2007 · 169 citations · 9 references
EngineeringElectrical EngineeringLocalizationMachine LearningWireless CommunicationsDistance MeasurementSensor NetworksWireless Channel ModelingWireless NetworksWireless Sensor NetworksDistance EstimationNode LocalizationRadio LocalizationRangingSensor LocalizationSensor Network LocalizationWireless LocalizationWireless Sensor Network Localization
Abstract—Localization is one of the most challenging and important issues in wireless sensor networks (WSNs), especially if cost-effective approaches are demanded. In this paper, we present intensively discuss and analyze approaches relying on the received signal strength indicator (RSSI). The advantage of employing the RSSI values is that no extra hardware (e.g. ultrasonic or infra-red) is needed for network-centric localization. We studied different factors that affect the measured RSSI values. Finally, we evaluate two methods to estimate the distance; the first approach is based on statistical methods. For the second one, we use an artificial neural network to estimate the distance. Index Terms—Wireless sensor network, distance measurement, network-centric localization, RSSI I.
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