2021
DOI: 10.3390/fractalfract5030127
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Unified Scale Theorem: A Mathematical Formulation of Scale in the Frame of Earth Observation Image Classification

Abstract: In this research, the geographic, observational, functional, and cartographic scale is unified into a single mathematical formulation for the purposes of earth observation image classification. Fractal analysis is used to define functional scales, which then are linked to the other concepts of scale using common equations and conditions. The proposed formulation is called Unified Scale Theorem (UST), and was assessed with Sentinel-2 image covering a variety of land uses from the broad area of Thessaloniki, Gre… Show more

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Cited by 8 publications
(5 citation statements)
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“…In addition, Berke 22 supplemented the equation, proposing a spatial and spectral resolution range factor applicable to digital images produced by CCD/CMOS sensors with finite resolution, which includes all three important sensor characteristics (number of pixels, spectral resolution and number of channels). Equation ( 5 ) has also been used successfully to detect the effect of pollution on corn via the examination of proximity-derived pollutants (cadmium and carbon black) 25 . Berke 26 , 27 applied the equation to recognise potato varieties that cannot be distinguished by eye and to measure leaf damage.…”
Section: Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…In addition, Berke 22 supplemented the equation, proposing a spatial and spectral resolution range factor applicable to digital images produced by CCD/CMOS sensors with finite resolution, which includes all three important sensor characteristics (number of pixels, spectral resolution and number of channels). Equation ( 5 ) has also been used successfully to detect the effect of pollution on corn via the examination of proximity-derived pollutants (cadmium and carbon black) 25 . Berke 26 , 27 applied the equation to recognise potato varieties that cannot be distinguished by eye and to measure leaf damage.…”
Section: Discussionmentioning
confidence: 99%
“…Berke 26 , 27 applied the equation to recognise potato varieties that cannot be distinguished by eye and to measure leaf damage. Karydas 25 used Eq. ( 5 ) in the mathematical presentation of natural processes containing scale changes.…”
Section: Discussionmentioning
confidence: 99%
“…Eq. 5 has also been used successfully to detect the effect of pollution on corn via the examination of proximity-derived pollutants (cadmium and carbon black) 25 .…”
Section: Discussionmentioning
confidence: 99%
“…Besides, there are a lot of other potential applications of the theory of fractal surfaces like geology [3], oceanography [51], geosciences [52][53][54] and so on. Relevant interested researchers can further explore these applications in the future.…”
Section: Applications In Other Fieldsmentioning
confidence: 99%