Title :
A New Path Loss Predicting Strategy for Radio Network Planning
Author :
Yuan, Nanning ; Wei, Zaixue ; Zhang, Xin ; Yang, Dacheng
Author_Institution :
Wireless Theor. & Technol. Lab. of BUPT, Univ. of Posts & Telecommun., Beijing
Abstract :
This paper presents a new clustering based strategy for path loss prediction. We demonstrate how data mining technology can be utilized to explore the knowledge existing in massive geographical data thus improving path loss prediction accuracy and reducing field measurement cost. Comparative path loss prediction experiments between new strategy and traditional ones confirm that the new strategy guarantees the high predicting accuracy by making full use of Geographical Information System (GIS), and significantly reduces the cost/time requirements.
Keywords :
data mining; geographic information systems; pattern clustering; radio networks; telecommunication network planning; clustering based strategy; data mining technology; field measurement cost; geographical data; geographical information system; high predicting accuracy; path loss predicting strategy; path loss prediction accuracy; radio network planning; Accuracy; Costs; Data mining; Geographic Information Systems; Loss measurement; Path planning; Predictive models; Propagation losses; Radio network; Strategic planning;
Conference_Titel :
Vehicular Technology Conference, 2008. VTC 2008-Fall. IEEE 68th
Conference_Location :
Calgary, BC
Print_ISBN :
978-1-4244-1721-6
Electronic_ISBN :
1090-3038
DOI :
10.1109/VETECF.2008.47