In arid and semi-arid watersheds, sustainable management of natural resources (i.e. land, water and ecological resources), and watershed management are crucial issues in applied morphometric studies. Geomorphometric parameters and their interrelationships are of paramount importance in characterizing the morphology, topography, geology and structure, hydrological potential, and geomorphic evolution of such catchments. An analysis of spatial characteristics and morphological development of the demarcated 76 sub-watersheds related to W. Mujib-Wala catchment, was carried out using ASTER DEM and GIS. Multivariate statistical techniques such as Principal Component Analysis (PCA), Cluster Analysis (CA), and Discriminant Analysis (DA), were also employed to assess different aspects of drainage networks, and their morphometric properties. Principal Component Analysis (PCA) reduces the 22 morphometric parameters to five components, which explain 90.4% of total variance. The relationship of these components to the morphometric variables and to the individual sub-watersheds was evaluated, and then the degree of inter-correlation among the morphometric descriptors was explored. The 76 sub-watersheds were classified according to their individual relation to the components, and similarities in their morphometric characteristics. Regionalization of sub-watertsheds was achieved using hierarchical Cluster Analysis (CA). The validity of the resultant cluster groups was tested statistically by means of Discriminant Analysis. The present investigation provides information which highlights the benefit of geomorphometric analysis and multivariate statistics in modeling hydrological responses: i.e., surface runoff and sediment yield, hydrological assessment, water resources planning, and watershed management. Furthermore, the results can be useful for soil and water conservation planning, and assessment of flash floods potential.
References
[1]
Bender, F. (1975) Geology of the Arabian Peninsula: Jordan. United States Geological Survey Professional Paper 560-I, Washington DC.
[2]
Horton, R. (1945) Erosional Development of Streams and their Drainage Basins; Hydrophysical Approach to Quantitative Morphology. Geological Society of America Bulletin, 56, 275-370.
https://doi.org/10.1130/0016-7606(1945)56[275:EDOSAT]2.0.CO;2
[3]
Strahler, A.N. (1952) Dynamic Basis of Geomorphology. Geological Society of America Bulletin, 63, 923-938.
https://doi.org/10.1130/0016-7606(1952)63[923:DBOG]2.0.CO;2
[4]
Strahler, A.N. (1957) Quantitative Analysis of Watershed Geomorphology. Transactions, American Geophysical Union, 138, 913-938.
https://doi.org/10.1029/TR038i006p00913
[5]
Strahler, A.N. (1964) Quantitative Geomorphology of Drainage Basins and Channel Networks. In: Chow, V.T, Ed., Handbook of Applied Hydrology, McGraw-Hill, New York, 4-39-4-76.
[6]
Smith, K. (1950) Standards for Grading Textures of Erosional Topography. American Journal of Science, 248, 655-668. https://doi.org/10.2475/ajs.248.9.655
[7]
Miller, V. (1953) A Quantitative Geomorphic Study of Drainage Basin Characteristics in the Clinch Mountain Area, Virginia and Tennessee. Project NR 389-402, Technical Report 3, Columbia University, New York.
[8]
Schumm, S. (1956) Evolution of Drainage Systems and Slopes in Badlands at Perth Amboy, New Jersey. Geological Society of America Bulletin, 64, 597-646.
https://doi.org/10.1130/0016-7606(1956)67[597:EODSAS]2.0.CO;2
[9]
Lifton, N.A. and Chase, C.G. (1992) Tectonic, Climatic and Lithologic Influences on Landscape Fractal Dimension and Hypsometry: Implications for Landscape Evolution in the San Gabriel Mountains, California. Geomorphology, 45, 77-114.
[10]
Ohmori, H. (1993) Changes in the Hypsometric Curve through Mountain Building Resulting from Concurrent Tectonics and Denudation. Geomorphology, 8, 263-277.
[11]
Weissel, J., Pratson, L. and Malinverno, A. (1994) The Length-Scaling Properties of Topography. Journal of Geophysical Research, 99, 13997-14012.
https://doi.org/10.1029/94JB00130
[12]
Hurtrez, J.E., Sol, C. and Lucazeau, F. (1999) Effect of Drainage Area on Hypsometry Form Analysis of Small Scale Drainage Basins in the Siwalik Hills (Central Nepal). Earth Surface Processes and Landforms, 24, 799-808.
