240
Views
6
CrossRef citations to date
0
Altmetric
Articles

A denoising–classification–retracking method to improve spaceborne estimates of the water level–surface–volume relation over the Urmia Lake in Iran

, ORCID Icon &
Pages 506-533 | Received 12 Jun 2018, Accepted 02 Apr 2019, Published online: 26 Jul 2019

References

  • Abbaspour, M., and A. Nazaridoust. 2007. “Determination of Environmental Water Requirements of Lake Urmia, Iran: An Ecological Approach.” International Journal of Environmental Studies 64 (2): 161–169. doi:10.1080/00207230701238416.
  • Abileah, R., S. Vignudelli, and A. Scozzari. 2011. “A Completely Remote Sensing Approach to Monitoring Reservoirs Water Volume.” Int. Water Technol. J 1: 63–77.
  • AghaKouchak, A., H. Norouzi, K. Madani, A. Mirchi, M. Azarderakhsh, A. Nazemi, N. Nasrollahi, A. Farahmand, A. Mehran, and E. Hasanzadeh. 2015. “Aral Sea Syndrome Desiccates Lake Urmia: Call for Action.” Journal of Great Lakes Research 41 (1): 307–311. doi:10.1016/j.jglr.2014.12.007.
  • Ahmadi, J., D. Kahforoushan, E. Fatehifar, K. Zoroufchi Benis, and M. Nadjafi. 2015. “Forecasting Surface Area Fluctuations of Urmia Lake by Image Processing Technique.” Journal of Applied Research in Water and Wastewater 2 (2): 183–187.
  • Alsdorf, D. E., E. Rodriguez, and D. P. Lettenmaier. 2007. “Measuring Surface Water from Space.” Reviews of Geophysics 45 (2). doi:10.1029/2006RG000197.
  • Arabsahebi, R., B. Voosoghi, and M. J. Tourian. 2018a. “An Estimation of Tropospheric Corrections Using GPS and Synoptic Data: Improving Urmia Lake Water Level Time Series from Jason-2 and SARAL/AltiKa Satellite Altimetry.” Advances in Space Research 61: 2406–2417. doi:10.1016/j.asr.2018.02.013.
  • Arabsahebi, R., B. Voosoghi, and M. J. Tourian. 2018b. “The Inflection-Point Retracking Algorithm: Improved Jason-2 Sea Surface Heights in the Strait of Hormuz.” Marine Geodesy 41: 331–352. doi:10.1080/01490419.2018.1448029.
  • Ayana, E. K. 2007 March. Validation of Radar Altimetry Lake Level Data and It’s Application in Water Resource Management. Master'sthesis, ITC, Netherland. pp4.
  • Bao, L., Y. Lu, and Y. Wang. 2009. “Improved Retracking Algorithm for Oceanic Altimeter Waveforms.” Progress in Natural Science 19 (2): 195–203. doi:10.1016/j.pnsc.2008.06.017.
  • Baup, F., F. Frappart, and J. Maubant. 2014. “Combining High-resolution Satellite Images and Altimetry to Estimate the Volume of Small Lakes.” Hydrology and Earth System Sciences 18 (5): 2007–2020. doi:10.5194/hess-18-2007-2014.
  • Birkett, C., C. Reynolds, B. Beckley, and B. Doorn. 2011. “From Research to Operations: The USDA Global Reservoir and Lake Monitor.” In Coastal Altimetry, edited by Vignudelli, S., A. Kostianoy, P. Cipollini, and J.Benveniste, 19–50. Berlin, Heidelberg: Springer.
  • Birkett, C. M., and I. M. Mason. 1995. “A New Global Lakes Database for A Remote Sensing Program Studying Climatically Sensitive Large Lakes.” Journal of Great Lakes Research 21 (3): 307–318. doi:10.1016/S0380-1330(95)71041-3.
  • Boser, B. E., I. M. Guyon, and V. N. Vapnik, 1992 July. “A Training Algorithm for Optimal Margin Classifiers.” In Proceedings of the fifth annual workshop on Computational learning theory, Pittsburgh, 144–152. ACM.
  • Burges, C. J., and B. Schölkopf. 1997. “Improving the Accuracy and Speed of Support Vector Machines.” In Advances in Neural Information Processing Systems, 375–381. Cambridge, MA: MITPress.
