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Type-2 Fuzzy Control for Driving State and Behavioral Decisions of Unmanned Vehicle 被引量:5

Type-2 Fuzzy Control for Driving State and Behavioral Decisions of Unmanned Vehicle
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摘要 In this paper, interval type-2 fuzzy sets, fuzzy comprehensive evaluation and the fuzzy control rules are synthesized to realize the control of unmanned vehicle in driving state and behavioral decisions. Compared to the type-1 fuzzy set, type-2 fuzzy sets have more advantages in handling the model based on uncertainties, linguistic information because the membership functions are fuzzy sets. Different membership functions are established for each factor when the unmanned vehicle is driving at different speed intervals. In addition, a new evaluation method is developed to analyze unmanned vehicle’s driving state. Finally, a set of dynamic fuzzy rules are sorted out, which can be applied to the unmanned vehicle’s behavioral decision-making and provide a new idea to related research. In this paper, interval type-2 fuzzy sets, fuzzy comprehensive evaluation and the fuzzy control rules are synthesized to realize the control of unmanned vehicle in driving state and behavioral decisions. Compared to the type-1 fuzzy set, type-2 fuzzy sets have more advantages in handling the model based on uncertainties, linguistic information because the membership functions are fuzzy sets. Different membership functions are established for each factor when the unmanned vehicle is driving at different speed intervals. In addition, a new evaluation method is developed to analyze unmanned vehicle’s driving state. Finally, a set of dynamic fuzzy rules are sorted out, which can be applied to the unmanned vehicle’s behavioral decision-making and provide a new idea to related research.
出处 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第1期178-186,共9页 自动化学报(英文版)
基金 supported by the National Natural Science Foundation of China(61473048,61074093)
关键词 Index Terms—Fuzzy comprehensive evaluation fuzzy control interval type-2 fuzzy sets unmanned vehicle Fuzzy comprehensive evaluation fuzzy control interval type-2 fuzzy sets unmanned vehicle
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