https://doi.org/10.1002/(SICI)1096-9837(199908)24:9<799::AID-ESP12>3.0.CO;2-4
[13]
Singh, T. (2003) Hypsometric Analysis of Watersheds Developed on Actively Deforming Mohand Ancticlinal Ridge, NW Himalaya. Geocarto International, 23, 417-427. https://doi.org/10.1080/10106040801965821
[14]
Markose, V.J. and Jayappa, K.S. (2011) Hypsometric Analysis of Kali River Basin, Karnataka, India, Using Geographical Information System. Geocarto International, 26, 553-568. https://doi.org/10.1080/10106049.2011.608438
[15]
Kusre, B.C. (2013) Hypsometric Analysis and Watershed Management of Diyung Watershed in North Eastern India. Journal of Geological Society of India, 82, 262-270. https://doi.org/10.1007/s12594-013-0148-x
[16]
Siddiqui, S. and Soldati, M. (2013) Appraisal of Active Tectonics Using Dem-Based Hypsometric Integral and Trend Surface Analysis in Emilia-Romagna Apennines, Northern Italy. Turkish Journal of Earth Sciences, 23, 277-292.
https://doi.org/10.3906/yer-1306-12
[17]
Yunus, A.P. (2016) Geomorphic and Lithologic Control on Bedrock Channels in Drainage Basins of the Western Arabian Peninsula. Arab Journal of Geosciences, 9, 133-146. https://doi.org/10.1007/s12517-015-2179-7
[18]
Farhan, Y., Elgaziri, A., Elmaji, I. and Ali, I. (2016a) Hypsometric Analysis of Wadi Mujib-Wala Watershed (Southern Jordan) Using Remote Sensing and GIS Techniques. International Journal of Geosciences, 7, 158-176.
https://doi.org/10.4236/ijg.2016.72013
[19]
Farhan, U., Mousa, R., Dagarah, A. and Shtaya, D. (2016b) Regional Hypsometric Analysis of the Jordan Rift Drainage Basins (Jordan) Using Geographic Information System. Open Journal of Geology, 6, 1312-1343.
https://doi.org/10.4236/ojg.2016.610096
[20]
Mather, P. and Doornkamp, J.C. (1970) Multivariate Analysis in Geography with Particular Reference to Drainage-Basin Morphometry. Transactions of the Institute of British Geographers, 51, 163-187. https://doi.org/10.2307/621768
[21]
Mather, P. (1986) Computational Methods and Multivariate Analysis in Physical Geography. Wiley, London.
[22]
Gradiner, V. (1978) Redundancy and Spatial Organization of Drainage Basin Form Indices: An Empirical Investigation of Data from North-West Devon. Transactions of the Institute of British Geographers, 3, 416-431. https://doi.org/10.2307/622121
[23]
Marcos, A. (1980) First-Order Drainage Basin Morphology-Definition and Distribution. Earth Surface Processes and Landforms, 5, 389-398.
https://doi.org/10.1002/esp.3760050408
[24]
Parsons, A.J. (1980) Slope Profile Variability in First-Order Drainage Basins. Earth Surface Processes and Landforms, 5, 71-78. https://doi.org/10.1002/esp.3290070109
[25]
Subyani, A.M., Qari, M.H. and Mastah, M.A. (2012) Digital Elevation Model and Multivariate Statistical Analysis of Morphometric Parameters of Some Wadis, Western Saudi Arabia. Arab Journal of Geosciences, 5, 147-157.
https://doi.org/10.1007/s12517-010-0149-7
[26]
Raux, J., Copard, Y., Laignel, B., Fournier, M. and Massei, N. (2011) Classification of Worldwide Drainage Basins through the Multivariate Analysis of Variables Controlling Their Hydro-Sedimentary Response. Global and Planetary Change, 73, 117-127.
[27]
Ghimire, M. (2014) Multivariate Morphological Characteristics and Classification of First-Order Basins in the Siwaliks, Nepal. Geomorphology, 204, 192-207.
[28]
Yunus, A., Oguchi, T. and Hayakawa, U. (2014) Morphometric Analysis of Drainage Basins in the Western Arabian Peninsula Using Multivariate Statistics. International Journal of Geosciences, 5, 527-539. https://doi.org/10.4236/ijg.2014.55049
[29]
Sharma, S.K., Gajbhiye, S. and Tignath, S. (2015) Application of Principal Component Analysis in Grouping Parameters for Hydrological Modeling. Applied Water Science, 5, 89-96. https://doi.org/10.1007/s13201-014-0170-1
[30]
Farhan, Y., Anbar, A., Enaba, O. and Al-Shaikh, N. (2015) Quantitative Analysis of Geomorphometric Parameters of Wadi Kerak, Jordan, Using Remote Sensing and GIS. Journal of Water Resources and Protection, 7, 456-475.
