Advanced Search

Indexed by SCI、CA、РЖ、PA、CSA、ZR、etc .

Volume 26 Issue 5
Oct 2015
Turn off MathJax
Article Contents
Ali Faghih, Ahmad Nourbakhsh, Timothy M. Kusky. GIS-Based analysis of relative tectonic activity along the kazerun fault zone, zagros mountains, iran: insights from data mining of Geomorphic Data. Journal of Earth Science, 2015, 26(5): 712-723. doi: 10.1007/s12583-015-0583-2
Citation: Ali Faghih, Ahmad Nourbakhsh, Timothy M. Kusky. GIS-Based analysis of relative tectonic activity along the kazerun fault zone, zagros mountains, iran: insights from data mining of Geomorphic Data. Journal of Earth Science, 2015, 26(5): 712-723. doi: 10.1007/s12583-015-0583-2

GIS-Based analysis of relative tectonic activity along the kazerun fault zone, zagros mountains, iran: insights from data mining of Geomorphic Data

doi: 10.1007/s12583-015-0583-2
More Information
  • Corresponding author: Ahmad Nourbakhsh, nourbakhsh.ahmad@gmail.com
  • Received Date: 01 Aug 2014
  • Accepted Date: 06 Jan 2015
  • Publish Date: 01 Oct 2015
  • This paper tests a data mining method for evaluation of the "IRTA" (Index of Relative Tectonic Activity) to investigate the impact of active tectonics on geomorphic processes and landscape development. Based upon K-means clustering of six basin-related geomorphic indices (the hypsometric integral, basin asymmetric factor, drainage density, basin shape ratio, mean axial slope of the channel and topographic roughness) that represent the relative strength of active tectonic deformation on topography and morphology, the relative tectonic activity along the Kazerun Fault Zone in the Zagros Mountains of Iran may be classified into low, moderate and high relative tectonic activity zones. The results allow the identification of the clusters of similarly deformed areas related to relative tectonic activity. The utilization of geomorphic parameters as well as IRTA with comparison to the field observations exhibit change in relative tectonic activities mostly corresponding to the change in mechanism of the prominent fault zones in the study area.

     

  • loading
  • Alavi, M., 1980. Tectonostratigraphic Evolution of the Zagrosides of Iran. Geology, 8(3): 144–149 doi: 10.1130/0091-7613(1980)8<144:TEOTZO>2.0.CO;2
    Alavi, M., 1994. Tectonics of the Zagros Orogenic Belt of Iran: New Data and Interpretations. Tectonophysics, 229(3): 211–238 http://www.sciencedirect.com/science/article/pii/0040195194900302
    Alavi, M., 2004. Regional Stratigraphy of the Zagros Fold-Thrust Belt of Iran and Its Proforeland Evolution. American Journal of Science, 304(1): 1–20 doi: 10.2475/ajs.304.1.1
    Alipoor, R., Poorkermani, M., Zare, M., et al., 2011. Active Tectonic Assessment around Rudbar Lorestan Dam Site, High Zagros Belt (SW of Iran). Geomorphology, 128(1): 1–14 http://www.sciencedirect.com/science/article/pii/S0169555X10004435
    Allen, M. B., Armstrong, H. A., 2008. Arabia-Eurasia Collision and the Forcing of Mid-Cenozoic Global Cooling. Palaeogeography, Palaeoclimatology, Palaeoecology, 265(1): 52–58 http://www.sciencedirect.com/science/article/pii/S0031018208002642
    Allen, M., Jackson, J., Walker, R., 2004. Late Cenozoic Reorganization of the Arabia-Eurasia Collision and the Comparison of Short-Term and Long-Term Deformation Rates. Tectonics, 23(2): TC2008
    Ascione, A., Cinque, A., Miccadei, E., et al., 2008. The Plio-Quaternary Uplift of the Apennine Chain: New Data from the Analysis of Topography and River Valleys in Central Italy. Geomorphology, 102(1): 105–118 doi: 10.1016/j.geomorph.2007.07.022
