References

Elhag, M., Evaluation of different soil salinity mapping using remote sensing techniques in arid ecosystems, Saudi Arabia. Journal of Sensors, 2016.

Bahrawi, J.A., et al., Soil Erosion Estimation Using Remote Sensing Techniques in Wadi Yalamlam Basin, Saudi Arabia. Advances in Materials Science and Engineering, 2016.

Elhag, M. and J.A. Bahrawi, Conservational use of remote sensing techniques for a novel rainwater harvesting in arid environment. Environmental Earth Sciences, 2014. 72(12): pp. 4995–5005.

Elhag, M. and J.A. Bahrawi, Realization of daily evapotranspiration in arid ecosystems based on remote sensing techniques. Geoscientific Instrumentation, Methods and Data Systems, 2017. 6(1): p. 141.

Zhu, Y., et al., Determination of root-zone water storage in a desert woodland using a two-layer moisture balance model. IAHS publication, 2008. 322: p. 246.

Crippen, R.E., Calculating the vegetation index faster. Remote Sensing of Environment, 1990. 34(1): pp. 71–73.

Walker, J.P., Estimating soil moisture profile dynamics from nearsurface soil moisture measurements and standard meteorological data. 1999, University of Newcastle.

Su, Z., et al. Preliminary Results of Soil Moisture Retrieval From ESAR (EMAC 94) and ERS-1/SAR, Part II: Soil Moisture Retrieval. in Proceedings of the second workshop on hydrological and microwave scattering modelling for spatial and temporal soil moisture mapping from ERS-1 and JERS-1. 1995.

Engman, E.T., Applications of microwave remote sensing of soil moisture for water resources and agriculture. Remote Sensing of Environment, 1991. 35(2–3): pp. 213–226.

Wood, E.F., D.P. Lettenmaier, V.G. Zartarian, A land‐surface hydrology parameterization with subgrid variability for general circulation models. Journal of Geophysical Research: Atmospheres, 1992. 97(D3): pp. 2717–2728.

Ochsner, T.E., et al., State of the art in large-scale soil moisture monitoring. Soil Science Society of America Journal, 2013. 77(6): pp. 1888–1919.

Psilovikos, A. and M. Elhag, Forecasting of remotely sensed daily evapotranspiration data over Nile Delta region, Egypt. Water Resources Management, 2013. 27(12): pp. 4115–4130.

Palecki, M.A. and J.E. Bell, US Climate Reference Network soil moisture observations with triple redundancy: Measurement variability. Vadose Zone Journal, 2013. 12(2).

Myneni, R.B., et al., The interpretation of spectral vegetation indexes. IEEE Transactions on Geoscience and Remote Sensing, 1995. 33(2): pp. 481–486.

Dasgupta, S., Remote sensing techniques for vegetation moisture and fire risk estimation. 2007.

Gao, B.-C., NDWI—A normalized difference water index for remote sensing of vegetation liquid water from space. Remote sensing of environment, 1996. 58(3): pp. 257–266.

Moghadas, D., et al., Effects of near surface soil moisture profiles during evaporation on far-field ground-penetrating radar data: A numerical study. Vadose Zone Journal, 2013. 12(2).

Elhag, M. and J.A. Bahrawi, Soil salinity mapping and hydrological drought indices assessment in arid environments based on remote sensing techniques. Geoscientific Instrumentation, Methods and Data Systems, 2017. 6(1): p. 149.

Muñoz-Carpena, R., et al., Field evaluation of the new Philip-Dunne permeameter for measuring saturated hydraulic conductivity. Soil Science, 2002. 167(1): pp. 9–24.

Muñoz-Carpena, R., et al., Field comparison of tensiometer and granular matrix sensor automatic drip irrigation on tomato. HortTechnology, 2005. 15(3): pp. 584–590.

Elhag, M. and J.A. Bahrawi, Potential Rainwater Harvesting Improvement Using Advanced Remote Sensing Applications. Scientific World Journal, 2014.

Zhang, H.-w. and C. Huai-Liang, The Application of Modified Normalized Difference Water Index by Leaf Area Index in the Retrieval of Regional Drought Monitoring. DEStech Transactions on Engineering and Technology Research, 2016(sste).

Mathieu, R., et al., Relationships between satellite-based radiometric indices simulated using laboratory reflectance data and typic soil color of an arid environment. Remote Sensing of Environment, 1998. 66(1): pp. 17–28.

McFeeters, S.K., The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features. International Journal of Remote Sensing, 1996. 17(7): pp. 1425–1432.

Xu, H., Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery. International Journal of Remote Sensing, 2006. 27(14): pp. 3025–3033.

Li, W., et al., A comparison of land surface water mapping using the normalized difference water index from TM, ETM+ and ALI. Remote Sensing, 2013. 5(11): pp. 5530–5549.

Du, Z., et al., Analysis of Landsat-8 OLI imagery for land surface water mapping. Remote sensing letters, 2014. 5(7): pp. 672–681.

Singh, K.V., et al., Evaluation of NDWI and MNDWI for assessment of waterlogging by integrating digital elevation model and groundwater level. Geocarto International, 2015. 30(6): pp. 650–661.

Chauhan, N., Spaceborne soil moisture estimation at high resolution: a microwave-optical/IR synergistic approach. International Journal of Remote Sensing, 2003. 24(22): pp. 4599– 4622.

Chavez, P.S., Image-based atmospheric corrections-revisited and improved. Photogrammetric engineering and remote sensing, 1996. 62(9): pp. 1025–1035.

Beisl, U., J. Telaar, and M. Schönermark, Atmospheric correction, reflectance calibration and BRDF correction for ADS40 image data. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2008. 37(B7): pp. 7–12.