  • Chaudhary, A., S. Basu, R. Kumar, C. Mahesh, and R. Sharma. 2015. “Shape Classification of AltiKa 40-hz Waveforms Using Linear Discriminant Analysis and Bayes Decision Rule in the Gujarat Coastal Region.” Marine Geodesy 38 (sup1): 62–72. doi:10.1080/01490419.2014.1001504.
  • Chu, Y., J. Li, W. Jiang, X. Zou, C. Fan, X. Xu, and I. Dadzie. 2008. “Monitoring Level Fluctuations of the Lakes in the Yangtze River Basin from Radar Altimetry.” Terrestrial, Atmospheric & Oceanic Sciences 19: 63. doi:10.3319/TAO.2008.19.1-2.63(SA).
  • Cortes, C., and V. Vapnik. 1995. “Support-vector Networks.” Machine Learning 20 (3): 273–297. doi:10.1007/BF00994018.
  • Crétaux, J. F., R. Abarca-del-Río, M. Berge-Nguyen, A. Arsen, V. Drolon, G. Clos, and P. Maisongrande. 2016. “Lake Volume Monitoring from Space.” Surveys in Geophysics 37 (2): 269–305. doi:10.1007/s10712-016-9362-6.
  • Crétaux, J. F., and C. Birkett. 2006. “Lake Studies from Satellite Altimetry.” Internal Geophysics: CR Geoscience Journal 33815: 1098–1112.
  • Davis, C. H. 1997. “A Robust Threshold Retracking Algorithm for Measuring Ice-sheet Surface Elevation Change from Satellite Radar Altimeters.” IEEE Transactions on Geoscience and Remote Sensing 35 (4): 974–979. doi:10.1109/36.602540.
  • Deng, X., and W. E. Featherstone. 2006. “A Coastal Retracking System for Satellite Radar Altimeter Waveforms: Application to ERS‐2 around Australia.” Journal of Geophysical Research: Oceans 111 (C6). doi:10.1029/2005JC003039.
  • Djamali, M., J. L. de Beaulieu, M. Shah-hosseini, V. Andrieu-Ponel, P. Ponel, A. Amini, H. Akhani, et al. 2008. “A Late Pleistocene Long Pollen Record from Lake Urmia, NW Iran.” Quaternary Research 69 (3): 413–420. doi:10.1016/j.yqres.2008.03.004.
  • Duan, Z., and W. G. M. Bastiaanssen. 2013. “Estimating Water Volume Variations in Lakes and Reservoirs from Four Operational Satellite Altimetry Databases and Satellite Imagery Data.” Remote Sensing of Environment 134: 403–416. doi:10.1016/j.rse.2013.03.010.
  • Eimanifar, A., and F. Mohebbi. 2007. “Urmia Lake (northwest Iran): A Brief Review.” Saline Systems 3 (1): 5. doi:10.1186/1746-1448-3-5.
  • Fenoglio-Marc, L., M. Fehlau, L. Ferri, M. Becker, Y. Gao, and S. Vignudelli. 2010. “Coastal Sea Surface Heights from Improved Altimeter Data in the Mediterranean Sea.” In Gravity, Geoid and Earth Observation, 253–261. IAG Symposia, Boston, MA: Springer Verlag.
  • Foody, G. M., and A. Mathur. 2004. “A Relative Evaluation of Multiclass Image Classification by Support Vector Machines.” IEEE Transactions on Geoscience and Remote Sensing 42 (6): 1335–1343. doi:10.1109/TGRS.2004.827257.
  • Frappart, F., S. Biancamaria, C. Normandin, F. Blarel, L. Bourrel, M. Aumont, … J. Darrozes. 2018. “Influence of Recent Climatic Events on the Surface Water Storage of the Tonle Sap Lake.” Science of the Total Environment 636: 1520–1533. doi:10.1016/j.scitotenv.2018.04.326.
  • Gao, H., C. Birkett, and D. P. Lettenmaier. 2012. “Global Monitoring of Large Reservoir Storage from Satellite Remote Sensing.” Water Resources Research 48 (9). doi:10.1029/2012WR012063.
  • Guo, J. Y., Y. G. Gao, X. T. Chang, and C. W. Hwang. 2010. “Optimized Threshold Algorithm of Envisat Waveform Retracking over Coastal Sea.” Chinese Journal of Geophysics 53 (2): 231–239. doi:10.1002/cjg2.1490.
