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Research Article

Application of RNN on GNSS Reflectometry Sea level monitoring

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Pages 3592-3608 | Received 18 Jan 2022, Accepted 05 Jul 2022, Published online: 19 Jul 2022

References

  • Alonso Arroyo, A., A. Camps, A. Aguasca, G. F. Forte, A. Monerris, C. Rüdiger, J. P. Walker, et al. 2014. ”Dual-Polarization GNSS-R Interference Pattern Technique for Soil Moisture Mapping.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 7 (5): 1533–1544. DOI:10.1109/JSTARS.2014.2320792.
  • Alonso-Arroyo, A., A. Camps, H. Park, D. Pascual, R. Onrubia, and F. Martín. 2019. “Retrieval of Significant Wave Height and Mean Sea Surface Level Using the GNSS-R Interference Pattern Technique: Results from a Three-Month Field Campaign.” IEEE Transactions on Geoscience and Remote Sensing 53 (6): 3198–3209. doi:10.1109/TGRS.2014.2371540.
  • Anderson, K. D. 2000. “Determination of Water Level and Tides Using Interferometric Observations of GPS Signals.” Journal of Atmospheric and Oceanic Technology 17 (8): 1118–1127. doi:10.1175/1520-0426(2000)017<1118:DOWLAT>2.0.CO;2.
  • Antczak, K. 2018. “Deep Recurrent Neural Networks for ECG Signal Denoising.” arXiv preprint arXiv:1807.11551.
  • Beckheinrich, J., A. Hirrle, S. Schön, G. Beyerle, M. Semmling, and J. Wickert. 2014. “Water Level Monitoring of the Mekong Delta Using GNSS Reflectometry Technique.” 2014 Ieee International Geoscience and Remote Sensing Symposium (Igarss) Quebec City, QC, Canada, 3798–3801.
  • Camps, A., F. Martín, H. Park, E. Valencia, A. Rius, and S. D’-Addio. 2012. “Interferometric GNSS-R Achievable Altimetric Performance and Compression/denoising Using the Wavelet Transform: An Experimental Study.” IEEE International Geoscience and Remote Sensing Symposium, Munich, Germany, 7512–7515.
  • Camps, A., H. Park, E. V. i Domènech, D. Pascual, F. Martin, A. Rius, S. Ribo, et al. 2014. ”Optimization and Performance Analysis of Interferometric GNSS-R Altimeters: Application to the PARIS IoD Mission.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 7 (5): 1436–1451. DOI:10.1109/JSTARS.2014.2320873.
  • Cardellach, E., W. Li, A. Rius, M. Semmling, J. Wickert, F. Zus, C. S. Ruf, and C. Buontempo. 2020. “First Precise Spaceborne Sea Surface Altimetry with GNSS Reflected Signals.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13: 102–112. doi:10.1109/JSTARS.2019.2952694.
  • Guerova, G. and T. Simeonov. 2022. “Chapter 8 - GNSS Reflectometry (GNSS-R) for Environmental Observation.” Global Navigation Satellite System Monitoring of the Atmosphere. Elsevier 129–149. doi:10.1016/B978-0-12-819152-1.00002-7
  • Hannah, B. M. 2001. “Modelling and simulation of GPS multipath propagation.” Doctoral dissertation, Queensland University of Technology.
  • Huang, N. E., Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, and H. H. Liu. 1998. “The Empirical Mode Decomposition and the Hilbert Spectrum for Nonlinear and Non-Stationary Time Series Analysis.” Proceedings of the Royal Society of London. Series A: mathematical, physical and engineering sciences, 454(1971), 903–995. doi:10.1098/rspa.1998.0193
  • Jin, S., E. Cardellach, and F. Xie. 2014. GNSS Remote Sensing, 16. The Netherlands: Springer. doi:10.1007/978-94-007-7482-7
  • Jin, S., X. Qian, and X. Wu. 2017. “Sea Level Change from BeiDou Navigation Satellite System-Reflectometry (BDS-R): First Results and Evaluation.” Global and Planetary Change 149: 20–25. doi:10.1016/j.gloplacha.2016.12.010.
  • Kingma, D. P. and J. Ba. 2014. “Adam: A Method for Stochastic Optimization.” arXiv preprint arXiv:1412.6980.
  • Larson, K. M., J. S. Löfgren, and R. Haas. 2013. “Coastal Sea Level Measurements Using a Single Geodetic GPS Receiver.” Advances in Space Research 51 (8): 1301–1310. doi:10.1016/j.asr.2012.04.017.
