کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4951284 1364339 2017 21 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Soft computing methods for WiMax Network Planning on 3D Geographical Information Systems
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Soft computing methods for WiMax Network Planning on 3D Geographical Information Systems
چکیده انگلیسی
In this paper, we present an application of soft computing methods for the problem of WiMax Network Planning on 3D Geographical Information Systems (3D GIS) that optimizes both performance of the network (Coverage and Quality-of-Service) and investment costs (the number of base stations and sectors). A pre-processing procedure using latest results of parallel Random Forest classification algorithm to determine valid positions of base stations on a terrain of 3D GIS is proposed. Based upon those positions, we design a generalized mathematical model taking into account 3D obstacles in path loss calculation process. In order to generate optimal solutions of the model, a hybrid algorithm between greedy BTP and improved Particle Swarm Optimization incorporated with parallel computing is presented. Experimental validation of the proposed method in comparison with other relevant ones is performed.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Computer and System Sciences - Volume 83, Issue 1, February 2017, Pages 159-179
نویسندگان
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