Estimating Directional Data From Network Topology for Improving Tracking Performance

dc.contributor.authorTomic, Slavisa
dc.contributor.authorBeko, Marko
dc.contributor.authorDinis, Rui
dc.contributor.authorMontezuma, Paulo
dc.date.accessioned2019-08-26T16:47:42Z
dc.date.available2019-08-26T16:47:42Z
dc.date.issued2019
dc.descriptionJournal of Sensor and Actuator Networkspt
dc.description.abstractThis work proposes a novel approach for tracking a moving target in non-line-of-sight (NLOS) environments based on range estimates extracted from received signal strength (RSS) and time of arrival (TOA) measurements. By exploiting the known architecture of reference points to act as an improper antenna array and the range estimates, angle of arrival (AOA) of the signal emitted by the target is first estimated at each reference point. We then show how to take advantage of these angle estimates to convert the problem into a more convenient, polar space, where a linearization of the measurement models is easily achieved. The derived linear model serves as the main building block on top of which prior knowledge acquired during the movement of the target is incorporated by adapting a Kalman filter (KF). The performance of the proposed approach was assessed through computer simulations, which confirmed its effectiveness in combating the negative effect of NLOS bias and superiority in comparison with its naive counterpart, which does not take prior knowledge into consideration.en
dc.formatapplication/pdf
dc.identifier.issn2224-2708
dc.identifier.urihttp://hdl.handle.net/10437/9748
dc.language.isoengpt
dc.publisherMDPIpt
dc.rightsopenAccess
dc.subjectTARGET TRACKINGen
dc.subjectNON-LINE-OF-SIGHTen
dc.subjectRECEIVED SIGNAL STRENGTHen
dc.subjectTIME OF ARRIVALen
dc.subjectANGLE OF ARRIVALen
dc.subjectKALMAN FILTERen
dc.subjectENGENHARIA ELETROTÉCNICApt
dc.subjectELECTROTECHNICAL ENGINEERINGen
dc.subjectTARGET TRACKINGen
dc.subjectFILTRO DE KALMANpt
dc.subjectRECEIVED SIGNAL STRENGTHpt
dc.subjectANGLE OF ARRIVALpt
dc.subjectNON-LINE-OF-SIGHTpt
dc.subjectTIME OF ARRIVALen
dc.titleEstimating Directional Data From Network Topology for Improving Tracking Performanceen
dc.typearticleen

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