    Authemayou, C., Bellier, O., Chardon, D., et al., 2005. Role of the Kazerun Fault System in Active Deformation of the Zagros Fold-and-Thrust Belt (Iran). Comptes Rendus Geoscience, 337(5): 539–545 doi: 10.1016/j.crte.2004.12.007
    Azor, A., Keller, E. A., Yeats, R. S., 2002. Geomorphic Indicators of Active Fold Growth: South Mountain-Oak Ridge Ventura Basin, Southern California. Geological Society of America Bulletin, 114(6): 745–753 doi: 10.1130/0016-7606(2002)114<0745:GIOAFG>2.0.CO;2
    Bação, F., Lobo, V., Painho, M., 2005. Self-Organizing Maps as Substitutes for K-Means Clustering. Computational Science–ICCS: 476–483
    Bachmanov, D. M., Trifonov, V. G., Hessami, K. T., et al., 2004. Active Faults in the Zagros and Central Iran. Tectonophysics, 380(3): 221–241 http://www.sciencedirect.com/science/article/pii/S0040195103005080
    Bahrami, S., 2012. Morphotectonic Evolution of Triangular Facets and Wine-Glass Valleys in the Noakoh Anticline, Zagros, Iran: Implications for Active Tectonics. Geomorphology, 159: 37–49 http://www.sciencedirect.com/science/article/pii/S0169555X12001183
    Baker, C., Jackson, J., Priestley, K., 1993. Earthquakes on the Kazerun Line in the Zagros Mountains of Iran: Strike-Slip Faulting within a Fold-and-Thrust Belt. Geophysical Journal International, 115(1): 41–61 doi: 10.1111/j.1365-246X.1993.tb05587.x
    Berberian, M., 1995. Master "Blind" Thrust Faults Hidden under the Zagros Folds: Active Basement Tectonics and Surface Morphotectonics. Tectonophysics, 241(3): 193–224 http://www.sciencedirect.com/science/article/pii/004019519400185C
    Berberian, M., King, G. C. P., 1981. Towards a Paleogeography and Tectonic Evolution of Iran. Canadian Journal of Earth Sciences, 18(2): 210–265 doi: 10.1139/e81-019
    Bretis, B., Bartl, N., Grasemann, B., 2011. Lateral Fold Growth and Linkage in the Zagros Fold and Thrust Belt (Kurdistan, NE Iraq). Basin Research, 23: 615–630 doi: 10.1111/j.1365-2117.2011.00506.x
    Bull, W. B., McFadden, L. D., 1977. Tectonic Geomorphology North and South of the Garlock Fault, California. In: Doehring, D. O., ed., Geomorphology in Arid Regions. Proceedings of the Eighth Annual Geomorphology Symposium. State University of New York, Binghamton. 115–138
    Burbank, D. W., Anderson, R. S., 2012. Tectonic Geomorphology. Blackwell Science, Oxford
    Canon, P. J., 1976. Generation of Explicit Parameters for a Quantitative Geomorphic Study of the Mill Creek Drainage Basin. Oklahoma Geology Notes, 36(1): 3–16 http://www.researchgate.net/publication/284700837_Generation_of_explicit_parameters_for_a_quantitative_geomorphic_study_of_the_Mill_Creek_drainage_basin
    Chen, Y. C., Sung, Q. C., Cheng, K. Y., 2003. Along-Strike Variations of Morphotectonic Features in the Western Foothills of Taiwan: Tectonic Implications Based on Stream-Gradient and Hypsometric Analysis. Geomorphology, 56(1): 109–137 http://www.sciencedirect.com/science/article/pii/S0169555X0300059X
    Clare, A. P., Cohen, D. R., 2001. A Comparison of Unsupervised Neural Networks and K-Means Clustering in the Analysis of Multi-Element Stream Sediment Data. Geochemistry: Exploration, Environment, Analysis, 1(2): 119–134 doi: 10.1144/geochem.1.2.119
    Dehbozorgi, M., Pourkermani, M., Arian, M., et al., 2010. Quantitative Analysis of Relative Tectonic Activity in the Sarvestan Area, Central Zagros, Iran. Geomorphology, 121: 329–341 doi: 10.1016/j.geomorph.2010.05.002
