在概率语言Sugeno-Weber聚合信息下,为道路安全优化提供AI驱动的决策
Shahzaib Ashraf1, Tooba Shahid1, Jungeun Kim2
1Institute of Mathematics Khawaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, Pakistan.
Heliyon
|December 17, 2024
概括
人工智能 (AI) 通过与事故预防的多标准决策 (MCDM) 集成来提高道路安全. 新方法使用概率语言术语集和Sugeno-Weber框架汇总不确定的数据.
科学领域:
- 道路交通安全问题 道路安全问题
- 人工智能的人工智能
- 决策 决策 决策 决策 决策
背景情况:
- 交通事故在全球范围内构成重大风险,需要先进的解决方案.
- 目前的决策流程需要加强,以有效预防事故.
- 有可能的语言表达式集正在出现,用于聚合不确定的数据.
研究的目的:
- 探索AI在多标准决策 (MCDM) 中的整合,以改善全球道路安全.
- 用概率语言环境开发信息聚合的新方法.
- 引入基于Sugeno-Weber (SW) 框架的程序法,用于处理概率性语言术语元素 (PLTE).
主要方法:
- 利用人工智能进行数据分析,预测建模和智能交通管理.
- 开发诸如概率语言SW平均 (PLSWA) 和几何 (PLSWG) 等聚合技术.
- 基于SWτ-norm和τ-conorm. 的加权和有序聚合运算符 (PLSWWA,PLSWWG,PLSWOWA,PLSWOWG) 的实施.
主要成果:
- 引入多功能聚合工具来加强信息.
- 在MCDM中整合概率语言术语集 (PLT) 的策略的开发.
- 将拟议的程序与TOPSIS方法进行比较,强调操作员的特点.
结论:
- 人工智能驱动的MCDM提供了一种革命性的事故预防和道路安全方法.
- 建议的概率语言聚合方法在MCDM中有效处理不确定的数据.
- 这些新型运营商为道路安全应用程序的决策提供了增强的能力.
相关概念视频
Decision Making: P-value Method
5.3K
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...
5.3K
Decision Making: Traditional Method
4.0K
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...
4.0K
Heuristics
74
Heuristics are problem-solving strategies that use mental shortcuts to simplify decision-making. Unlike algorithms, which must be followed precisely to achieve a correct result, heuristics offer a general problem-solving framework. They save time and energy but can sometimes lead to less rational decisions.
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
74
Design Example: Alignment of a Road Line Using GIS
39
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...
39
The Anchoring-and-Adjustment Heuristic
7.2K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.2K
Determination of Expected Frequency
2.1K
Suppose one wants to test independence between the two variables of a contingency table. The values in the table constitute the observed frequencies of the dataset. But how does one determine the expected frequency of the dataset? One of the important assumptions is that the two variables are independent, which means the variables do not influence each other. For independent variables, the statistical probability of any event involving both variables is calculated by multiplying the individual...
2.1K