https://doi.org/10.4236/jwarp.2015.76037
[31]
Youssef, A., Pradhan, B. and Sefry, S. (2016) Flash Flood Susceptibility Assessment in Jedda City (Kingdom of Saudi Arabia) Using Bivariate and Multivariate Statistical Models. Environmental Earth Sciences, 75, 1-16.
https://doi.org/10.1007/s12665-015-4830-8
[32]
Biswas, S., Sudhakar, S. and Desai, V. (1999) Prioritization of Sub-Watersheds Based on Morphometric Analysis of Drainage Basin: A Remote Sensing and GIS Approach. Journal of the Indian Society of Remote Sensing, 27, 155-166.
https://doi.org/10.1007/BF02991569
[33]
Nooka Ratnam, K., Srivastava, Y.K., Venkateshwara Rao, V., Amminedu, E. and Murthy, K.S.R. (2005) Check Dam Positioning and Prioritization of Micro-Watersheds Using SYI Model and Morphometric Analysis-Remote Sensing and GIS Perspective. Journal of the Indian Society of Remote Sensing, 33, 25-38.
https://doi.org/10.1007/BF02989988
[34]
Patel, D., Gajjar, C. and Srivastava, P. (2013) Prioritization of Malesari Mini-Watersheds through Morphometric Analysis: A Remote Sensing and GIS Perspective. Environmental Earth Sciences, 69, 2643-2656.
https://doi.org/10.1007/s12665-012-2086-0
[35]
Potter, K.W. and Frevert, D.K. (2010) Innovation in Watershed Management under Land Use and Climate Change. Proceedings of the 2010 Watershed Management Conference, Madison, 23-27 August 2010. https://doi.org/10.1061/9780784411438
[36]
Youssef, A., Pradhan, B. and Green, D. (2011) Risk Estimation along the St. Katherine Road, Southern Sinai, Egypt Using GIS Based Morphometry and Satellite Imagery. Environmental Earth Sciences, 62, 611-623.
https://doi.org/10.1007/s12665-010-0551-1
[37]
El-Shamey, I. (1992) Recent Recharge and Flash Flooding Opportunities in the Eastern Desert, Egypt. Annals of the Geological Survey of Egypt, 18, 323-334.
[38]
Abdel-Lattif, A. and Sherief, Y. (2012) Morphometric Analysis of Flash Floods of Wadi Sudr and Wadi Wardan, Gulf of Suez, Egypt: Using Digital Elevation Model. Arab Journal of Geosciences, 5, 181-195. https://doi.org/10.1007/s12517-010-0156-8
[39]
Khandy, M. and Javed, A. (2016) Prioritization of Sub-Watersheds for Conservation Measures in a Semi Arid Watershed Using Remote Sensing and GIS. Journal of the Geological Society of India, 88, 185-196. https://doi.org/10.1007/s12594-016-0477-7
[40]
Makwana, J. and Tiwari, M. (2016) Prioritization of Agricultural Sub-Watershed in Semi-Arid Middle Region of Gujarat Using Remote Sensing and GIS. Environmental Earth Sciences, 75, 137. https://doi.org/10.1007/s12665-015-4935-0
[41]
Gopinath, G., Nair, A., Ambili, G. and Swetha, T. (2016) Watershed Prioritization Based on Morphometric Analysis Coupled with Multi Criteria Decision Making. Arab Journal of Geosciences, 9, 129-146. https://doi.org/10.1007/s12517-015-2238-0
[42]
Fallah, M., Kavian, A. and Omidver, E. (2016) Watershed Prioritization in Order to Implement Soil and Water Conservation Practices. Environmental Earth Sciences, 75, 1248-1265. https://doi.org/10.1007/s12665-016-6035-1
[43]
Farhan, Y. and Anaba, O. (2016a) A Remote Sensing and GIS Approach for Prioritization of Wadi Shueib Mini Watersheds (Central Jordan) Based on Morphometric and Soil Erosion Susceptibility Analysis. Journal of Geographic Information System, 8, 1-19. https://doi.org/10.4236/jgis.2016.81001
[44]
Farhan, Y. and Anaba, O. (2016b) Watershed Prioritization Based on Morphometric Analysis and Soil Loss Modeling in Wadi Kerak (Southern Jordan) Using GIS Techniques. International Journal of Plant & Soil Science, 10, 1-18.
https://doi.org/10.9734/IJPSS/2016/25321
[45]
Pareta, K. and Pareta, U. (2011) Quantitative Morphometric Analysis of a Watershed of Yamuna Basin, India Using ASTER (DEM) Data and GIS. International Journal of Geomatics and Geosciences, 2, 248-269.