    Delcaillau, B., Amrhar, M., Namous, M., et al., 2011. Transpressional Tectonics in the Marrakech High Atlas: Insight by the Geomorphic Evolution of Drainage Basins. Geomorphology, 134(3): 344–362 http://www.sciencedirect.com/science/article/pii/S0169555X11003552
    Delcaillau, B., Deffontaines, B., Floissac, L., et al., 1998. Morphotectonic Evidence from Lateral Propagation of an Active Frontal Fold, Pakuashan Anticline, Foothills of Taiwan. Geomorphology, 24(4): 263–290 doi: 10.1016/S0169-555X(98)00020-8
    Dietrich, W. E., Wilson, C. J., Montgomery, D. R., et al., 1992. Erosion Thresholds and Land Surface Morphology. Geology, 20(8): 675–679 doi: 10.1130/0091-7613(1992)020<0675:ETALSM>2.3.CO;2
    Dietrich, W. E., Wilson, C. J., Montgomery, D. R., et al., 1993. Analysis of Erosion Thresholds, Channel Networks, and Landscape Morphology Using a Digital Terrain Model. The Journal of Geology, 101: 259–278 doi: 10.1086/648220
    El-Hamdouni, R., Irigaray, C., Fernández, T., et al., 2008. Assessment of Relative Active Tectonics, Southwest Border of the Sierra Nevada (Southern Spain). Geomorphology, 96(1): 150–173 http://www.sciencedirect.com/science/article/pii/S0169555X07003893

    10.1002/gj. 2597

    Faghih, A., Samani, B., Kusky, T. M., et al., 2012. Geomorphologic Assessment of Relative Tectonic Activity in the Maharlou Lake Basin, Zagros Mountains of Iran. Geological Journal, 47: 30–40 doi: 10.1002/gj.1329
    Giaconia, F., Booth-Rea, G., Martínez-Martínez, J. M., et al., 2012. Geomorphic Analysis of the Sierra Cabrera, an Active pop-up in the Constrictional Domain of Conjugate Strike-Slip Faults: The Palomares and Polopos Fault Zones (Eastern Betics, SE Spain). Tectonophysics, 580(10): 27–42 http://www.sciencedirect.com/science/article/pii/S0040195112005173
    Gregory, K. J., De Walling, 1973. Drainage Basin Form and Process: A Geomorphological Approach. Arnold, London
    Gregory, K. J., Gardiner, V., 1975. Drainage Density and Climate. Zeitschrift fur Geomorphologie, 19(3): 287–298
    Han, Z., Wu, L., Ran, Y., et al., 2003. The Concealed Active Tectonics and Their Characteristics as Revealed by Drainage Density in the North China Plain (NCP). Journal of Asian Earth Sciences, 21(9): 989–998 doi: 10.1016/S1367-9120(02)00175-X
    Hatzfeld, D., Molnar, P., 2010. Comparisons of the Kinematics and Deep Structures of the Zagros and Himalaya and of the Iranian and Tibetan Plateaus and Geodynamic Implications. Reviews of Geophysics, 48(2): RG2005 doi: 10.1029/2009RG000304/full
    Haynes, S. J., McQuillan, H., 1974. Evolution of the Zagros Suture Zone, Southern Iran. Geological Society of America Bulletin, 85(5): 739–744 doi: 10.1130/0016-7606(1974)85<739:EOTZSZ>2.0.CO;2
    Hessami, K., Jamali, F., Tabassi, H., 2003. Major Active Faults of Iran. IIEES, Tehran
    Hou, J., Han, M., 1997. A Morphometric Method to Determine Neotectonic Activity of the Weihe Basin in Northwestern China. Episodes, 20(2): 95–99 doi: 10.18814/epiiugs/1997/v20i2/005
    Huyghe, P., Foata, M., Deville, E., et al., 2004. Channel Profiles through the Active Thrust Front of the Southern Barbados Prism. Geology, 32(5): 429–432 doi: 10.1130/G20000.1
    Jain, A. K., 2010. Data Clustering: 50 Years beyond K-Means. Pattern Recognition Letters, 31(8): 651–666 doi: 10.1016/j.patrec.2009.09.011
    Jain, A. K., Murty, M. N., Flynn, P. J., 1999. Data Clustering: A Review. ACM Computing Surveys (CSUR), 31(3): 264–323 doi: 10.1145/331499.331504
    Keller, E. A., 1986. Investigation of Active Tectonics: Use of Surficial Earth Processes. In: Wallace, R. E., ed., Active Tectonics, Studies in Geophysics. National Academy Press, Washington, D. C. 136–147