  • Larson, K. M., R. D. Ray, and S. D. P. Williams. 2017. “A 10-Year Comparison of Water Levels Measured with a Geodetic GPS Receiver versus a Conventional Tide Gauge.” Journal of Atmospheric and Oceanic Technology 34 (2): 295–307. doi:10.1175/JTECH-D-16-0101.1.
  • Larson, K. M., T. Lay, Y. Yamazaki, K. F. Cheung, L. Ye, S. Williams, and J. Davis. 2021. “Dynamic Sea Level Variation from GNSS: 2020 Shumagin Earthquake Tsunami Resonance and Hurricane Laura.” Geophysical Research Letters 48 (4). doi:10.1029/2020GL091378.
  • Li, W., D. Yang, S. D’-Addio, and M. Martin-Neira. 2014. “Partial Interferometric Processing of Reflected GNSS Signals for Ocean Altimetry.” IEEE Geoscience and Remote Sensing Letters 11 (9): 1509–1513. doi:10.1109/LGRS.2013.2297697.
  • Li, W., E. Cardellach, F. Fabra, S. Ribo, and A. Rius. 2020. “Assessment of Spaceborne GNSS-R Ocean Altimetry Performance Using CYGNSS Mission Raw Data.” IEEE Transactions on Geoscience and Remote Sensing 58 (1): 238–250. doi:10.1109/TGRS.2019.2936108.
  • Löfgren, J. S., R. Haas, H. G. Scherneck, and M. S. Bos. 2011. “Three Months of Local Sea Level Derived from Reflected GNSS Signals.” Radio Science 46 (6). doi:10.1029/2011RS004693.
  • Löfgren, J. S., R. Haas, and H. G. Scherneck. 2014. “Sea Level Time Series and Ocean Tide Analysis from Multipath Signals at Five GPS Sites in Different Parts of the World.” Journal of Geodynamics 80: 66–80. doi:10.1016/j.jog.2014.02.012.
  • Maas, A., Q. Le, T. Neil, O. Vinyals, P. Nguyen, and A. Ng. 2012. “Recurrent Neural Networks for Noise Reduction in Robust ASR.” 13th Annual Conference of the International Speech Communication Association 2012 (Interspeech 2012), Portland, OR, USA, 1-3, 22–25.
  • Martin-Neira, M. 1993. “A Passive Reflectometry and Interferometry System (PARIS): Application to Ocean Altimetry.” ESA Journal 17 (4): 331–355.
  • Martín-Neira, M., C. Marco, J. F. Rossello, L. Stephane, and C. S. Vallmitjana. 2001. “The PARIS Concept: An Experimental Demonstration of Sea Surface Altimetry Using GPS Reflected Signals.” IEEE Transactions on Geoscience and Remote Sensing 39 (1): 142–150. doi:10.1109/36.898676.
  • Nievinski, F. G. and K. M. Larson. 2013. “Forward Modeling of GPS Multipath for Near-Surface Reflectometry and Positioning Applications.” GPS Solutions 18 (2): 309–322. doi:10.1007/s10291-013-0331-y.
  • Nievinski, F. G. and K. M. Larson. 2014a. “Inverse Modeling of GPS Multipath for Snow Depth Estimation—part I: Formulation and Simulations.” IEEE Transactions on Geoscience and Remote Sensing 52 (10): 6555–6563. doi:10.1109/TGRS.2013.2297681.
  • Nievinski, F. G. and K. M. Larson. 2014b. “Inverse Modeling of GPS Multipath for Snow Depth Estimation—part II: Application and Validation.” IEEE Transactions on Geoscience and Remote Sensing 52 (10): 6564–6573. doi:10.1109/TGRS.2013.2297688.
  • Nievinski, F. G., T. Hobiger, R. Haas, W. Liu, J. Strandberg, S. Tabibi, S. Vey, J. Wickert, and S. Williams. 2020. “SNR-Based GNSS Reflectometry for Coastal Sea-Level Altimetry: Results from the First IAG Inter-Comparison Campaign.” Journal of Geodesy 94: 70. doi:10.1007/s00190-020-01387-3.
  • Pan, H., X. Lv, Y. Wang, P. Matte, H. Chen, and G. Jin. 2018. “Exploration of Tidal-Fluvial Interaction in the Columbia River Estuary Using S_TIDE.” Journal of Geophysical Research: Oceans 123: 1.
  • Peng, D., E. M. Hill, L. Li, A. D. Switzer, and K. M. Larson. 2019. “Applications of GNSS Interferometric Reflectometry for Detecting Storm Surges.” GPS Solutions 23 (2). doi:10.1007/s10291-019-0838-y.
  • Purnell, D. J., N. Gomez, N.-H. Chan, J. Strandberg, D. Holland, and T. Hobiger. 2020. “Quantifying the Uncertainty in Ground-Based GNSS-Reflectometry Sea Level Measurements.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13: 4419–4428. doi:10.1109/JSTARS.2020.3010413.
  • Reinking, J. 2016. “GNSS-SNR Water Level Estimation Using Global Optimization Based on Interval Analysis.” Journal of Geodetic Science 6 (1). doi:10.1515/jogs-2016-0006.