  • Guo, J. Y., C. W. Hwang, X. T. Cheng, and Y. Liu. 2006. “Improved Threshold Retracker for Satellite Altimeter Waveform Retracking over Coastal Sea.” Progress in Natural Science 16 (7): 732–738. doi:10.1080/10020070612330061.
  • Halimi, A., C. Mailhes, J. Y. Tourneret, P. Thibaut, and F. Boy. 2013. “Parameter Estimation for Peaky Altimetric Waveforms.” IEEE Transactions on Geoscience and Remote Sensing 51 (3): 1568–1577. doi:10.1109/TGRS.2012.2205697.
  • Hwang, C., J. Guo, X. Deng, H. Y. Hsu, and Y. Liu. 2006. “Coastal Gravity Anomalies from Retracked Geosat/GM Altimetry: Improvement, Limitation and the Role of Airborne Gravity Data.” Journal of Geodesy 80 (4): 204–216. doi:10.1007/s00190-006-0052-x.
  • Idris, N. H., and X. Deng. 2012. “The Retracking Technique on Multi-peak and Quasi-specular Waveforms for Jason-1 and Jason-2 Missions near the Coast.” Marine Geodesy 35 (sup1): 217–237. doi:10.1080/01490419.2012.718679.
  • Jin, S., and G. Feng. 2013. “Large-scale Variations of Global Groundwater from Satellite Gravimetry and Hydrological Models, 2002–2012.” Global and Planetary Change 106: 20–30. doi:10.1016/j.gloplacha.2013.02.008.
  • Karbassi, A., G. N. Bidhendi, A. Pejman, and M. E. Bidhendi. 2010. “Environmental Impacts of Desalination on the Ecology of Lake Urmia.” Journal of Great Lakes Research 36 (3): 419–424. doi:10.1016/j.jglr.2010.06.004.
  • Karimi, S., J. Shiri, O. Kisi, and O. Makarynskyy. 2012. “Forecasting Water Level Fluctuations of Urmieh Lake Using Gene Expression Programming and Adaptive Neuro-fuzzy Inference System.” The International Journal of Ocean and Climate Systems 3 (2): 109–125. doi:10.1260/1759-3131.3.2.109.
  • Kelts, K., and M. Shahrabi. 1986. “Holocene Sedimentology of Hypersaline Lake Urmia, Northwestern Iran.” Palaeogeography, Palaeoclimatology, Palaeoecology 54 (1–4): 105–130. doi:10.1016/0031-0182(86)90120-3.
  • Knerr, S., L. Personnaz, and G. Dreyfus. 1990. “Single-layer Learning Revisited: A Stepwise Procedure for Building and Training a Neural Network.” In Neurocomputing, edited by J. Fogelman, 41–50. NATO ASI, Berlin: Springer Verlag.
  • Kotsiantis, S. B., I. Zaharakis, and P. Pintelas. 2007. “Supervised Machine Learning: A Review of Classification Techniques.” Emerging Artificial Intelligence Applications in Computer Engineering 160: 3–24.
  • Kressel, U. 1998. “Pairwise Classification and Support Vector Machines.” In Advances in Kernel Methods: Support Vector Learning, edited by Schölkopf, B., C. J. C. Burges, and A. J. Smola, 255–268. Cambridge, MA: MIT Press.
  • Lee, H., C. K. Shum, Y. Yi, A. Braun, and C. Y. Kuo. 2008. “Laurentia Crustal Motion Observed Using TOPEX/POSEIDON Radar Altimetry over Land.” Journal of Geodynamics 46 (3–5): 182–193. doi:10.1016/j.jog.2008.05.001.
  • Martin, T. V., H. J. Zwally, A. C. Brenner, and R. A. Bindschadler. 1983. “Analysis and Retracking of Continental Ice Sheet Radar Altimeter Waveforms.” Journal of Geophysical Research: Oceans 88 (C3): 1608–1616. doi:10.1029/JC088iC03p01608.
  • Massey, F. J., Jr. 1951. “The Kolmogorov-Smirnov Test for Goodness of Fit.” Journal of the American Statistical Association 46 (253): 68–78. “Topex/Poseidon: connections with ocean–atmosphere interactions over the Indian Ocean.” Global and Planetary Change, 32(2–3): 41–163. doi:10.1080/01621459.1951.10500769.
  • McFeeters, S. K. 1996. “The Use of the Normalized Difference Water Index (NDWI) in the Delineation of Open Water Features.” International Journal of Remote Sensing 17 (7): 1425–1432. doi:10.1080/01431169608948714.