    Keller, E. A., Gurrola, L., Tierney, T. E., 1999. Geomorphic Criteria to Determine Direction of Lateral Propagation of Reverse Faulting and Folding. Geology, 27: 515–518 doi: 10.1130/0091-7613(1999)027<0515:GCTDDO>2.3.CO;2
    Keller, E. A., Pinter, N., 2002. Active Tectonics: Earthquakes, Uplift, and Landscape. Prentice Hall, New Jersey
    Kirby, E., Whipple, K. X., 2001. Quantifying Differential Rock-Uplift Rates via Stream Profile Analysis. Geology, 29(5): 415–418 doi: 10.1130/0091-7613(2001)029<0415:QDRURV>2.0.CO;2
    Kirby, E., Whipple, K. X., 2012. Expression of Active Tectonics in Erosional Landscapes. Journal of Structural Geology, 44: 54–75 doi: 10.1016/j.jsg.2012.07.009
    Klinkenberg, B., 1992. Fractals and Morphometric Measures: Is there a Relationship? Geomorphology, 5(1): 5–20 http://www.sciencedirect.com/science/article/pii/0169555X9290055S
    Koyi, H., 1988. Experimental Modeling of Role of Gravity and Lateral Shortening in Zagros Mountain Belt. American Association of Petroleum Geologists Bulletin, 72(11): 1381–1394 http://www.researchgate.net/publication/236234413_Experimental_Modeling_of_Role_of_Gravity_and_Lateral_Shortening_in_Zagros_Mountain_Belt
    Kusky, T. M., Toraman, E., Raharimahefa, T., et al., 2010. Active Tectonics of the Alaotra-Ankay Graben System, Madagascar: Possible Extension of Somalian-African Diffusive Plate Boundary? Gondwana Research, 18(2): 274–294 http://www.sciencedirect.com/science/article/pii/S1342937X10000316
    Liao, S. H., Chu, P. H., Hsiao, P. Y., 2012. Data Mining Techniques and Applications—A Decade Review from 2000 to 2011. Expert Systems with Applications, 39(12): 11303–11311 doi: 10.1016/j.eswa.2012.02.063
    Lykoudi, E., Angelaki, M., 2004. The Contribution of the Morphometric Parameters of a Hydrographic Network to the Investigation of the Neotectonic Activity: An Application to the Upper Acheloos River. In: Proceedings of the 10th International Congress, Thessaloniki. Bulletin of the Geological Society of Greece, 36: 1084–1092
    MacQueen, J., 1967. Some Methods for Classification and Analysis of Multivariate Observations. Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, 1(14): 281–297
    Mahmood, S. A., Gloaguen, R., 2012. Appraisal of Active Tectonics in Hindu Kush: Insights from DEM Derived Geomorphic Indices and Drainage Analysis. Geoscience Frontiers, 3(4): 407–428 doi: 10.1016/j.gsf.2011.12.002
    Mayer, L., 1986. Tectonic Geomorphology of Escarpments and Mountain Fronts. Active Tectonics. National Academy Press, Washington, D.C. 125–135
    Melosh, B. L., Keller, E. A., 2013. Effects of Active Folding and Reverse Faulting on Stream Channel Evolution, Santa Barbara Fold Belt, California. Geomorphology, 186: 119–135 doi: 10.1016/j.geomorph.2012.12.027
    Merritts, D., Vincent, K. R., 1989. Geomorphic Response of Coastal Streams to Low, Intermediate, and High Rates of Uplift, Medocino Triple Junction Region, Northern California. Geological Society of America Bulletin, 101(11): 1373–1388 doi: 10.1130/0016-7606(1989)101<1373:GROCST>2.3.CO;2
    Molin, P., Pazzaglia, F. J., Dramis, F., 2004. Geomorphic Expression of Active Tectonics in a Rapidly-Deforming Forearc, Sila Massif, Calabria, Southern Italy. American Journal of Science, 304(7): 559–589 doi: 10.2475/ajs.304.7.559
    Montgomery, D. R., Dietrich, W. E., 1994. Landscape Dissection and Drainage Area—Slope Thresholds. In: Kirkby M. J., ed., Process Models in Theoretical Geomorphology. Wiley, New York. 417
