Abstract
This paper proposes a new resampling algorithm - Gaussian distributed resampling (GDR) algorithm - in order to solve particle impoverishment phenomenon in particle filter. The key idea of proposed algorithm generates the new particles based on Gaussian distribution, which depend on the size of weight in resampling process. In comparison with established resampling algorithms, diversity of particles can be maintained, and thus the proposed algorithm avoids the sample impoverishment.
Original language | English |
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Title of host publication | ICCAS 2013 - 2013 13th International Conference on Control, Automation and Systems |
Pages | 738-740 |
Number of pages | 3 |
DOIs | |
State | Published - 2013 |
Event | 2013 13th International Conference on Control, Automation and Systems, ICCAS 2013 - Gwangju, Korea, Republic of Duration: 20 Oct 2013 → 23 Oct 2013 |
Publication series
Name | International Conference on Control, Automation and Systems |
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ISSN (Print) | 1598-7833 |
Conference
Conference | 2013 13th International Conference on Control, Automation and Systems, ICCAS 2013 |
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Country/Territory | Korea, Republic of |
City | Gwangju |
Period | 20/10/13 → 23/10/13 |
Keywords
- Particle filter
- State estimation