应用科学学报
應用科學學報
응용과학학보
JOURNAL OF APPLIED SCIENCES
2014年
2期
125-132
,共8页
张金艺%张晶晶%李若涵%徐德政%徐秦乐
張金藝%張晶晶%李若涵%徐德政%徐秦樂
장금예%장정정%리약함%서덕정%서진악
室内定位%射频识别%局部加权回归%流水线%收包率
室內定位%射頻識彆%跼部加權迴歸%流水線%收包率
실내정위%사빈식별%국부가권회귀%류수선%수포솔
indoor positioning%radio frequency identiifcation (RFID)%locally weighted regression%pipeline%packet reception rate
射频识别技术(radio frequency identiifcation, RFID)以其非接触、非视距、低成本及高精度等优点成为室内定位技术的研究热点.为了加强信号稳定性并提高实时性,该文用流水线方式接收到的包信息作为定位信号参数,针对室内环境对信号传播影响的复杂性,提出了流水线型局部加权回归定位算法,将室内环境对信号传播到各位置的影响融合进算法,以实现精确定位.实验表明,对于室内定位,所提出的基于RFID技术的流水线型局部加权回归定位算法相对于经典的LANDMARK算法和VIRE算法,定位精度分别提高56.56%和36.73%.在多目标的情况下,也可以实现实时精确的定位跟踪,具有良好的实用价值和应用前景.
射頻識彆技術(radio frequency identiifcation, RFID)以其非接觸、非視距、低成本及高精度等優點成為室內定位技術的研究熱點.為瞭加彊信號穩定性併提高實時性,該文用流水線方式接收到的包信息作為定位信號參數,針對室內環境對信號傳播影響的複雜性,提齣瞭流水線型跼部加權迴歸定位算法,將室內環境對信號傳播到各位置的影響融閤進算法,以實現精確定位.實驗錶明,對于室內定位,所提齣的基于RFID技術的流水線型跼部加權迴歸定位算法相對于經典的LANDMARK算法和VIRE算法,定位精度分彆提高56.56%和36.73%.在多目標的情況下,也可以實現實時精確的定位跟蹤,具有良好的實用價值和應用前景.
사빈식별기술(radio frequency identiifcation, RFID)이기비접촉、비시거、저성본급고정도등우점성위실내정위기술적연구열점.위료가강신호은정성병제고실시성,해문용류수선방식접수도적포신식작위정위신호삼수,침대실내배경대신호전파영향적복잡성,제출료류수선형국부가권회귀정위산법,장실내배경대신호전파도각위치적영향융합진산법,이실현정학정위.실험표명,대우실내정위,소제출적기우RFID기술적류수선형국부가권회귀정위산법상대우경전적LANDMARK산법화VIRE산법,정위정도분별제고56.56%화36.73%.재다목표적정황하,야가이실현실시정학적정위근종,구유량호적실용개치화응용전경.
Radio frequency identiifcation (RFID) is a hot research topic for indoor positioning because it is non-contact and non-line-of-sight with low-cost and high-precision. This paper proposes to use the pipelined packet reception rate as the positioning parameters to enhance stability and improve real-time performance. To deal with the indoor environmental impact on the signal propagation, the pipelined positioning algorithm uses locally weighted regression, which takes full advantage of the indoor environment information to achieve precise positioning. Experimental results show that, for indoor applications, the proposed algorithm increases the positioning accuracy by 56.56% compared with LANDMARK and by 36.73% compared with VIRE. The method can also obtain precise real-time tracking results for multiple targets, showing its practical value and wide range of applications.