A model-free hull deformation measurement method with time delay compensation
Estimation and compensation for hull deformation is an indispensable step for the ship to establish a unified space attitude. The existing hull deformation measurement methods are dependent on the pre-established deformation model, and an inaccurate deformation model will reduce the deformation esti...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2018-11-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1177/1550147718810695 |
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| _version_ | 1849684496880762880 |
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| author | Ying He Xiafu Peng Xiaoli Zhang Xiaoqiang Hu |
| author_facet | Ying He Xiafu Peng Xiaoli Zhang Xiaoqiang Hu |
| author_sort | Ying He |
| collection | DOAJ |
| description | Estimation and compensation for hull deformation is an indispensable step for the ship to establish a unified space attitude. The existing hull deformation measurement methods are dependent on the pre-established deformation model, and an inaccurate deformation model will reduce the deformation estimation accuracy. To solve this problem, a hull deformation estimation method without deformation model is proposed in this article, which utilizes the neural network to fit the hull deformation. To train the neural network online, connection weights of the neural network are regarded as system state variables which can be estimated by the Unscented Kalman Filter. Simultaneously, considering the time delay problem of inertial data, a time delay compensation method based on the quaternion attitude matrix is proposed. The simulation results show that the proposed method can obtain high estimation accuracy without any deformation model even when the inertial data are asynchronous. |
| format | Article |
| id | doaj-art-bb0ef121a8d744b7950643f3e0ef37f3 |
| institution | DOAJ |
| issn | 1550-1477 |
| language | English |
| publishDate | 2018-11-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-bb0ef121a8d744b7950643f3e0ef37f32025-08-20T03:23:26ZengWileyInternational Journal of Distributed Sensor Networks1550-14772018-11-011410.1177/1550147718810695A model-free hull deformation measurement method with time delay compensationYing HeXiafu PengXiaoli ZhangXiaoqiang HuEstimation and compensation for hull deformation is an indispensable step for the ship to establish a unified space attitude. The existing hull deformation measurement methods are dependent on the pre-established deformation model, and an inaccurate deformation model will reduce the deformation estimation accuracy. To solve this problem, a hull deformation estimation method without deformation model is proposed in this article, which utilizes the neural network to fit the hull deformation. To train the neural network online, connection weights of the neural network are regarded as system state variables which can be estimated by the Unscented Kalman Filter. Simultaneously, considering the time delay problem of inertial data, a time delay compensation method based on the quaternion attitude matrix is proposed. The simulation results show that the proposed method can obtain high estimation accuracy without any deformation model even when the inertial data are asynchronous.https://doi.org/10.1177/1550147718810695 |
| spellingShingle | Ying He Xiafu Peng Xiaoli Zhang Xiaoqiang Hu A model-free hull deformation measurement method with time delay compensation International Journal of Distributed Sensor Networks |
| title | A model-free hull deformation measurement method with time delay compensation |
| title_full | A model-free hull deformation measurement method with time delay compensation |
| title_fullStr | A model-free hull deformation measurement method with time delay compensation |
| title_full_unstemmed | A model-free hull deformation measurement method with time delay compensation |
| title_short | A model-free hull deformation measurement method with time delay compensation |
| title_sort | model free hull deformation measurement method with time delay compensation |
| url | https://doi.org/10.1177/1550147718810695 |
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