    Pánek, T., 2004. The Use of Morphometric Parameters in Tectonic Geomorphology (on the Example of the Western Beskydy Mts. ). Geographica, 1: 111–126 http://www.researchgate.net/publication/287567358_The_use_of_morphometric_parameters_in_tectonic_geomorphology_on_the_example_of_the_Western_Beskydy_Mts
    Pedrera, A., Pérez-Peña, J. V., Galindo-Zaldívar, J., et al., 2009. Testing the Sensitivity of Geomorphic Indices in Areas of Low-Rate Active Folding (Eastern Betic Cordillera, Spain). Geomorphology, 105(3): 218–231 http://www.sciencedirect.com/science/article/pii/S0169555X08004510
    Pérez-Peña, J. V., Azañón, J. M., Azor, A., 2009. CalHypso: An ArcGIS Extension to Calculate Hypsometric Curves and Their Statistical Moments: Applications to Drainage Basin Analysis in SE Spain. Computers and Geosciences, 35(6): 1214–1223 doi: 10.1016/j.cageo.2008.06.006
    Pérez-Peña, J. V., Azor, A., Azañón, J. M., et al., 2010. Active Tectonics in the Sierra Nevada (Betic Cordillera, SE Spain): Insights from Geomorphic Indexes and Drainage Pattern Analysis. Geomorphology, 119(1): 74–87 http://www.sciencedirect.com/science/article/pii/S0169555X10001042
    Pike, R. J., Wilson, S. E., 1971. Elevation-Relief Ratio, Hypsometric Integral and Geomorphic Area-Altitude Analysis. Geological Society of America Bulletin, 82(4): 1079–1084 doi: 10.1130/0016-7606(1971)82[1079:ERHIAG]2.0.CO;2
    Pirkle, F. L., Howell, J. A., Wecksung, G. W., et al., 1984. An Example of Cluster Analysis Applied to a Large Geologic Data Set: Aerial Radiometric Data from Copper Mountain, Wyoming. Journal of the International Association for Mathematical Geology, 16(5): 479–498 doi: 10.1007/BF01886328
    Ramirez-Herrera, M. T., 1998. Geomorphic Assessment of Active Tectonics in the Acambay Graben, Mexican Volcanic Belt. Earth Surface Processes and Landforms, 23(4): 317–332 doi: 10.1002/(SICI)1096-9837(199804)23:4<317::AID-ESP845>3.0.CO;2-V
    Ramsey, L. A., Walker, R. T., Jackson, J., 2008. Fold Evolution and Drainage Development in the Zagros Mountains of Fars Province, SE Iran. Basin Research, 20: 23–48 doi: 10.1111/j.1365-2117.2007.00342.x
    Rebai, N., Achour, H., Chaabouni, R., et al., 2013. DEM and GIS Analysis of Sub-Watersheds to Evaluate Relative Tectonic Activity: A Case Study of the North–South Axis (Central Tunisia). Earth Science Informatics, 6(4): 187–198 doi: 10.1007/s12145-013-0121-7
    Ricou, L. E., Braud, J., Brunn, J. H., 1977. The Zagros. Occasional Memoire Geological Society of France, 8: 33–52 (in French)
    Rockwell, T. K., Keller, E. A., Johnson, D. L., 1985. Tectonic Geomorphology of Alluvial Fans and Mountain Fronts near Ventura, California. In: Morisawa, M., ed., Tectonic Geomorphology. Proceedings of the 15th Annual Geomorphology Symposium. Allen and Unwin Publishers, Boston. 183–207
    Safaei, H., 2009. The Continuation of the Kazerun Fault System across the Sanandaj-Sirjan Zone (Iran). Journal of Asian Earth Sciences, 35(5): 391–400 doi: 10.1016/j.jseaes.2009.01.007
    Schumm, S. A., 1997. Drainage Density: Problems of Prediction. In: Stoddart, D. R., ed., Process and Form in Geomorphology, Routledge, London. 432
    Sepehr, M., Cosgrove, J. W., 2005. Role of the Kazerun Fault Zone in the Formation and Deformation of the Zagros Fold-Thrust Belt, Iran. Tectonics, 24(5): TC5005
    Silva, P. G., Goy, J. L., Zazo, C., et al., 2003. Fault Generated Mountain Fronts in Southeast Spain: Geomorphologic Assessment of Tectonic and Earthquake Activity. Geomorphology, 50(1): 203–226 http://www.sciencedirect.com/science/article/pii/S0169555X02002155
