WiFi-Aided Magnetic Matching for Indoor Navigation with Consumer Portable Devices
AbstractThis paper presents a WiFi-aided magnetic matching (MM) algorithm for indoor pedestrian navigation with consumer portable devices. This algorithm reduces both the mismatching rate (i.e., the rate of matching to an incorrect point that is more than 20 m away from the true value) and computational load of MM by using WiFi positioning solutions to limit the MM search space. Walking tests with Samsung Galaxy S3 and S4 smartphones in two different indoor environments (i.e., Environment #1 with abundant WiFi APs and significant magnetic features, and Environment #2 with less WiFi and magnetic information) were conducted to evaluate the proposed algorithm. It was found that WiFi fingerprinting accuracy is related to the signal distributions. MM provided results with small fluctuations but had a significant mismatch rate; when aided by WiFi, MM’s robustness was significantly improved. The outcome of this research indicates that WiFi and MM have complementary characteristics as the former is a point-by-point matching approach and the latter is based on profile-matching. Furthermore, performance improvement through integrating WiFi and MM depends on the environment (e.g., the signal distributions of magnetic intensity and WiFi RSS): In Environment #1 tests, WiFi-aided MM and WiFi provided similar results; in Environment #2 tests, the former was approximately 41.6% better. Our results supported that the WiFi-aided MM algorithm provided more reliable solutions than both WiFi and MM in the areas that have poor WiFi signal distribution or indistinctive magnetic-gradient features. View Full-Text
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Li, Y.; Zhuang, Y.; Lan, H.; Zhang, P.; Niu, X.; El-Sheimy, N. WiFi-Aided Magnetic Matching for Indoor Navigation with Consumer Portable Devices. Micromachines 2015, 6, 747-764.
Li Y, Zhuang Y, Lan H, Zhang P, Niu X, El-Sheimy N. WiFi-Aided Magnetic Matching for Indoor Navigation with Consumer Portable Devices. Micromachines. 2015; 6(6):747-764.Chicago/Turabian Style
Li, You; Zhuang, Yuan; Lan, Haiyu; Zhang, Peng; Niu, Xiaoji; El-Sheimy, Naser. 2015. "WiFi-Aided Magnetic Matching for Indoor Navigation with Consumer Portable Devices." Micromachines 6, no. 6: 747-764.