An Intelligent Geomagnetic Search Navigation Method Based on Evolutionary Gradient Strategy
Creators
- 1. College of Intelligence Science and Technology, National University of Defense Technology, Changsha, Hunan (China)
Description
Currently, most of the geomagnetic navigation methods are matching navigation algorithms, which require the geomagnetic maps retrieved in advance, and saved in a database. However, there are a great number of unknown environments exist worldwide that limit the extensive application of the geomagnetic matching method in practice. In this paper, an intelligent geomagnetic search navigation method based on the evolutionary gradient search (EGS) algorithm is proposed. The performance of the search and navigation method is analysed with both simulated and real geomagnetic data. And the conclusion is that compared with other intelligent search strategies, the proposed algorithm has better navigation performance with less average navigation error, 161m, which is equivalent to the most traditional geomagnetic matching algorithms. Thus, the EGS algorithm proposed in this paper can effectively improve the performance of geomagnetic navigation without prior geomagnetic information. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1742-6596/1885/4/042004Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. Conference Series (Online)
- Journal Volume
- 1885
- Journal Issue
- 4
- Journal Page Range
- [10 p.]
- ISSN
- 1742-6596
Conference
- Title
- 7. International Conference on Manufacturing Technology and Applied Materials
- Acronym
- ICAMMT 2021
- Dates
- 26-28 Mar 2021
- Place
- Guilin (China)
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 53082149
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING;
- Resource subtype / Literary indicator
- Conference
- Descriptors DEI
- ALGORITHMS; COMPUTERIZED SIMULATION; ERRORS; NAVIGATION; PERFORMANCE
- Descriptors DEC
- MATHEMATICAL LOGIC; SIMULATION