한국통신학회논문지 (The Journal of Korean Institute of Communications and Information Sciences)

  • 제37권7C호
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  • Pages.544-553
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  • 2012
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  • 1226-4717(pISSN)
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  • 2287-3880(eISSN)
한국통신학회 (The Korean Institute of Commucations and Information Sciences)
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자동차 센서와 자동차 간 통신의 융합 측위 알고리듬

A Fusion of Vehicle Sensors and Inter-Vehicle Communications for Vehicular Localizations

  • 투고 : 2012.05.03
  • 심사 : 2012.06.25
  • 발행 : 2012.07.31
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초록

자동차 측위 기술은 충돌 경고, 적응형 주행 제어 등의 다양한 지능형 자동차 서비스들을 제공하는데 있어 필수적인 기술이다. 본 논문에서는 자동차에 장착된 레이더 등의 센서로부터 수신하는 주변 자동차들의 상대적 위치 정보와 자동차 간 통신을 통해 수신하는 주변 자동차들의 GPS 측위값을 융합하여 자기 자동차의 측위 정확도를 향상하는 융합 측위 알고리듬을 제시한다. 제안하는 알고리듬은 탐욕적 측위 데이터 매핑 알고리듬과 융합 측위보정 알고리듬으로 구성된다. 전자는 거리를 기반으로 GPS 측위값과 센싱 측위값을 대응시키고, 후자는 대수 법칙에 기반하여 자기 자동차의 GPS 측위값을 보정한다. 시뮬레이션을 통해 융합 측위 알고리듬의 RMS 측위 정확도가 기존의 GPS 기반 RMS 측위 정확도에 비해 종방향으로 30 % 이상, 횡방향으로 60 % 이상 향상할 수 있음을 보였다.

A vehicle localization technology is an essential component to support many smart-vehicle applications, e.g. collision warning, adaptive cruise control, and so on. In this paper, we present a new vehicle localization algorithm based on the fusion of the sensing estimates from the local sensors and the GPS estimates from the inter-vehicle communications. The proposed algorithm consists of the greedy location data mapping algorithm and the position refinement algorithm. The former maps a sensing estimate with a GPS estimate based on the distance between themselves, and then the latter refines the GPS estimate of the subject vehicle based on the law of large numbers. From the numerical results, we demonstrate that the accuracy of the proposed algorithm outperforms that of the existing GPS estimates by at least 30 % in the longitudinal direction and by at least 60% in the lateral direction.

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참고문헌

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