[46]
Miller, J.R., Ritter, D.F. and Kochel, R.C. (1990) Morphometric Assessment of Lithologic Controls on Drainage Basin Evolution in the Crawford Uplands, South-Central Indiana. American Journal of Science, 290, 569-599.
https://doi.org/10.2475/ajs.290.5.569
[47]
Bothale, R.V., Bothale, V.M. and Sharma, J.R. (1998) Delineation of ECO Watersheds by Integration of Remote Sensing and GIS Techniques for Management of Water and Land Resources. In: Fritsch, D., English, M. and Sester, M., Eds., IAPRS, ISPRS-Commission IV Symposium on GIS between Visions and Applications, Vol. 32/4, Stuttgart.
[48]
Frissel, C. Liss, W., Warren, C. and Hurley, M. (1986) A Hierarchical Framework for Stream Habitat Classification: Viewing Streams in a Watershed Context. Environmental Management, 10, 199-2014. https://doi.org/10.1007/BF01867358
[49]
Bengraine, K. and Marhaba, T.F. (2003) Using Principal Component Analysis to Monitor Spatial and Temporal Changes in Water Quality. Journal of Hazardous Materials, 100, 179-195.
[50]
Lins, H.F. (1985) Interannual Stream Flow Variability in the United States Based on Principal Components. Water Resources Research, 21, 691-701.
https://doi.org/10.1029/WR021i005p00691
[51]
Hannachi, A., Jolliffe, I.T. and Stephenson, D.B. (2007) Empirical Orthogonal Functions and Related Techniques in Atmospheric Science: A Review. International Journal of Climatology, 27, 1119-1152. https://doi.org/10.1002/joc.1499
[52]
Belmar, O., Velasco, J. and Martinez-Capetl, F. (2011) Hydrological Classification of Natural Flow Regimes to Support Environmental Flow Assessments in Intensively Regulated Mediterranean Rivers, Segura River Basin (Spain). Environmental Management, 47, 992-1004. https://doi.org/10.1007/s00267-011-9661-0
[53]
Frasadnia, F., Kamrood, M.R., Nia, A.M., Modarres, R., Bray, M.T., Han, D. and Sadatinejad, J. (2014) Identification of Homogeneous Regions for Regionalization of Watersheds by Two-Level Self-Organizing Feature Maps. Journal of Hydrology, 509, 387-397.
[54]
Chiang, S., Tsay, T. and Nix, S.J. (2002) Hydrologic Regionalization of Watersheds. I: Methodology Development. Journal of Water Resources Planning and Management, 128, 3-11. https://doi.org/10.1061/(ASCE)0733-9496(2002)128:1(3)
[55]
Mehaiguene, M., Meddi, M., Longobardi, A. and Toumi, S. (2012) Low Flows Quantification and Regionalization in North West Algeria. Journal of Arid Environments, 87, 67-76.
[56]
Chuman, T. and Ramportl, D. (2010) Multivariate Classification Analysis of Cultural Landscapes: An Example from the Czech Republic. Landscape and Urban Planning, 98, 2000-2009.
[57]
Peterson, H.M., Nieber, J.L. and Kanivetsky, R. (2011) Hydrologic Regionalization to Assess Anthropogenic Changes, Journal of Hydrology, 408, 212-225.
[58]
Dinpashoh, Y., Fakheri-Frad, A., Moghaddam, M., Jahanbakhsh, S. and Mirnia, M. (2004) Selection of Variables for the Purpose of Regionalization of Iran’s Precipitation Climate Using Multivariate Methods. Journal of Hydrology, 297, 109-123.
[59]
Abdel-Hamid, M., El Tahan, H. and Elhanaty, H.M. (2016) Statistical Analysis of Morphometric and Hydrologic Parameters in Arid Regions, Case Study of Wadi Hadramaut. Arab Journal of Geosciences, 9, 88.
https://doi.org/10.1007/s12517-015-2195-7
[60]
Ijam, A. and Tarawneh, E. (2012) Assessing of Sediment Yield for Wala Dam Catchment Area in Jordan. European Water, 38, 43-58.
[61]
Ijam, A. and Al-Mahamid, M. (2012) Predicting Sedimentation at Mujib Dam Reservoir in Jordan. Jordan Journal of Civil Engineering, 6, 448-463.
[62]
Burdon, D. (1959) Handbook of the Geology of Jordan. Benham and Co., Colchester.
