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Nonlinear Filtering with IMM Algorithm for Ultra-Tight GPS/INS Integration : Algorimto per il filtraggio non lineare per strettissima integrazione GPS/INS, in: International Journal of Advanced Robotic Systems

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Autor Jwo, Dah-Jing; Hu, Chia-Wei; Tseng, Chien-Hao
Erschienen  InTech Open Access Publisher, 2013
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Kurzbeschreibung This paper conducts a performance evaluation
for the ultra‐tight integration of a Global positioning
system (GPS) and an inertial navigation system (INS),
using nonlinear filtering approaches with an interacting
multiple model (IMM) algorithm. An ultra‐tight GPS/INS
architecture involves the integration of in‐phase and
quadrature components from the correlator of a GPS
receiver with INS data. An unscented Kalman filter
(UKF), which employs a set of sigma points by
deterministic sampling, avoids the error caused by
linearization as in an extended Kalman filter (EKF). Based
on the filter structural adaptation for describing various
dynamic behaviours, the IMM nonlinear filtering
provides an alternative for designing the adaptive filter in
the ultra‐tight GPS/INS integration. The use of IMM
enables tuning of an appropriate value for the process of
noise covariance so as to maintain good estimation
accuracy and tracking capability. Two examples are
provided to illustrate the effectiveness of the design and
demonstrate the effective improvement in navigation
estimation accuracy. A performance comparison among
various filtering methods for ultra‐tight integration of
GPS and INS is also presented. The IMM based nonlinear
filtering approach demonstrates the effectiveness of the
algorithm for improved positioning performance.
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no fulltext found International Journal of Advanced Robotic Systems
Autor: Ottaviano, Erika; Ceccarelli, Marco; Husty, Manfred; Yu, Sung-Hoon; Kim, Yong-Tae; Park, Chang-Woo; Hyun, Chang-Ho; Chen, Xiulong; Feng, Weiming; Sun, Xianyang; Gao, Qing; Grigorescu, Sorin M.; Pozna, Claudiu; Liu, Wanli; Zhankui, Wang; Guo, Meng; Fu, Guoyu; Zhang, Jin; Chen, Wenyuan; Peng, Fengchao; Yang, Pei; Chen, Chunlin; Ding, Rui; Yu, Junzhi; Yang, Qinghai; Tan, Min; Polden, Joseph; Pan, [...]
Erschienen: 2004
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Dokumente: International Journal of Advanced Robotic Systems
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DMG-Lib FaviconDMG-Lib https://www.dmg-lib.org/dmglib/handler?docum=31884009
Europeana FaviconEuropeana  http://www.europeana.eu/portal/record/2020801/dmglib_handler_docum_31884009.html
PDF FaviconPDF  Nonlinear Filtering with IMM Algorithm for Ultra-Tight GPS/INS Integration
Datenbereitsteller
UCAUniv. Cassino  http://webuser.unicas.it/weblarm/larmindex.htm
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Publikationsdatum 2013
Lizenzinformation Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License

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