    Stöcklin, J., 1974. Possible Ancient Continental Margins in Iran. The Geology of Continental Margins. Springer-Verlag, New York. 873–887
    Strahler, A. N., 1952. Hypsometric (Aea-Altitude) Analysis of Erosional Topography. Geological Society of America Bulletin, 63(11): 1117–1142 doi: 10.1130/0016-7606(1952)63[1117:HAAOET]2.0.CO;2
    Tachikawa, T., Hato, M., Kaku, M., et al., 2011. Characteristics of ASTER GDEM Version 2. In Geoscience and Remote Sensing Symposium (IGARSS). IEEE International, 3657–3660
    Takin, M., 1972. Iranian Geology and Continental Drift in the Middle East. Nature, 235: 147–150 doi: 10.1038/235147a0
    Talbot, C. J., Alavi, M., 1996. The Past of a Future Syntaxis across the Zagros. Geological Society of London, Special Publications, 100(1): 89–109 doi: 10.1144/GSL.SP.1996.100.01.08
    Talebian, M., Jackson, J., 2002. Offset on the Main Recent Fault of NW Iran and Implications for the Late Cenozoic Tectonics of the Arabia-Eurasia Collision Zone. Geophysical Journal International, 150(2): 422–439 doi: 10.1046/j.1365-246X.2002.01711.x
    Talebian, M., Jackson, J., 2004. A Reappraisal of Earthquake Focal Mechanisms and Active Shortening in the Zagros Mountains of Iran. Geophysical Journal International, 156(3): 506–526 doi: 10.1111/j.1365-246X.2004.02092.x
    Tatar, M., Hatzfeld, D., Ghafory-Ashtiany, M., 2004. Tectonics of the Central Zagros (Iran) Deduced from Microearthquake Seismicity. Geophysical Journal International, 156(2): 255–266 doi: 10.1111/j.1365-246X.2003.02145.x
    Tavakoli, F., Walpersdorf, A., Authemayou, C., et al., 2008. Distribution of the Right-Lateral Strike-Slip Motion from the Main Recent Fault to the Kazerun Fault System (Zagros, Iran): Evidence from Present-Day GPS Velocities. Earth and Planetary Science Letters, 275(3): 342–347
    Tchalenko, J. S., Berberian, M., 1975. Dasht-e Baȳaz Fault, Iran: Earthquake and Earlier Related Structures in Bed Rock. Geological Society of America Bulletin, 86(5): 703–709 http://bulletin.geoscienceworld.org/content/86/5/703
    Tucker, G. E., Catani, F., Rinaldo, A., et al., 2001. Statistical Analysis of Drainage Density from Digital Terrain Data. Geomorphology, 36(3): 187–202 http://www.sciencedirect.com/science/article/pii/S0169555X00000568
    Vernant, P., Nilforoushan, F., Hatzfeld, D., et al., 2004. Present-Day Crustal Deformation and Plate Kinematics in the Middle East Constrained by GPS Measurements in Iran and Northern Oman. Geophysical Journal International, 157(1): 381–398 doi: 10.1111/j.1365-246X.2004.02222.x
    Wagstaff, K., Cardie, C., Rogers, S., et al., 2001. Constrained K-Means Clustering with Background Knowledge. ICML, 1: 577–584
    Wells, S. G., Bullard, T. F., Menges, T. M., et al., 1988. Regional Variations in Tectonic Geomorphology along Segmented Convergent Plate Boundary, Pacific Coast of Costa Rica. Geomorphology, 1(3): 239–265 doi: 10.1016/0169-555X(88)90016-5
    Yizhou, W., Huiping, Z., Dewen, Z., et al., 2014. Controls on Decadal Erosion Rates in Qilian Shan: Re-evaluation and New Insights into Landscape Evolution in North-East Tibet. Geomorphology, 223: 117–128 doi: 10.1016/j.geomorph.2014.07.002
    Zhenhua, L. V., Hu, Y., Zhong, H., et al., 2010. Parallel KMeans Clustering of Remote Sensing Images Based on Mapreduce. Web Information Systems and Mining, 162–170 doi: 10.5555/1927661.1927687
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(4)  / Tables(3)

    Article Metrics

    Article views(761) PDF downloads(133) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return