IPDCA: Intelligent Proficient Data Collection Approach for IoT-Enabled Wireless Sensor Networks in Smart Environments

被引:12
|
作者
Osamy, Walid [1 ,2 ]
Khedr, Ahmed M. [3 ]
El-Sawy, Ahmed A. [2 ]
Salim, Ahmed [4 ,5 ]
Vijayan, Dilna [3 ]
机构
[1] Qassim Univ, Coll Commun, Dept Appl Nat Sci, Qasim 51911, Unaizah, Saudi Arabia
[2] Benha Univ, Fac Comp & Artificial Intelligence, Dept Comp Sci, Banha 13513, Egypt
[3] Univ Sharjah, Dept Comp Sci, Sharjah 27272, U Arab Emirates
[4] Zagazig Univ, Dept Math, Zagazig 44523, Egypt
[5] Qassim Univ, Coll Sci & Arts Al Methnab, Dept Comp Sci, Buridah 51931, Saudi Arabia
关键词
smart city; internet of things; bat algorithm; mobile D-collectors; wireless sensor network; path planning; intelligent data collection; BAT ALGORITHM; INTERNET; LIFETIME; PROTOCOL; THINGS; CITIES; WSNS;
D O I
10.3390/electronics10090997
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Things (IoT) enables the interrelation of physical things and devices that can be accessed through the internet and it simply forms a single integrated network of various things. An IoT-facilitated smart city scenario spans several sectors, such as industrial applications, public transportation, smart grid, emergency services, health care, etc. In this paper, we propose an Intelligent Proficient Data Collection Approach (IPDCA) to deliver public data in a large-scale smart city set-up. IPDCA utilizes public vehicles as the mobile data collectors (D-collectors) that read (or collect) data from multiple Access Points (APs) and send them back to the central Base Station (BS). Moreover, IPDCA adopts a modified Bat algorithm for path finding of D-collectors, where we extend the Bat algorithm to solve our discrete optimization problem. Besides, for selecting D-collectors in smart city settings, we use a multi-objective fitness function that considers the count, travelled distance, and storage of D-collectors to ensure optimal use of resources. Efficiency of the proposed mechanism is proved through simulations.
引用
收藏
页数:28
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