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Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory
For situation assessment in air combat, there may be incomplete information because of new technologies and unknown or uncertain targets and threats. In this paper, an improved method of situation assessment for air combat environment considering incomplete frame of discernment in the evidence theor...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9805455/ https://www.ncbi.nlm.nih.gov/pubmed/36587044 http://dx.doi.org/10.1038/s41598-022-27076-z |
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author | Zhou, Ying Tang, Yongchuan Zhao, Xiaozhe |
author_facet | Zhou, Ying Tang, Yongchuan Zhao, Xiaozhe |
author_sort | Zhou, Ying |
collection | PubMed |
description | For situation assessment in air combat, there may be incomplete information because of new technologies and unknown or uncertain targets and threats. In this paper, an improved method of situation assessment for air combat environment considering incomplete frame of discernment in the evidence theory is proposed to get a more accurate fusion result for decision making in the battlefield environment. First, the situation in air combat is assessed with knowledge. Then, the incomplete frame of discernment in the generalized evidence theory, which is an extension of Dempster–Shafer evidence theory, is adopted to model the incomplete and unknown situation assessment. After that, the generalized combination rule in the generalized evidence theory is adopted for fusion of situations in intelligent air combat. Finally, real-time decision-making in situation assessment can be reached for actions to take. Experiments in situation assessment of air combat with incomplete and uncertain situations show the rationality and effectiveness of the proposed method. |
format | Online Article Text |
id | pubmed-9805455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98054552023-01-02 Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory Zhou, Ying Tang, Yongchuan Zhao, Xiaozhe Sci Rep Article For situation assessment in air combat, there may be incomplete information because of new technologies and unknown or uncertain targets and threats. In this paper, an improved method of situation assessment for air combat environment considering incomplete frame of discernment in the evidence theory is proposed to get a more accurate fusion result for decision making in the battlefield environment. First, the situation in air combat is assessed with knowledge. Then, the incomplete frame of discernment in the generalized evidence theory, which is an extension of Dempster–Shafer evidence theory, is adopted to model the incomplete and unknown situation assessment. After that, the generalized combination rule in the generalized evidence theory is adopted for fusion of situations in intelligent air combat. Finally, real-time decision-making in situation assessment can be reached for actions to take. Experiments in situation assessment of air combat with incomplete and uncertain situations show the rationality and effectiveness of the proposed method. Nature Publishing Group UK 2022-12-31 /pmc/articles/PMC9805455/ /pubmed/36587044 http://dx.doi.org/10.1038/s41598-022-27076-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Zhou, Ying Tang, Yongchuan Zhao, Xiaozhe Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title | Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title_full | Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title_fullStr | Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title_full_unstemmed | Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title_short | Situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
title_sort | situation assessment in air combat considering incomplete frame of discernment in the generalized evidence theory |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9805455/ https://www.ncbi.nlm.nih.gov/pubmed/36587044 http://dx.doi.org/10.1038/s41598-022-27076-z |
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