Hourly sea level height forecast based on GNSS-IR by using ARIMA model

References

• Anderson, K. D. 2000. “Determination of Water Level and Tides Using Interferometric Observations of GPS Signals.” Journal of Atmospheric and Oceanic Technology 17: 1118–1127. doi:10.1175/1520-0426(2000)017<1118:DOWLAT>2.0.CO;2.
   Web of Science ®Google Scholar
• Balogun, A.-L. and N. Adebisi. 2021. “Sea Level Prediction Using ARIMA, SVR and LSTM Neural Network: Assessing the Impact of Ensemble Ocean-Atmospheric Processes on Models’ Accuracy.” Geomatics, Natural Hazards and Risk 12: 653–674. doi:10.1080/19475705.2021.1887372.
   Google Scholar
• Chen, Q., D. Won, and D. M. Akos. 2014. “Snow Depth Sensing Using the GPS L2C Signal with a Dipole Antenna.” EURASIP Journal on Advances in Signal Processing 2014: 106. doi:10.1186/1687-6180-2014-106.
   Web of Science ®Google Scholar
• Chen, Q., D. Won, and D. M. Akos. 2017. “Snow Depth Estimation Accuracy Using a Dual-Interface GPS-IR Model with Experimental Results.” GPS Solutions 21: 211–223. doi:10.1007/s10291-016-0517-1.
   Web of Science ®Google Scholar
• Chew, C. C., E. E. Small, K. M. Larson, and V. U. Zavorotny. 2015. “Vegetation Sensing Using GPS-Interferometric Reflectometry: Theoretical Effects of Canopy Parameters on Signal-To-Noise Ratio Data.” IEEE Transactions on Geoscience and Remote Sensing 53: 2755–2764. doi:10.1109/TGRS.2014.2364513.
   Web of Science ®Google Scholar
• Chew, C., E. E. Small, and K. M. Larson. 2016. “An Algorithm for Soil Moisture Estimation Using GPS-Interferometric Reflectometry for Bare and Vegetated Soil.” GPS Solutions 20: 525–537. doi:10.1007/s10291-015-0462-4.
   Web of Science ®Google Scholar
• Ghorbani, M. A., O. Makarynskyy, J. Shiri, and D. Makarynska. 2010. “Genetic Programming for Sea Level Predictions in an Island Environment.” The International Journal of Ocean and Climate Systems 1: 27–35. doi:10.1260/1759-3131.1.1.27.
   Google Scholar
• Hong, F. and Q. Zhang. 2021. “Time Series Analysis of Evaporation Duct Height Over South China Sea: A Stochastic Modeling Approach.” Atmosphere 12: 1663. doi:10.3390/atmos12121663.
   Web of Science ®Google Scholar
• Imani, M., R.-J. You, and C.-Y. Kuo. 2014. “Caspian Sea Level Prediction Using Satellite Altimetry by Artificial Neural Networks.” International Journal of Environmental Science and Technology 11: 1035–1042. doi:10.1007/s13762-013-0287-z.
   Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• Larson, K. M., R. D. Ray, F. G. Nievinski, and J. T. Freymueller. 2013. “The Accidental Tide Gauge: A GPS Reflection Case Study from Kachemak Bay, Alaska.” IEEE Geoscience and Remote Sensing Letters 10: 1200–1204. doi:10.1109/LGRS.2012.2236075.
   Web of Science ®Google Scholar
• 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: 1301–1310. doi:10.1016/j.asr.2012.04.017.
   Web of Science ®Google Scholar
• Larson, K. M. and F. G. Nievinski. 2013. “GPS Snow Sensing: Results from the EarthScope Plate Boundary Observatory.” GPS Solutions 17: 41–52. doi:10.1007/s10291-012-0259-7.
   Web of Science ®Google Scholar
• 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: 295–307. doi:10.1175/JTECH-D-16-0101.1.