  • Rodriguez, P., J. Wiles, and J. L. Elman. 1999. “A Recurrent Neural Network That Learns to Count.” Connection Science 11 (1): 5–40. doi:10.1080/095400999116340.
  • Rodriguez-Alvarez, N., X. Bosch-Lluis, A. Camps, I. Ramos-Perez, E. Valencia, H. Park, and M. Vall-Llossera. 2011. “Water Level Monitoring Using the Interference Pattern GNSS-R Technique.” IEEE International Geoscience and Remote Sensing Symposium, Vancouver, BC, Canada,2334–2337. doi:10.1109/IGARSS.2011.6049677
  • Roussel, N., G. Ramillien, F. Frappart, J. Darrozes, A. Gay, R. Biancale, N. Striebig, V. Hanquiez, X. Bertin, and D. Allain. 2015. “Sea Level Monitoring and Sea State Estimate Using a Single Geodetic Receiver.” Remote Sensing of Environment 171: 261–277. doi:10.1016/j.rse.2015.10.011.
  • Russell, S. J. and P. Norvig. 2010. “Artificial Intelligence a Modern Approach.” Upper Saddle River N J 24 (1): 693–695.
  • Santamaría-Gómez, A. and C. Watson. 2016. “Remote Leveling of Tide Gauges Using GNSS Reflectometry: Case Study at Spring Bay, Australia.” GPS Solutions 21 (2): 451–459. doi:10.1007/s10291-016-0537-x.
  • Shen, H., D. George, E. A. Huerta, and Z. Zhao. 2019. “Denoising Gravitational Waves with Enhanced Deep Recurrent Denoising Auto-Encoders.” In ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, UK, 3237–3241. doi:10.1109/ICASSP.2019.8683061
  • Snay, R., M. Cline, W. Dillinger, R. Foote, S. Hilla, W. Kass, J. Ray, J. Rohde, G. Sella, and T. Soler. 2007. “Using Global Positioning System-Derived Crustal Velocities to Estimate Rates of Absolute Sea Level Change from North American Tide Gauge Records.” Journal of Geophysical Research: Solid Earth 112 (B4). doi:10.1029/2006JB004606.
  • Strandberg, J., T. Hobiger, and R. Haas. 2016. “Improving GNSS-R Sea Level Determination Through Inverse Modeling of SNR Data.” Radio Science 51 (8): 1286–1296. doi:10.1002/2016RS006057.
  • Strandberg, J., T. Hobiger, and R. Haas. 2019. “Real-Time Sea-Level Monitoring Using Kalman Filtering of GNSS-R Data.” GPS Solutions 23: 3. doi:10.1007/s10291-019-0851-1.
  • Szandała, T. 2021. “Review and Comparison of Commonly Used Activation Functions for Deep Neural Networks.” Bio-Inspired Neurocomputing Studies in Computational Intelligence 903 (1): 203–224. doi:10.1007/978-981-15-5495-7_11
  • Vignudelli, S., F. Birol, J. Benveniste, L. Fu, N. Picot, M. Raynal, and H. Roinard. 2019. “Satellite Altimetry Measurements of Sea Level in the Coastal Zone.” Surveys in Geophysics 40 (6): 1319–1349. doi:10.1007/s10712-019-09569-1.
  • Vu, P. L., M. C. Ha, F. Frédéric, D. José, R. Guillaume, D. Grégory, G. Pascal, M. Denis, and B. Philippe. 2019. “Identifying 2010 Xynthia Storm Signature in GNSS-R-Based Tide Records.” Remote Sensing 11 (7): 782. doi:10.3390/rs11070782.
  • Wang, N., T. Xu, F. Gao, and G. Xu. 2018. “Sea Level Estimation Based on GNSS Dual-Frequency Carrier Phase Linear Combinations and SNR.” Remote Sensing 10: 470. doi:10.3390/rs10030470.
  • Wang, X., X. He, and Q. Zhang. 2019. “Evaluation and Combination of Quad-Constellation Multi-GNSS Multipath Reflectometry Applied to Sea Level Retrieval.” Remote Sensing of Environment, 231: 111229. doi:10.1016/j.rse.2019.111229
  • Williams, R. J. and D. Zipser. 1989. “A Learning Algorithm for Continually Running Fully Recurrent Neural Networks.” Neural Computation 1 (2): 270–280. doi:10.1162/neco.1989.1.2.270.
  • Wöppelmann, G. and M. Marcos. 2016. “Vertical Land Motion as a Key to Understanding Sea Level Change and Variability.” Reviews of Geophysics 54 (1): 64–92. doi:10.1002/2015RG000502.
  • Zechmeister, M. and M. Kürster. 2009. “The Generalised Lomb-Scargle Periodogram.” Astronomy and Astrophysics 496 (2): 577–584. doi:10.1051/0004-6361:200811296.
  • Zhang, S., K. Liu, Q. Liu, C. Zhang, Q. Zhang, and Y. Nan. 2019. “Tide Variation Monitoring Based Improved GNSS-MR by Empirical Mode Decomposition.” Advances in Space Research 63 (10): 3333–3345. doi:10.1016/j.asr.2019.01.046.

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