Title :
APplication of fuzzy comprehensive clustering in urban land gradation based on data field
Author :
Guan Xing-liang ; Fang Chuang-lin ; Dong Cheng-wei ; Lu Sha-sha
Author_Institution :
Inst. of Geographic Sci. & Natural Resources Res., CAS, Beijing, China
Abstract :
As industrialization and urbanization accelerates, it is significant to establish a superior urban land evaluation system. Fuzzy theory consist of fuzzy comprehensive evaluation and fuzzy clustering analysis has achieved sound effects in the urban land evaluation for its´ considering the ambiguity of the land quality. However, there are several limitations in these two traditional methods. Firstly, fuzzy comprehensive evaluation neglects some related information among similar spatial entities. Secondly, although fuzzy clustering analysis takes the spatial-related information into account, yet its selecting the threshold according to subjective experience and different thresholds may further get different clustering results. In this paper, the authors proposed the fuzzy comprehensive clustering algorithm based on data field, which would overcome the defects of either fuzzy comprehensive evaluation or fuzzy clustering analysis. A case study is given on land gradation in Shishi city of Fujian Province and the results of land gradation are proved to be consistent with the actual situation. How to obtain the accurate fuzzy equivalent matrix is the key of successful application of this method.
Keywords :
data analysis; fuzzy set theory; land use planning; pattern clustering; data field; fuzzy clustering analysis; fuzzy comprehensive evaluation; fuzzy equivalent matrix; fuzzy theory; urban land evaluation system; urban land gradation; Algorithm design and analysis; Cities and towns; Classification algorithms; Clustering algorithms; Eigenvalues and eigenfunctions; Fuzzy sets; Presses; Data field; average absolute distance algorithm; fuzzy comprehensive clustering; fuzzy confidence level; land gradation; the largest eigenvalue algorithm;
Conference_Titel :
Information Computing and Telecommunications (YC-ICT), 2010 IEEE Youth Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-8883-4
DOI :
10.1109/YCICT.2010.5713122