor were obtained correspondingly. Finally, the proposed schemes were successfully implemented in both the simulation calculation and the experiment test. It was found that the results from the proposed optimization model in this paper proved to be a promising tool for the selection of the scheme of strain sensor distribution. |
| Keyword | inverse finite element method multi-objective particle swarm optimization deformation reconstruction transfer relationship optimal model |
| DOI | 10.3390/s19061306 |
| Indexed By | SCI |
| Language | 英语 |
| WOS Keyword | ERROR |
| Funding Project | National Natural Science Foundation of China[51675398] ; CAS Light of West China Program[2016-QNXZ-A-7] ; joint Research Fund in Astronomy[U1731135] |
| WOS Research Area | Chemistry ; Electrochemistry ; Instruments & Instrumentation |
| WOS Subject | Chemistry, Analytical ; Electrochemistry ; Instruments & Instrumentation |
| WOS ID | WOS:000465520200044 |
| Publisher | MDPI |
| Funding Organization | National Natural Science Foundation of China ; CAS Light of West China Program ; joint Research Fund in Astronomy |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.xao.ac.cn/handle/45760611-7/2693 |
| Collection | 已撤销研究室/团组_天线技术组 |
| Corresponding Author | Bao, Hong |
| Affiliation | 1.Xidian Univ, Key Lab Elect Equipment Struct Design, Minist Educ, Xian 710071, Shaanxi, Peoples R China 2.Chinese Acad Sci, Xinjiang Observ, Natl Astron Observ, Urumqi 830011, Peoples R China |
| Recommended Citation GB/T 7714 | Zhao, Feifei,Bao, Hong,Xue, Song,et al. Multi-Objective Particle Swarm Optimization of Sensor Distribution Scheme with Consideration of the Accuracy and the Robustness for Deformation Reconstruction[J]. SENSORS,2019,19(6):1306. |
| APA | Zhao, Feifei,Bao, Hong,Xue, Song,&Xu, Qian.(2019).Multi-Objective Particle Swarm Optimization of Sensor Distribution Scheme with Consideration of the Accuracy and the Robustness for Deformation Reconstruction.SENSORS,19(6),1306. |
| MLA | Zhao, Feifei,et al."Multi-Objective Particle Swarm Optimization of Sensor Distribution Scheme with Consideration of the Accuracy and the Robustness for Deformation Reconstruction".SENSORS 19.6(2019):1306. |
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| Zhao-2019-Multi-Obje（2269KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Application Full Text | |
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