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| Content Provider | IET Digital Library |
|---|---|
| Author | Zhang, Kai Liu, Shaojun Dong, Yuhan Wang, Daoshun Zhang, Yi Miao, Lixin |
| Abstract | A new vehicle positioning system is proposed using unscented Kalman filter for the data fusion of global positioning system and inertial navigation system, and a multi-hypothesis algorithm for map matching. The study presents a method to evaluate whether the results of the multi-hypothesis map matching algorithm can be used for feedback, and a strategy to increase the positioning accuracy based on this feedback. As the number of hypothesis nodes in the multi-hypothesis map matching algorithm grows exponentially with time, which costs lots of computation time and memory, several methods are proposed to reduce the number of hypotheses nodes by improving the generation method of hypothesis nodes, pruning the branches of multi-hypothesis tree, eliminating and merging the redundant nodes. Field test results indicate that the system can achieve much higher accuracy with the feedback from map matching, and can greatly save the computation time and memory. |
| Starting Page | 649 |
| Ending Page | 658 |
| Page Count | 10 |
| ISSN | 1751956X |
| Volume Number | 11 |
| e-ISSN | 17519578 |
| Issue Number | Issue 10, Dec (2017) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-its/11/10 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-its.2017.0072 |
| Journal | IET Intelligent Transport Systems |
| Publisher Date | 2017-06-28 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Data Fusion Filtering Method in Signal Processing Global Positioning System Hypothesis Node Generation Method Inertial Navigation System Kalman Filter Multihypothesis Algorithm Multihypothesis Map Matching Multihypothesis Tree Branches Nonlinear Filter Positioning Accuracy Radio Navigation And Direction Finding Redundant Node Elimination Redundant Node Merging Road Vehicle Robust Feedback Sensor Fusion Traffic Engineering Computing Unscented Kalman Filter Vehicle Positioning System |
| Content Type | Text |
| Resource Type | Article |
| Subject | Law Transportation Environmental Science Mechanical Engineering |
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