A Decentralized Damage Detection System for Wireless Sensor and Actuator Networks

被引:6
|
作者
Santos, Igor L. [1 ]
Pirmez, Luci [1 ]
Carmo, Luiz R. [2 ]
Pires, Paulo F. [1 ]
Delicato, Flavia C. [1 ]
Khan, Samee U. [3 ]
Zomaya, Albert Y. [4 ]
机构
[1] Univ Fed Rio de Janeiro, BR-21941901 Rio De Janeiro, Brazil
[2] Inst Nacl Metrol Qualidade & Tecnol Inmetro, Av NS Gracas, Duque De Caxias, Brazil
[3] N Dakota State Univ, Elect & Comp Engn, Fargo, ND 58108 USA
[4] Univ Sydney, Sch Informat Technol, Adv Networks Res Grp, Sydney, NSW 2006, Australia
基金
澳大利亚研究理事会;
关键词
Decentralized algorithm; information fusion; structural health monitoring; wireless sensor and actuator networks; smart cities;
D O I
10.1109/TC.2015.2479608
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The unprecedented capabilities of monitoring and responding to stimuli in the physical world of wireless sensor and actuator networks (WSAN) enable these networks to provide the underpinning for several Smart City applications, such as structural health monitoring (SHM). In such applications, civil structures, endowed with wireless smart devices, are able to self-monitor and autonomously respond to situations using computational intelligence. This work presents a decentralized algorithm for detecting damage in structures by using a WSAN. As key characteristics, beyond presenting a fully decentralized (in-network) and collaborative approach for detecting damage in structures, our algorithm makes use of cooperative information fusion for calculating a damage coefficient. We conducted experiments for evaluating the algorithm in terms of its accuracy and efficient use of the constrained WSAN resources. We found that our collaborative and information fusion-based approach ensures the accuracy of our algorithm and that it can answer promptly to stimuli (1.091s), triggering actuators. Moreover, for 100 nodes or less in the WSAN, the communication overhead of our algorithm is tolerable and the WSAN running our algorithm, operating system and protocols can last as long as 468 days.
引用
收藏
页码:1363 / 1376
页数:14
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