A Decentralized Damage Detection System for Wireless Sensor and Actuator Networks

作者:Santos Igor L*; Pirmez Luci*; Carmo Luiz R*; Pires Paulo F*; Delicato Flavia C*; Khan Samee U*; Zomaya Albert Y*
来源:IEEE Transactions on Computers, 2016, 65(5): 1363-1376.
DOI:10.1109/TC.2015.2479608

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.

  • 出版日期2016-5