   Web of Science ®Google Scholar
• Li, Z., P. Chen, N. Zheng, and H. Liu. 2021. “Accuracy Analysis of GNSS-IR Snow Depth Inversion Algorithms.” Advances in Space Research 67: 1317–1332. doi:10.1016/j.asr.2020.11.021.
   Web of Science ®Google Scholar
• Liu, Z., L. Du, P. Zhou, Z. Liu, Z. Zhang, and Z. Xu. 2022. “BDS/GNSS Multipath Reflectometry (BDS/GNSS-MR) Based Altimetry with New Signals: Initial Assessment and Comparison.” Advances in Space Research 69: 282–291. doi:10.1016/j.asr.2021.08.025.
   Web of Science ®Google Scholar
• 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. doi:10.1029/2011RS004693.
   Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• Lomb, N. R. 1976. “Least-Squares Frequency Analysis of Unequally Spaced Data.” Astrophysics and Space Science 39: 447–462. doi:10.1007/BF00648343.
   Web of Science ®Google Scholar
• Martin-Neira, M. 1993. “A Passive Reflectometry and Interferometry System (PARIS): Application to Ocean Altimetry.” ESA Journal 17: 331–355.
   Google Scholar
• Ozeki, M., and K. Heki. 2012. “GPS Snow Depth Meter with Geometry-Free Linear Combinations of Carrier Phases.” Journal of Geodesy 86: 209–219. doi:10.1007/s00190-011-0511-x.
   Web of Science ®Google Scholar
• Qian, X., and S. Jin. 2016. “Estimation of Snow Depth from GLONASS SNR and Phase-Based Multipath Reflectometry.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 9: 4817–4823. doi:10.1109/JSTARS.2016.2560763.
   Web of Science ®Google Scholar
• Qian, X., S. Jin, and X. Wu, 2016. “Snow Depth Variations Estimated from Three-Frequency GPS Interferometric Reflectometry.” In 2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). Presented at the IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium, 6086–6089. Beijing, China: IEEE. 10.1109/IGARSS.2016.7730590
   Google Scholar
• Rover, S. and A. Vitti. 2019. “GNSS-R with Low-Cost Receivers for Retrieval of Antenna Height from Snow Surfaces Using Single-Frequency Observations.” Sensors 19: 5536. doi:10.3390/s19245536.
   PubMed Web of Science ®Google Scholar
• Sanchez-Martin, N., A. Arroyo, J. Martínez-Fernández, M. Piles, A. Gonzalez-Zamora, A. Camps, and M. Vall-Llossera. 2015. “On the Synergy of Airborne GNSS-R and Landsat 8 for Soil Moisture Estimation.” Remote Sensing 7: 9954–9974. doi:10.3390/rs70809954.
   Web of Science ®Google Scholar
• Song, M., X. He, X. Wang, Y. Zhou, and X. Xu. 2019. “Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique.” Sensors 19: 4524. doi:10.3390/s19204524.
   PubMed Web of Science ®Google Scholar
• Vey, S., A. Guntner, J. Wickert, T. Blume, H. Thoss, and M. Ramatschi. 2016. “Monitoring Snow Depth by GNSS Reflectometry in Built-Up Areas: A Case Study for Wettzell, Germany.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 9: 4809–4816. doi:10.1109/JSTARS.2016.2516041.
   Web of Science ®Google Scholar
• Wan, W., K. M. Larson, E. E. Small, C. C. Chew, and J. J. Braun. 2015. “Using Geodetic GPS Receivers to Measure Vegetation Water Content.” GPS Solutions 19: 237–248. doi:10.1007/s10291-014-0383-7.
   Web of Science ®Google Scholar
• Wan Mohamad Nawi, W. I. A., M. S. Lola, R. Zakariya, N. H. Zainuddin, K. Abd Hamid, A. Abd, and E. Aruchunan. 2021. “Improved of Forecasting Sea Surface Temperature Based on Hybrid ARIMA and Support Vector Machines Models.” Malaysian Journal of Fundamental and Applied Sciences 17: 609–620. doi:10.11113/mjfas.v17n5.2356.