  • Medina, C., J. Gomez-Enri, J. J. Alonso, and P. Villares. 2010. “Water Volume Variations in Lake Izabal (guatemala) from in Situ Measurements and ENVISAT Radar Altimeter (RA-2) and Advanced Synthetic Aperture Radar (ASAR) Data Products.” Journal of Hydrology 382 (1–4): 34–48. doi:10.1016/j.jhydrol.2009.12.016.
  • Melgani, F., and L. Bruzzone. 2004. “Classification of Hyperspectral Remote Sensing Images with Support Vector Machines.” IEEE Transactions on Geoscience and Remote Sensing 42 (8): 1778–1790. doi:10.1109/TGRS.2004.831865.
  • Mercier, F., V. Rosmorduc, L. Carrere, and P. Thibaut. 2010. Coastal and Hydrology Altimetry Product (PISTACH) Handbook, 4. Paris, France: Centre National d’Études Spatiales (CNES).
  • Muala, E., Y. A. Mohamed, Z. Duan, and P. van der Zaag. 2014. “Estimation of Reservoir Discharges from Lake Nasser and Roseires Reservoir in the Nile Basin Using Satellite Altimetry and Imagery Data.” Remote Sensing 6 (8): 7522–7545. doi:10.3390/rs6087522.
  • Nanda, S., 2015. “Multiple scatterer retracking and interferometric swath processing of CryoSat-2 data for ice sheet elevation changes.” M.Sc Thesis, TU Delft.
  • Odhiambo, B. K., and S. K. Boss. 2004. “Integrated Echo Sounder, GPS, and GIS for Reservoir Sedimentation Studies: Examples from Two Arkansas Lakes 1.” JAWRA Journal of the American Water Resources Association 40 (4): 981–997. doi:10.1111/jawr.2004.40.issue-4.
  • Ollivier, A., N. Le Bihan, J. L. Lacoume, and O. Z. Zanife, 2005. “Improving Speckle Filtering with SVD to Extract Ocean Parameters from Altimetry Radar Echos.” Proceeding of PSIP, Toulouse.
  • Papakonstantinou, A., K. Topouzelis, and G. Pavlogeorgatos. 2016. “Coastline Zones Identification and 3D Coastal Mapping Using UAV Spatial Data.” ISPRS International Journal of Geo-Information 5 (6): 75. doi:10.3390/ijgi5060075.
  • Rish, I. 2001 August. “An Empirical Study of the Naive Bayes Classifier.” In IJCAI 2001 Workshop on Empirical Methods in Artificial Intelligence, Italy, Vol. 3 No. 22, 41–46. IBM.
  • Rokni, K., A. Ahmad, A. Selamat, and S. Hazini. 2014. “Water Feature Extraction and Change Detection Using Multitemporal Landsat Imagery.” Remote Sensing 6 (5): 4173–4189. doi:10.3390/rs6054173.
  • Rokni, K., A. Ahmad, K. Solaimani, and S. Hazini. 2015. “A New Approach for Surface Water Change Detection: Integration of Pixel Level Image Fusion and Image Classification Techniques.” International Journal of Applied Earth Observation and Geoinformation 34: 226–234. doi:10.1016/j.jag.2014.08.014.
  • Russell, S., and P. Norvig. 2003. Artificial Intelligence-A Modern Approach, Ser Prentice Hall International Series in Artificial Intelligence. Pearson Education., England.
  • Sarp, G., and M. Ozcelik. 2016. “Water Body Extraction and Change Detection Using Time Series: A Case Study of Lake Burdur, Turkey.” Journal of Taibab University for Science, 11 (3): 381-391.
  • Scaramuzza, P., E. Micijevic, and G. Chander. 2004. “SLC Gap-filled Products Phase One Methodology.” Landsat Technical Notes 5. Available from: https://landsat.usgs.gov/documents/SLC_Gap_Fill_Methodology.pdf.
  • Setegn, S. G. 2015. “Water Resources Management for Sustainable Environmental Public Health.” In Sustainability of Integrated Water Resources Management, edited by Setegn, S. G., and M. C., Donoso, 275–287. Cham: Springer.
  • Sheng, Y., C. Song, J. Wang, E. A. Lyons, B. R. Knox, J. S. Cox, and F. Gao. 2016. “Representative Lake Water Extent Mapping at Continental Scales Using Multi-temporal Landsat-8 Imagery.” Remote Sensing of Environment 185: 129–141. doi:10.1016/j.rse.2015.12.041.