Zhu, Z., S. Wang, and C.E. Woodcock, Improvement and expansion of the Fmask algorithm: cloud, cloud shadow, and snow detection for Landsats 4–7, 8, and Sentinel 2 images. Remote Sensing of Environment, 2015. 159: pp. 269–277.

Bahrawi, J.A. and M. Elhag, Simulation of Sea Level Rise and its Impacts on the Western Coastal Area of Saudi Arabia. Indian Journal of Geo-Marine Sciences, 2016. 45(1): pp. 54–61.

Hoetzl, H., Groundwater recharge in an arid karst area (Saudi Arabia). IAHS Publications-Series of Proceedings and Reports- Intern Assoc Hydrological Sciences, 1995. 232: pp. 195–210.

Al-Rashed, M.F. and M.M. Sherif, Water resources in the GCC countries: an overview. Water resources management, 2000. 14(1): pp. 59–75.

FAO, Guidelines for Computing Crop Water Requirements. FAO Irrigation and drainage paper, 1998. 56.

Rhoades, J. and F. Chanduvi, Soil salinity assessment: Methods and interpretation of electrical conductivity measurements. Vol. 57. 1999: Food & Agriculture Organization.

Klute, A., Methods of soil analysis, Part 1. Physical and mineralogical properties. American Society of Agronomy, Monograph, 1986(9).

Lacaux, J., et al., Classification of ponds from high-spatial resolution remote sensing: Application to Rift Valley Fever epidemics in Senegal. Remote Sensing of Environment, 2007. 106(1): pp. 66–74.

Ganaie, H.A., H. Hashaia, and D. Kalota, Delineation of flood prone area using Normalized Difference Water Index (NDWI) and transect method: A case study of Kashmir Valley. International Journal of Remote Sensing Applications, 2013. 3(2): pp. 53–58.

Hawkins, R.H. and R.A. Pole, STANDARDIZATION OF PEAKVOLUME TRANSFORMATIONS. JAWRA Journal of the American Water Resources Association, 1989. 25(2): pp. 377–380.

Monahan, A.H., Nonlinear principal component analysis by neural networks: theory and application to the Lorenz system. Journal of Climate, 2000. 13(4): pp. 821–835.

Congalton, R.G., R.G. Oderwald, and R.A. Mead, Assessing Landsat classification accuracy using discrete multivariate analysis statistical techniques. Photogrammetric Engineering and Remote Sensing, 1983. 49(12): pp. 1671–1678.

Wang, Y., F. Huang, and Y. Wei. Water body extraction from LANDSAT ETM+ image using MNDWI and KT transformation. in Geoinformatics (GEOINFORMATICS), 2013 21st International Conference on. 2013. IEEE.

Gautam, V.K., et al., Assessment of Surface Water Dynamicsin Bangalore Using WRI, NDWI, MNDWI, Supervised Classification and KT Transformation. Aquatic Procedia, 2015. 4: pp. 739–746.

Ji, L., L. Zhang, and B. Wylie, Analysis of dynamic thresholds for the normalized difference water index. Photogrammetric Engineering Remote Sensing, 2009. 75(11): pp. 1307–1317.

Dambach, P., et al., Utilization of combined remote sensing techniques to detect environmental variables influencing malaria vector densities in rural West Africa. International Journal of Health Geographics, 2012. 11(1): p. 8.

Daughtry, C., et al., Remote sensing the spatial distribution of crop residues. Agronomy Journal, 2005. 97(3): pp. 864–871.

Serbin, G., et al., An improved ASTER index for remote sensing of crop residue. Remote Sensing, 2009. 1(4): pp. 971–991.

Chen, Z., Effects of fire on major forest ecosystem processes: an overview. Ying Yong Sheng Tai Xue Bao, 2006. 17(9): pp. 1726–1732.

Gu, Y., et al., A five‐year analysis of MODIS NDVI and NDWI for grassland drought assessment over the central Great Plains of the United States. Geophysical Research Letters, 2007. 34(6).

Soti, V., et al., Assessing optical earth observation systems for mapping and monitoring temporary ponds in arid areas. International Journal of Applied Earth Observation and Geoinformation, 2009. 11(5): pp. 344–351.

Sánchez-Ruiz, S., et al., Combining SMOS with visible and near/ shortwave/thermal infrared satellite data for high resolution soil moisture estimates. Journal of Hydrology, 2014. 516: pp. 273–283.

Dehni, A. and M. Lounis, Remote sensing techniques for salt affected soil mapping: application to the Oran region of Algeria. Procedia Engineering, 2012. 33: pp. 188–198.

Lillesand, T., R.W. Kiefer, and J. Chipman, Remote sensing and image interpretation. 2014: John Wiley & Sons.

Lei, L., et al., Study on the soil salinization monitoring based on measured hyperspectral and HSI data. Spectroscopy and Spectral Analysis, 2014. 34(7): pp. 1948–1953.

Zhang, T., et al., Information extraction method of soil salinity in typical areas of the yellow river delta based on landsat imagery. Agricultural Sciences, 2015. 6(01): p. 71.

Koshal, A., Spectral characteristics of soil salinity areas in parts of South-West Punjab through remote sensing and GIS. International Journal of Remote Sensing and GIS, 2012. 1(2): pp. 84–89.

Zhang, C., et al., Quantitative retrieval of soil salt content based on remote sensing in the Yellow River delta. Journal of Graduate University of Chinese Academy of Sciences, 2013. 30: pp. 220–227.

Allbed, A. and L. Kumar, Soil salinity mapping and monitoring in arid and semi-arid regions using remote sensing technology: a review. Advances in Remote Sensing, 2013. 2(04): p. 373.

Drusch, M., et al., Sentinel-2: ESA’s optical high-resolution mission for GMES operational services. Remote Sensing of Environment, 2012. 120: pp. 25–36.