Please use this identifier to cite or link to this item: http://ktisis.cut.ac.cy/handle/10488/8629
Title: Layout optimization of wireless sensor networks for structural health monitoring
Authors: Khash-Erdene, Jalsan
Soman, Rohan N.
Flouri, Kallirroi
Kyriakides, Marios
Feltrin, Glauco
Onoufriou, Toula 
Keywords: SHM;WSN;Multi-objective layout optimization;Energy estimation;Discrete-event simulation
Category: Civil Engineering;Civil Engineering
Field: Engineering and Technology
Issue Date: 2014
Publisher: Techno-Press
Source: Smart Structures and Systems: An International Journal, 2014, Volume 14, Issue 1, pages 39-54
Abstract: Node layout optimization of structural wireless systems is investigated as a means to prolong the network lifetime without, if possible, compromising information quality of the measurement data. The trade-off between these antagonistic objectives is studied within a multi-objective layout optimization framework. A Genetic Algorithm is adopted to obtain a set of Pareto-optimal solutions from which the end user can select the final layout. The information quality of the measurement data collected from a heterogeneous WSN is quantified from the placement quality indicators of strain and acceleration sensors. The network lifetime or equivalently the network energy consumption is estimated through WSN simulation that provides realistic results by capturing the dynamics of the wireless communication protocols. A layout optimization study of a monitoring system on the Great Belt Bridge is conducted to evaluate the proposed approach. The placement quality of strain gauges and accelerometers is obtained as a ratio of the Modal Clarity Index and Mode Shape Expansion values that are computed from a Finite Element model of the monitored bridge. To estimate the energy consumption of the WSN platform in a realistic scenario, we use a discrete-event simulator with stochastic communication models. Finally, we compare the optimization results with those obtained in a previous work where the network energy consumption is obtained via deterministic communication models.
URI: http://ktisis.cut.ac.cy/handle/10488/8629
ISSN: 1738-1584
1738-1991 (online)
DOI: 10.12989/sss.2014.14.1.039
Rights: Copyright © Techno Press
Type: Article
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