  • Sima, S., and M. Tajrishy. 2013. “Using Satellite Data to Extract Volume–Area–Elevation Relationships for Urmia Lake, Iran.” Journal of Great Lakes Research 39 (1): 90–99. doi:10.1016/j.jglr.2012.12.013.
  • Taravat, A., M. Rajaei, I. Emadodin, H. Hasheminejad, R. Mousavian, and E. Biniyaz. 2016. “A Spaceborne Multisensory, Multitemporal Approach to Monitor Water Level and Storage Variations of Lakes.” Water 8 (11): 478. doi:10.3390/w8110478.
  • Tisseuil, C., G. R. Roshan, T. Nasrabadi, and G. A. Asadpour. 2013. “Statistical Modeling of Future Lake Level under Climatic Conditions, Case Study of Urmia Lake (iran).” International Journal of Environmental Research, 7(1), 69-80.
  • Tourian, M. J., O. Elmi, Q. Chen, B. Devaraju, S. Roohi, and N. Sneeuw. 2015. “A Spaceborne Multisensor Approach to Monitor the Desiccation of Lake Urmia in Iran.” Remote Sensing of Environment 156: 349–360. doi:10.1016/j.rse.2014.10.006.
  • Tourneret, J. Y., C. Mailhes, J. Severini, and P. Thibaut, 2010 July. “Shape Classification of Altimetric Signals Using Anomaly Detection and Bayes Decision Rule.” In Geoscience and Remote Sensing Symposium (IGARSS), vol. 1. Honolulu, HI, USA, 1222–1225. IEEE International.
  • Ulaby, F. T., R. K. Moore, and A. K. Fung. 1982. Microwave Remote Sensing: Active and Passive. Volume 2-radar Remote Sensing and Surface Scattering and Emission Theory. Boston, MA: Addison-Wesley.
  • Valladeau, G., P. Thibaut, B. Picard, J. C. Poisson, N. Tran, N. Picot, and A. Guillot. 2015. “Using SARAL/AltiKa to Improve Ka-band Altimeter Measurements for Coastal Zones, Hydrology and Ice: The PEACHI Prototype.” Marine Geodesy 38 (sup1): 124–142. doi:10.1080/01490419.2015.1020176.
  • Wang, J., Y. Sheng, and T. S. D. Tong. 2014. “Monitoring Decadal Lake Dynamics across the Yangtze Basin Downstream of Three Gorges Dam.” Remote Sensing of Environment 152: 251–269. doi:10.1016/j.rse.2014.06.004.
  • Wingham, D. J., C. G. Rapley, and H. Griffiths. 1986. “New Techniques in Satellite Altimeter Tracking Systems.” Proceedings of IGARSS 86 (Sep): 1339–1344.
  • Xie, H., X. Luo, X. Xu, H. Pan, and X. Tong. 2016. “Automated Subpixel Surface Water Mapping from Heterogeneous Urban Environment Using Landsat 8 OLI Imagery.” Remote Sens 8: 584. doi:10.3390/rs8070584.
  • Yao, F., C. Wang, D. Dong, J. Luo, Z. Shen, and K. Yang. 2015. “High-resolution Mapping of Urban Surface Water Using ZY-3 Multi-spectral Imagery.” Remote Sensing 7 (9): 12336–12355. doi:10.3390/rs70912336.
  • Yesuf, H. M., T. Alamirew, A. M. Melesse, and M. Assen. 2012. “Bathymetric Mapping for Lake Hardibo in Northeast Ethiopia Using Sonar.” International Journal of Water Sciences 1 (1): 1–9.
  • Zhang, J., K. Xu, Y. Yang, L. Qi, S. Hayashi, and M. Watanabe. 2006. “Measuring Water Storage Fluctuations in Lake Dongting, China, by Topex/Poseidon Satellite Altimetry.” Environmental Monitoring and Assessment 115 (1–3): 23–37. doi:10.1007/s10661-006-5233-9.
  • Zhang, M., 2009. “Satellite radar altimetry for inland hydrologic studies.” Doctoral dissertation, Ohio State University.
  • Zwally, H. J., and A. C. Brenner. 2001. “Ice Sheet Dynamics and Mass Balance.” In Satellite Altimetry and Earth Sciences, edited by L. Fu and A. Cazenave, chap. 9, 351-369, Academic, San Diego, California.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.