基于直觉模糊的VIKOR模糊的共享制造服务评估
1School of Management, Shenyang University of Technology, Shenyang, 110870, China.
Heliyon
|April 17, 2024
概括
本研究介绍了一种使用直观模糊逻辑的VIKOR共享制造服务评估方法. 它通过考虑服务质量 (QOS) 和供需约束来帮助用户选择合适的服务.
科学领域:
- 制造系统工程 制造系统工程
- 运营研究 运营研究
- 决策科学 决策科学
背景情况:
- 共享经济激发了人们对共享制造模式的兴趣.
- 评估共享制造服务需要一个强大的框架来处理复杂的服务质量 (QOS) 指标.
研究的目的:
- 在一个直观的模糊环境中,为共享制造服务开发基于VIKOR的评估方法.
- 根据多个标准,从一个大池中有效过可接受的服务.
主要方法:
- 构建了一个QOS评估指数系统,包括在线和离线指标.
- 开发了一种包含供需约束的服务推模型.
- 应用了直观的模糊数,G1方法,变量精度粗略集合理论和最大理论来确定重量.
- 使用VIKOR方法与直观模糊集用于服务评估和排名.
主要成果:
- 提出的方法有效地评估和排名共享制造服务.
- 使用直觉模糊数相似性证明了组合的好处和最小遗憾值.
- 通过真实世界的案例研究来验证算法的可靠性和可行性.
结论:
- 直觉模糊的VIKOR方法为共享制造服务评估提供了一个可靠的框架.
- 该方法成功地解决了共享制造中的多指标,多利益相关者决策挑战.
- 这种方法有助于用户在各种产品中选择最佳服务.
相关概念视频
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
Response Surface Methodology
128
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:
128
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
Principle of Virtual Work: Problem Solving
1.1K
The principle of virtual work is an essential concept in the field of mechanics and engineering. This is used to solve problems related to the equilibrium of a structure or system. It is based on the assumption that if a system is in equilibrium, the work done by all the forces during a virtual displacement is zero. This principle is applied by considering virtual displacements of the system and the corresponding work done by internal and external forces.
To apply the principle of virtual work,...
To apply the principle of virtual work,...
1.1K
Heuristics
89
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...
89
Reason and Intuition
6.4K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.4K


