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El‑Sheimy and Li  Satell Navig             (2021) 2:7                                   Page 12 of 23










































              Fig. 4  Techniques for indoor navigation



















              Fig. 5  Principle of position‑fxing methods


            relative direction and distance to a base station that has   indoors) that can be well modeled and parameterized.
            a known position. Tis approach is widely used in engi-  By contrast, it is more challenging to use such methods
            neering surveying. For indoor PLAN, a solution is to   in complex indoor and urban areas due to the existence
            localize a device by its direction to a ceiling-installed AoA   of error sources such as multipath, NLoS conditions,
            base station (Quuppa  2020) and known ceiling height.   and human-body efects. Te survey paper (Li et  al.
            Tis approach is reliable, and it reduces the dependence   2020a) has a detailed description of the error sources
            on the number of base stations. However, the cost is high   for position-fxing methods. It is difcult to alleviate
            when using in wide-area applications.             the device-, signal-propagation-, and base-station-
              In general, geometrical position-fxing methods are   related error sources by the position-fxing technique
            suitable for the environments (e.g., outdoors and open   itself. Tus, it is common to integrate with other PLAN
                                                              techniques, such as DR and database matching.
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