Unmanned Aerial Vehicle Situation Assessment Based on Cumulative Prospect Theory and Three-Way Decision
General uninhabited aerial vehicle (UAV) situation assessment methods do not consider the influence of complex external environment on the decision-maker, and usually only get the ranking results of the evaluation. Since the decision-maker needs to make decisions in a short period of time, misjudgme...
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Published in | Shànghăi jiāotōng dàxué xuébào Vol. 56; no. 11; pp. 1479 - 1490 |
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Main Author | |
Format | Journal Article |
Language | Chinese |
Published |
Editorial Office of Journal of Shanghai Jiao Tong University
01.11.2022
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Subjects | |
Online Access | Get full text |
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Abstract | General uninhabited aerial vehicle (UAV) situation assessment methods do not consider the influence of complex external environment on the decision-maker, and usually only get the ranking results of the evaluation. Since the decision-maker needs to make decisions in a short period of time, misjudgments or missing strike windows often occur. To address this problem, a three-way decision model based on the cumulative prospect theory is proposed. First, the method the utilizes intuitionistic fuzzy technique for order preference by similarity to an ideal solution to estimate the conditional probability of each target and obtains the situation assessment result. Next, the method calculates the intuitionistic fuzzy situation information obtained by the UAV based on the cumulative prospect theory, and obtains the corresponding cumulative prospect value when each target performs different actions. Finally, based on the principle of maximizing the cumulative prospect value, a new three-way decision rule is derived to |
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AbstractList | General uninhabited aerial vehicle (UAV) situation assessment methods do not consider the influence of complex external environment on the decision-maker, and usually only get the ranking results of the evaluation. Since the decision-maker needs to make decisions in a short period of time, misjudgments or missing strike windows often occur. To address this problem, a three-way decision model based on the cumulative prospect theory is proposed. First, the method the utilizes intuitionistic fuzzy technique for order preference by similarity to an ideal solution to estimate the conditional probability of each target and obtains the situation assessment result. Next, the method calculates the intuitionistic fuzzy situation information obtained by the UAV based on the cumulative prospect theory, and obtains the corresponding cumulative prospect value when each target performs different actions. Finally, based on the principle of maximizing the cumulative prospect value, a new three-way decision rule is derived to |
Author | LI Weiwei, GAO Peixue, CHEN Jin, LU Yuqing |
Author_xml | – sequence: 1 fullname: LI Weiwei, GAO Peixue, CHEN Jin, LU Yuqing organization: a. College of Astronautics, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;b. College of Computer Science and Technology/College of Artificial Intelligence/College of Software, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China;c. Key Laboratory for Safety-Critical Software Development and Verification of the Ministry of Industry and Information Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China |
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SubjectTerms | cumulative prospect theory intuitionistic situation assessment three-way decision uninhabited aerial vehicle (uav) |
Title | Unmanned Aerial Vehicle Situation Assessment Based on Cumulative Prospect Theory and Three-Way Decision |
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