[63]
De Jaegar, C. and de Dapper, M. (2002) Tectonic Control in the Geomorphic Development of the Wadi el-Mujib Canyon (Jordan) EGU. Stephan Mueller Special Publication Series, 2, 83-94. https://doi.org/10.5194/smsps-2-83-2002
[64]
Kanth, T. and Hassan, Z. (2012) Morphometric Analysis and Prioritization of Watersheds for Soil and Water Resources Management in Wular Catchment Using Geo-Spatial Tools. International Journal of Geology, Earth and Environmental Sciences, 2, 30-41.
[65]
Magesh, N.S., Chandrasekar, N. and Soundranayagam, J.P. (2011) Morphometric Evaluation of Papanasam and Manimuthar Watersheds, Part of the Western Ghats. Tirunelveli Distric, Tamil Nadu, India: A GIS Approach. Environmental Earth Sciences, 64, 373-381. https://doi.org/10.1007/s12665-010-0860-4
[66]
Zavoianu, I. (1985) Morphometry of Drainage Basins (Developments in Water Science). Elsevier, Amsterdam.
[67]
Sreedevi, P., Sreekanth, P., Khan, H. and Ahmed, S. (2013) Drainage Morphometry and its Influence on Hydrology in a Semi Arid Region: Using SRTM Data and GIS. Environmental Earth Sciences, 70, 839-848.
https://doi.org/10.1007/s12665-012-2172-3
[68]
Langbein, W.B. (1947) Topographic Characteristics of Drainage Basins. USGS Water Supply Paper, 947-C, 157 p.
[69]
Prasad, R., Mondal, N., Banerjee, P., Nandakumar, M. and Singh, V. (2008) Deciphering Potential Groundwater Zone in Hard Rock through the Application of GIS. Environmental Geology, 55, 467-475. https://doi.org/10.1007/s00254-007-0992-3
[70]
Deju, R. (1971) Regional Hydrology Fundamentals. Gordon and Breach Science Publishers, Newark.
[71]
Masoud, M.H. (2016) Geoinformatics Application for Assessing the Morphometric Characteristics’ Effect on Hydrological Response at Watershed (Case Study of Wadi Qanuah, Saudi Arabia). Arab Journal of Geosciences, 9.
https://doi.org/10.1007/S12517-015-2300-Y
[72]
Rais, S. and Javed, A. (2014) Identification of Artificial Recharge Sites in Manchi Basin, Eastern Rajasthan (India) Using Remote Sensing and GIS Techniques. Journal of Geographic Information System, 6, 162-175.
https://doi.org/10.4236/jgis.2014.62017
[73]
Vieceli, N., Bortolin, T.A., Mendes, L.A., Bacarim, G., Cemin, G. and Schneider, V.E. (2015) Morphometric Evaluation of Watersheds in Caxias do Sul City, Brazil, Using SRTM (DEM) Data and GIS. Environmental Earth Sciences, 73, 5677-5685.
https://doi.org/10.1007/s12665-014-3823-3
[74]
Gravelius, H. (1914) Grundriss der gesamten Gewasserkunde, Band 1: Flusskunde. Compendium of Hydrology, I, 265-278.
[75]
Patton, P. and Baker, V. (1976) Morphometry and Floods in Small Drainage Basin Subject of Diverse Hydrogeomorphic Controls. Water Resources Research, 12, 441-952. https://doi.org/10.1029/WR012i005p00941
[76]
Milton, M.A. (1965) The Geomorphic and Paleo Climatic Significance of Alluvial Deposits in Southern Arizona. Journal of Geology, 73, 1-38.
https://doi.org/10.1086/627044
[77]
Wilford, D.J., Sakals, M.E., Innes, J.L., Sidle, R.C. and Bergerud, W.A. (2004) Recognition of Debris Flow, Debris Flood and Flood Hazard through Watershed Morphometrics. Landslides, 1, 61-66. https://doi.org/10.1007/s10346-003-0002-0
[78]
Ward, J.H. (1963) Hierarchical Grouping to Optimize an Object Function. Journal of American Statistical Association, 58, 236-244.
https://doi.org/10.1080/01621459.1963.10500845
[79]
Wishart, D. (1969) Clus 1A User Mannual, Computer Laboratory. University of St. Andrews, St. Andrews.
[80]
Everitt, B. (1974) Cluster Analysis. Heinemann Educational Books Ltd., London.
[81]
Beheiry, S. (1969) Geomorphology of Central East Jordan. Bulletin de la Societe de Geographic d’ Egypt, 41, 5-22.
[82]
Hassan, M.A. and Klein, M. (2002) Fluvial Adjustment of the Lower Jordan River to a Drop in the Dead Sea Level. Geomorphology, 45, 21-33.
[83]
Merriam, D.F. (1966) Colloquim on Classification Procedures. Computer Contribution 7, State Geological Survey. The University of Kansas, Lawrence.