Integer Programming Applied to Wireless Sensor Networks Topology Optimization

被引:0
|
作者
Pinheiro, Lucas Ferreira [1 ]
de Assis, Laura Silva [1 ]
Henriques, Felipe da Rocha [1 ]
机构
[1] Fed Ctr Technol Educ Rio de Janeiro CEFET RJ, Rio De Janeiro, Brazil
关键词
Sensor allocation; Optimization; Wireless sensor networks; Integer programming;
D O I
10.1007/978-3-031-23236-7_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wireless Sensor Networks (WSNs) are systems with great potential for applications in the most diverse areas such as industry, security, public health, and agriculture. In general, for a WSN to achieve high performance, multiple criteria must be considered, such as coverage area, connectivity, and energy consumption. In this work an Integer Programming (IP) model to solve a Sensor Allocation Problem (SAP) is presented. The IP model considers a heterogeneous WSN and deterministic locations to positioning of sensors. The proposed model was validated using the IBM ILOG CPLEX solver. A several computational experiments were performed, and an analysis through small and mediumsized instances of the problem under study are presented and discussed. The proposed model presents good results given the problem premises, constraints and considered objectives, achieving 0.0099% optimality gap for the best scenarios where networks are fully connected and are feasible to implement. Other suboptimal evaluated scenarios with denser distribution of sensor nodes depict about 0.04% of isolated node positioning, spite maintaining overall balance between energy consumption and coverage. Therefore, the proposed model shows promise for achieving practical solutions, i.e., those with implementation feasibility in most considered heterogeneous network scenarios.
引用
收藏
页码:246 / 260
页数:15
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