Mathematical Problems in Engineering · 2011 · 110 citations · 17 references
EngineeringCivil EngineeringBuilding StructuresDesign OptimizationStructural EngineeringGenetic AlgorithmsStructural Condition AssessmentStructural Health MonitoringStructural OptimizationStructural SystemsGenetic Algorithm OptimizationHealth MonitoringMutationPlacementSensor PlacementSensor Placement DesignSensor Placement OptimizationStructural Health Monitoring Sensors
Optimal sensor placement (OSP) technique plays a key role in the structural health monitoring (SHM) of large‐scale structures. Based on the criterion of the OSP for the modal test, an improved genetic algorithm, called “generalized genetic algorithm (GGA)”, is adopted to find the optimal placement of sensors. The dual‐structure coding method instead of binary coding method is proposed to code the solution. Accordingly, the dual‐structure coding‐based selection scheme, crossover strategy and mutation mechanism are given in detail. The tallest building in the north of China is implemented to demonstrate the feasibility and effectiveness of the GGA. The sensor placements obtained by the GGA are compared with those by exiting genetic algorithm, which shows that the GGA can improve the convergence of the algorithm and get the better placement scheme.
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Structural Control: Past, Present, and Future
George W. Housner, Lawrence A. Bergman, T. K. Caughey et al. · Journal of Engineering Mechanics · 1997 · 2.3K citations
Optimal sensor placement for fault detection
Keith Worden, A. Burrows · Engineering Structures · 2001 · 328 citations
Engineering, Electrical Engineering, Systems Engineering +14