2007 · 26 citations · 7 references
ComputingComputer SystemsOptimizationSensor FusionWireless CommunicationsCombinatorial OptimizationCoverage AssessmentSensor NetworksWireless NetworksWireless Sensor NetworksColumn GenerationComplexityCoverage OptimizationSurveillance SystemsTarget Coverage
coverage with QoS requirements in wireless sensor networks, because we need to consider both energy constraint and so-called target Q-coverage requirement, i.e. different targets may require different sensing quality in terms of the number of transducers, data sampling rate, etc. First we prove that this problem is NP- complete, then we formulate the optimization using Linear Pro- gramming techniques, however, directly solving this optimization seems desperately complex due to the combinatorial complexity. Thus a column generation based approach is developed to solve this problem by decomposing the original problem into a master problem as well as a corresponding sub problem and solves them iteratively. Numerical results are given to verify our approach and gain some insights into the performance aspects in designing such surveillance systems. Index Terms: target coverage, wireless sensor networks, lifetime optimization, Column Generation
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Energy-efficient target coverage in wireless sensor networks
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Tian He, Sudha Krishnamurthy, Liqian Luo et al. · ACM Transactions on Sensor Networks · 2006 · 494 citations
An O(n 3 L) potential reduction algorithm for linear programming
Yinyu Ye · Mathematical Programming · 1991 · 289 citations