| Presentation | 2021-12-16 Mitigation of Atmospheric Phase Screen effect in InSAR based on Complex Deep Learning Model YuFan Cai, Josaphat Tetuko Sri Sumantyo, KeDi Chen, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The effect of the atmospheric phase screen seriously affects the DEM quality. The mainstream method is to use meteorological parameters and combine them with GPS information to calculate the atmospheric elevation error. However, it is limited by the number of calibrated points and the addition of multi-view processing and filtering in InSAR will bring a certain difference between the atmospheric phase screen carried by the processed results and the results calculated by the physical model. Therefore, this paper aims to mitigate the effect of APS by using a deep learning method without reducing the DEM resolution but obtaining higher accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | InSAR / Atmospheric Phase Screen / Deep Learning / GACOS |
| Paper # | SANE2021-68 |
| Date of Issue | 2021-12-09 (SANE) |
| Conference Information | |
| Committee | SANE |
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| Conference Date | 2021/12/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Chiba University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Radar, Remote Sensing and general issues |
| Chair | Toshifumi Moriyama(Nagasaki Univ.) |
| Vice Chair | Makoto Tanaka(Tokai Univ.) / Takeshi Amishima(Mitsubishi Electric) |
| Secretary | Makoto Tanaka(Univ. of Tokyo) / Takeshi Amishima(ENRI) |
| Assistant | Takayuki Kitamura(Mitsubishi Electric) |
| Paper Information | |
| Registration To | Technical Committee on Space, Aeronautical and Navigational Electronics |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Mitigation of Atmospheric Phase Screen effect in InSAR based on Complex Deep Learning Model |
| Sub Title (in English) | |
| Keyword(1) | InSAR |
| Keyword(2) | Atmospheric Phase Screen |
| Keyword(3) | Deep Learning |
| Keyword(4) | GACOS |
| 1st Author's Name | YuFan Cai |
| 1st Author's Affiliation | Chiba University(Chiba Univ.) |
| 2nd Author's Name | Josaphat Tetuko Sri Sumantyo |
| 2nd Author's Affiliation | Chiba University(Chiba Univ.) |
| 3rd Author's Name | KeDi Chen |
| 3rd Author's Affiliation | Chiba University(Chiba Univ.) |
| Date | 2021-12-16 |
| Paper # | SANE2021-68 |
| Volume (vol) | vol.121 |
| Number (no) | SANE-306 |
| Page | pp.pp.29-34(SANE), |
| #Pages | 6 |
| Date of Issue | 2021-12-09 (SANE) |