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<front>
<journal-meta>
<journal-id journal-id-type="publisher">NPG</journal-id>
<journal-title-group>
<journal-title>Nonlinear Processes in Geophysics</journal-title>
<abbrev-journal-title abbrev-type="publisher">NPG</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Nonlin. Processes Geophys.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1607-7946</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/npg-14-293-2007</article-id>
<title-group>
<article-title>Multifractal imaging filtering and decomposition methods in space, Fourier frequency, and eigen domains</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cheng</surname>
<given-names>Qiuming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>State Key Laboratory of Geological Processes and Mineral Resources, China University of Geosciences, Wuhan 430074, Beijing 100083, China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Department of Earth and Space Science and Engineering, Department of Geography, York University, Toronto M3J1P3, Canada</addr-line>
</aff>
<pub-date pub-type="epub">
<day>18</day>
<month>06</month>
<year>2007</year>
</pub-date>
<volume>14</volume>
<issue>3</issue>
<fpage>293</fpage>
<lpage>303</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2007 Qiuming Cheng</copyright-statement>
<copyright-year>2007</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Generic License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by-nc-sa/2.5/">https://creativecommons.org/licenses/by-nc-sa/2.5/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://npg.copernicus.org/articles/14/293/2007/npg-14-293-2007.html">This article is available from https://npg.copernicus.org/articles/14/293/2007/npg-14-293-2007.html</self-uri>
<self-uri xlink:href="https://npg.copernicus.org/articles/14/293/2007/npg-14-293-2007.pdf">The full text article is available as a PDF file from https://npg.copernicus.org/articles/14/293/2007/npg-14-293-2007.pdf</self-uri>
<abstract>
<p>The patterns shown on two-dimensional images (fields) used in geosciences
reflect the end products of geo-processes that occurred on the surface and
in the subsurface of the Earth. Anisotropy of these types of patterns can
provide information useful for interpretation of geo-processes and
identification of features in the mapped area. Quantification of the
anisotropy property is therefore essential for image processing and
interpretation. This paper introduces several techniques newly developed on
the basis of multifractal modeling in space, Fourier frequency, and eigen
domains, respectively. A singularity analysis method implemented in the
space domain can be used to quantify the intensity and anisotropy of local
singularities. The second method, called S-A, characterizes the generalized
scale invariance property of a field in the Fourier frequency domain. The
third method characterizes the field using a power-law model on the basis of
eigenvalues and eigenvectors of the field. The applications of these methods
are demonstrated with a case study of Environment Scan Electric Microscope
(ESEM) microimages for identification of sphalerite (ZnS) ore minerals from
the Jinding Pb/Zn/Ag mineral deposit in Shangjiang District, Yunnan
Province, China.</p>
</abstract>
<counts><page-count count="11"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Agterberg, F. P.: Multifractal modeling of the sizes and grades of giant and supergiant deposits, Int. Geology Rev., 37, 1&amp;ndash;8, 1995. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Agterberg, F. P.: Application of a three-parameter version of the model of de Wijs in regional geochemistry, in: GIS and Spatial Analysis, edited by: Cheng, Q. and Bonham-Carter, G. F., 291&amp;ndash;296, China Univ. Geosc., Wuhan, 2005. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Agterberg, F. P.: New applications of the model of de Wijs in regional geochemistry, Math. Geology, 31, 1&amp;ndash;25, 2007. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Badii, R. and Politi, A.: Hausdorff dimension and uniformity of strange attractors, Phys. Rev. Lett., 52, 1661&amp;ndash;1664, 1984. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Badii, R. and Politi, A.: Statistical description of chaotic attractors: The dimension function, J. Statist. Phys., 40, 725&amp;ndash;750, 1985. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Chao, L. and Cheng, Q.: A tentative integrated model of scale invariant generator technique (SIG) and spectrum-area (S-A) technique, in: Proceedings of IAMG&apos;05: GIS and Spatial Analysis, edited by: Cheng, Q. and Bonham-Cater, G., International Association for Mathematical Geology, China University of Geosciences Printing House, Wuhan, 1, 303&amp;ndash;309, 2005. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: Discrete multifractals, Math. Geology, 29(2), 245&amp;ndash;266, 1997. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: The gliding box method for multifractal modeling, Comput. Geosci., 25(10), 1073&amp;ndash;1079, 1999a. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: Multifractality and spatial statistics, Comput. Geosci., 25(10), 949&amp;ndash;961, 1999b. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: GeoData Analysis System (GeoDAS) for mineral Exploration: User&apos;s Guide and Exercise Manual. Material for the training workshop on GeoDAS held at York University, Toronto, Canada, 1, 3, 204 pp., http://www.gisworld.org/geodas, 2000. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: Selection of multifractal scaling breaks and separation of geochemical and geophysical anomaly, Earth Sci. &amp;ndash; a Journal of China University of Geosciences, 12(1), 54&amp;ndash;59, 2001a. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: The decomposition of geochemical map patterns on the basis of their scaling properties in order to separate anomalies from background, in: Proceedings of the International Statistical Institute held in Seoul on 22&amp;ndash;29 August, 4 pages, 2001b. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: A new model for quantifying anisotropic scale invariance and for decomposition of mixing patterns, Math. Geology, 36(3), 345&amp;ndash;360, 2004. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: Multifractal modeling of eigenvalues and eigenvectors of 2-D maps, Math. Geology, 37(8), 915&amp;ndash;927, 2005. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q.: Multifractal modelling and spectrum analysis of gamma ray spectrometer data from southwestern Nova Scotia, Canada, Science in China, 49(3), 283&amp;ndash;294, 2006. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q., Agterberg, F. P., and Ballantyne, S. B.: The separation of geochemical anomalies from background by fractal methods, J. Geochem. Explor., 51(2), 109&amp;ndash;130, 1994. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q., Xu, Y., and Grunsky, E.: Integrated spatial and spectrum analysis for geochemical anomaly separation, in: Proc. Int. Assoc Mathematical Geology Meeting, edited by: Lippard, J. L., Naess, A., and Sinding-Larsen, R., Trondheim, Norway I, p. 87&amp;ndash;92, 1999. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Cheng, Q., Xu, Y., and Grunsky, E.: Multifractal power spectrum-area method for geochemical anomaly separation, Nat. Resour. Res., 9(1), 43&amp;ndash;51, 2001. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Chhabra, A. B. and Sreenivasan, K. R.: Negative dimensions: theory, computation and experiment, Phys. Rev. A, 43(2), 1114&amp;ndash;1117, 1991. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Evertsz, C. J. G. and Mandelbrot, B. B.: Multifrtactal measures, in: Chaos and Fractals, edited by: Peitgen, H.-O., Jürgens, H., and Saupe, D., Springer-Verlag, New York, pp. 922&amp;ndash;953, 1992. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Feder, J.: Fractals, Plenum Press, New York, 283 pp, 1988. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Frisch, U. and Parisi, G.: On the singularity structure of fully developed turbulence, in: Turbulence and Predictability in Geophysical Fluid Dynamics and Climate Dynamics, edited by: Ghil, M., Benzi, R., and Parisi, G., North-Holland, New York, pp. 84&amp;ndash;88, 1985. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Grassberger, P.: Generalized dimensions of strange attractors, Phys. Lett. A, 97, 227&amp;ndash;230, 1983. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Halsey, T. C., Jensen, M. H., Kadanoff, L. P., Procaccia, I., and Shraiman, B. I.: Fractal measures and their singularities: the characterization of strange sets, Phys. Rev. A, 33(2), 1141&amp;ndash;1151, 1986. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Hentschel, H. G. E. and Procaccia, I.: The infinite number of generalized dimensions of fractals and strange attractors, Physica, 8, 435&amp;ndash;444, 1983. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Lewis, G. M., Lovejoy, S., Schertzer, D., and Pecknold, S.: The scale invariant generator technique for quantifying anisotropic scale invariance, Comput. Geosci., 25, 963&amp;ndash;978, 1999. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Li, Q.: GIS-Based multifractal/inversion methods for feature extraction and applications in anomaly identification for mineral exploration, unpublished Ph.D. dissertation of York University, Toronto, 210p, 2005. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Li, Q. and Cheng, Q.: Fractal singular-value (eigen-value) decomposition method for geophysical and geochemical anomaly reconstruction, Earth Sci. &amp;ndash; a Journal of China University of Geosciences, 29(1), 109&amp;ndash;118 (in Chinese with English Abstract), 2004. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Malamud, B. D., Turcotte, D. L., and Barton, C. C.: The 1993 Mississippi river flood: a one hundred or a one thousand year event?, Environ. Eng. Geosci., II, 479&amp;ndash;486, 1996. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Malamud, B. D., Turcotte, D. L., Guzzetti, F., and Reichenbach, P.: Landslide inventories and their statistical properties, Earth Surf. Processes Landforms, 29, 687&amp;ndash;711, 2004. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Mandelbrot, B. B.: Possible refinement of the lognormal hypothesis concerning the distribution of energy dissipation in intermittent turbulence, in: Statistical Models and Turbulence, Lecture Notes in Physics 12, edited by: Rosenblatt, M. and Van Atta, C., Springer, New York, pp. 333&amp;ndash;351, 1972. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Mandelbrot, B. B.: Intermittent turbulence in self-similar cascades: Divergence of high moments and dimension of the carrier, J. Fluid Mech., 62, 331&amp;ndash;358, 1974. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Paladin, G. and Vulpiani, A.: Anomalous scaling laws in multifractal objects, Physical Reports, 156(4), 147&amp;ndash;225, 1987. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Schertzer, D. and Lovejoy, S.: Physical modeling and analysis of rain and clouds by anisotropic scaling of multiplicative processes, J. Geophys. Res., 92, 9693&amp;ndash;9714, 1987. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Schertzer, D. and Lovejoy, S. (Eds.): Nonlinear Variability in Geophysics, Kluwer Academic Publ., Dordrecht, The Netherlands, 318 pp, 1991. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Sornette, D.: Critical Phenomena in Natural Sciences: Chaos, Fractals, Selforganization and Disorder, 2nd Edition, Springer, New York, 2004. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Turcotte, D. L.: Fractals and Chaos in Geology and Geophysics, 2nd Edition, Cambridge Univ. Press, 1997. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Veneziano, D.: Multifractality of rainfall and scaling of intensity-duration-frequency curves, Water Resour. Res., 38, 1&amp;ndash;12, 2002. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Xue, C., Zeng, R., Liu, S., Chi, Q., Qing, H., Chen, Y., Yang, J., and Wang, D.: Geologic, fluid inclusion and isotopic characteristics of the Jinding Zn&amp;ndash;Pb deposit, western Yunnan, South China: A review, on-line publication of Ore Geology Review, https://doi.org/10.1016/j.oregeorev.2005.04.00, 2006. </mixed-citation>
</ref>
</ref-list>
</back>
</article>