一种二维语言的毕达哥拉斯模糊决策方法,适用于无人驾驶飞行器贡献评估
Scientific reports
|October 9, 2025
概括
这项研究引入了一种新的2维语言毕达哥拉斯模糊变量,用于评估无人机在群体行动中的贡献. 该方法可靠地整合了专家评估和信任水平,以改善决策.
科学领域:
- 决策科学 决策科学
- 人工智能的人工智能
- 机器人技术 机器人技术 机器人技术
背景情况:
- 评估无人驾驶飞行器 (UAV) 对群体有效性的贡献是具有挑战性的,原因是主观的专家判断.
- 现有的决策模型很难将评估的不确定性和可靠性统一到一个单一的框架内.
研究的目的:
- 开发一种新的决策框架,用于评估无人机在群体行动中的贡献.
- 引入一个二维的语言毕达哥拉斯模糊变量,捕捉语言评估和信心水平.
主要方法:
- 开发一个二维语言的毕达哥拉斯模糊变量,包括操作规则,得分/准确性函数和聚合运算符.
- 基于UAV贡献评估的拟议模糊变量制定一个多标准决策方法.
主要成果:
- 拟议的方法为无人机贡献评估提供了可靠和可解释的结果.
- 案例研究结果显示与现有方法的一致性,以及对专家信任水平的敏感性.
- 该方法在排名表现方面与既有技术相比,显示出强烈的相关性.
结论:
- 2维语言的毕达哥拉斯模糊变量提供了一个结构化的方法,在群体操作中的不确定性下进行决策.
- 该框架通过整合专家的信任来加强对无人机贡献的评估.
- 未来的工作包括动态信任更新和更广泛的域验证.
相关概念视频
Application of Linearization and Approximation
37
A drone flying through complex terrain often relies on more than one sensing method to estimate small changes in altitude. Along with direct measurements, air pressure provides a useful indirect indicator of vertical movement. Atmospheric pressure decreases as altitude increases, and this relationship is commonly described using an exponential model. Although accurate, converting pressure measurements into altitude values requires calculations that are too complex to perform repeatedly during...
37
Decision Making: P-value Method
6.8K
The process of hypothesis testing based on the P-value method includes calculating the P- value using the sample data and interpreting it.
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
6.8K
Decision Making: Traditional Method
5.1K
The process of hypothesis testing based on the traditional method includes calculating the critical value, testing the value of the test statistic using the sample data, and interpreting these values.
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
5.1K
Two-Dimensional Force System: Problem Solving
1.2K
Solving problems related to two-dimensional force systems is an essential aspect of mechanics and engineering. By applying the principles of vector analysis and force equilibrium, one can determine the effect of multiple forces acting on an object in a two-dimensional space.
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
1.2K
Response Surface Methodology
604
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
604
Three-Dimensional Force System:Problem Solving
1.3K
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
1.3K


