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Fuzzy Logic in Decision Support: Methods, Applications and Future Trends

机译:决策支持中的模糊逻辑:方法,应用和未来趋势

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During the last decades, the art and science of fuzzy logic have witnessed significant developments and have found applications in many active areas, such as pattern recognition, classification, control systems, etc. A lot of research has demonstrated the ability of fuzzy logic in dealing with vague and uncertain linguistic information. For the purpose of representing human perception, fuzzy logic has been employed as an effective tool in intelligent decision making. Due to the emergence of various studies on fuzzy logic-based decision-making methods, it is necessary to make a comprehensive overview of published papers in this field and their applications. This paper covers a wide range of both theoretical and practical applications of fuzzy logic in decision making. It has been grouped into five parts: to explain the role of fuzzy logic in decision making, we first present some basic ideas underlying different types of fuzzy logic and the structure of the fuzzy logic system. Then, we make a review of evaluation methods, prediction methods, decision support algorithms, group decision-making methods based on fuzzy logic. Applications of these methods are further reviewed. Finally, some challenges and future trends are given from different perspectives. This paper illustrates that the combination of fuzzy logic and decision making method has an extensive research prospect. It can help researchers to identify the frontiers of fuzzy logic in the field of decision making.
机译:在过去的几十年中,模糊逻辑的艺术和科学都目睹了显着的发展,并在许多有效地区找到了应用,例如模式识别,分类,控制系统等。许多研究表明了在处理中的模糊逻辑的能力具有模糊和不确定的语言信息。为了代表人类感知,模糊逻辑已被用作智能决策中的有效工具。由于对基于模糊逻辑的决策方法的各种研究的出现,有必要全面概述该领域的发布文件及其应用。本文涵盖了在决策中模糊逻辑的广泛的理论和实际应用。它已被分组为五个部分:解释模糊逻辑在决策中的作用,首先介绍一些基本思想潜在的不同类型的模糊逻辑和模糊逻辑系统的结构。然后,我们对基于模糊逻辑的评估方法,预测方法,决策支持算法,组决策方法进行审查。这些方法的应用进一步审查。最后,一些挑战和未来的趋势来自不同的观点。本文说明了模糊逻辑和决策方法的组合具有广泛的研究前景。它可以帮助研究人员识别决策领域的模糊逻辑前沿。

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