A Chain-Code-Based Map Matching Algorithm for Wheelchair Navigation

被引:16
作者
Ren, Ming [1 ]
Karimi, Hassan A. [1 ]
机构
[1] Univ Pittsburgh, Geoinformat Lab, Sch Informat Sci, Pittsburgh, PA 15213 USA
关键词
Chain code; Map matching; RBF neural network; Wheelchair navigation;
D O I
10.1111/j.1467-9671.2009.01147.x
中图分类号
P9 [自然地理学]; K9 [地理];
学科分类号
0705 ; 070501 ;
摘要
Accurate vehicle tracking is essential for navigation systems to function correctly. Unfortunately, GPS data is still plagued with errors that frequently produce inaccurate trajectories. Research in map matching algorithms focuses on how to efficiently match GPS tracking data to the underlying road network. This article presents an innovative map matching algorithm that considers the trajectory of the data rather than merely the current position as in the typical map matching case. Instead of computing the precise angle which is traditionally used, a discrete eight-direction chain code, to represent a trend of movement, is used. Coupled with distance information, map matching decisions are made by comparing the differences between trajectories representing the road segments and GPS tracking data chain-codes. Moreover, to contrast the performance of the chain-code algorithm, two evaluation strategies, linear and non-linear, are analyzed. The presented chain-code map matching algorithm was evaluated for wheelchair navigation using university campus sidewalk data. The evaluation results indicate that the algorithm is efficient in terms of accuracy and computational time.
引用
收藏
页码:197 / 214
页数:18
相关论文
共 17 条
[1]  
[Anonymous], 2003, GPS Solut, DOI DOI 10.1007/S10291-003-0069-Z
[2]  
[Anonymous], P 2 INT CONV REH ENG
[3]  
[Anonymous], THESIS HONG KONG POL
[4]  
Freeman H., 1974, Computing Surveys, V6, P57, DOI 10.1145/356625.356627
[5]  
Freeman Herbert, 1978, P 4 INT JOINT C PATT, P1
[6]   A new corner detection algorithm for chain code representation [J].
Haron, H ;
Shamsuddin, SM ;
Mohamed, D .
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2005, 82 (08) :941-950
[7]  
Howlett R. J., 2001, Radial basis function networks 1: recent developments in theory and applications
[8]   A map matching method for GPS based real-time vehicle location [J].
Jagadeesh, GR ;
Srikanthan, T ;
Zhang, XD .
JOURNAL OF NAVIGATION, 2004, 57 (03) :429-440
[9]  
Ochieng W. Y., 2009, BRAZILIAN J CARTOGRA, V55, P1
[10]   Validation of map matching algorithms using high precision positioning with GPS [J].
Quddus, MA ;
Noland, RB ;
Ochieng, WY .
JOURNAL OF NAVIGATION, 2005, 58 (02) :257-271