   Web of Science ®Google Scholar
• Wang, X., Q. Zhang, and S. Zhang. 2018. “Azimuth Selection for Sea Level Measurements Using Geodetic GPS Receivers.” Advances in Space Research 61: 1546–1557. doi:10.1016/j.asr.2018.01.002.
   Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• Yang, T., W. Wan, X. Chen, T. Chu, Z. Qiao, H. Liang, J. Wei, G. Wang, and Y. Hong. 2019. “Land Surface Characterization Using BeiDou Signal-To-Noise Ratio Observations.” GPS Solutions 23: 32. doi:10.1007/s10291-019-0824-4.
   Web of Science ®Google Scholar
• Yavuzdoğan, A. and E. Tanır Kayıkçı. 2021. “A Copula Approach for Sea Level Anomaly Prediction: A Case Study for the Black Sea.” Survey Review 53: 436–446. doi:10.1080/00396265.2020.1816314.
   Web of Science ®Google Scholar
• Yu, K., W. Ban, X. Zhang, and X. Yu. 2015. “Snow Depth Estimation Based on Multipath Phase Combination of GPS Triple-Frequency Signals.” IEEE Transactions on Geoscience and Remote Sensing 53: 5100–5109. doi:10.1109/TGRS.2015.2417214.
   Web of Science ®Google Scholar
• Yu, K., Y. Li, T. Jin, X. Chang, Q. Wang, and J. Li. 2020. “GNSS-R-Based Snow Water Equivalent Estimation with Empirical Modeling and Enhanced SNR-Based Snow Depth Estimation.” Remote Sensing 12: 3905. doi:10.3390/rs12233905.
   Web of Science ®Google Scholar
• Yun, Z., M. Wanting, G. Qiming, H. Yanling, H. Zhonghua, C. Yunchang, X. Qing, and W. Wei. 2015. “Detection of Bohai Bay Sea Ice Using GPS-Reflected Signals.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8: 39–46. doi:10.1109/JSTARS.2014.2357894.
   Web of Science ®Google Scholar
• Zhang, S., X. Wang, and Q. Zhang. 2017. “Avoiding Errors Attributable to Topography in GPS-IR Snow Depth Retrievals.” Advances in Space Research 59: 1663–1669. doi:10.1016/j.asr.2016.12.031.
   Web of Science ®Google Scholar
• Zhang, S., T. Wang, L. Wang, J. Zhang, J. Peng, Q. Liu, and A. Professor. 2021. “Evaluation of GNSS-IR for Retrieving Soil Moisture and Vegetation Growth Characteristics in Wheat Farmland.” Journal of Surveying Engineering 147: 14. doi:10.1061/(ASCE).
   Web of Science ®Google Scholar
• Zhao, J., Y. Fan, and Y. Mu. 2019. “Sea Level Prediction in the Yellow Sea from Satellite Altimetry with a Combined Least Squares-Neural Network Approach.” Marine Geodesy 42: 344–366. doi:10.1080/01490419.2019.1626306.
   Web of Science ®Google Scholar
• Zheng, N., P. Chen, and Z. Li. 2021. “Accuracy Analysis of Ground-Based GNSS-R Sea Level Monitoring Based on Multi GNSS and Multi SNR.” Advances in Space Research 68: 1789–1801. doi:10.1016/j.asr.2021.04.024.
   Web of Science ®Google Scholar
• Zhou, W., L. Liu, L. Huang, Y. Yao, J. Chen, and S. Li. 2019. “A New GPS SNR-Based Combination Approach for Land Surface Snow Depth Monitoring.” Scientific Reports 9: 3814. doi:10.1038/s41598-019-40456-2.
   PubMed Web of Science ®Google Scholar