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Forecasting short-term energy consumption in Chongqing using a novel grey Bernoulli model 利用新型灰色伯努利模型预测重庆市短期能源消耗情况
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-16 DOI: 10.1108/gs-02-2024-0016
Xiaozeng Xu, Yikun Wu, Bo Zeng
<h3>Purpose</h3><p>Traditional grey models are integer order whitening differential models; these models are relatively effective for the prediction of regular raw data, but the prediction error of irregular series or shock series is large, and the prediction effect is not ideal.</p><!--/ Abstract__block --><h3>Design/methodology/approach</h3><p>The new model realizes the dynamic expansion and optimization of the grey Bernoulli model. Meanwhile, it also enhances the variability and self-adaptability of the model structure. And nonlinear parameters are computed by the particle swarm optimization (PSO) algorithm.</p><!--/ Abstract__block --><h3>Findings</h3><p>Establishing a prediction model based on the raw data from the last six years, it is verified that the prediction performance of the new model is far superior to other mainstream grey prediction models, especially for irregular sequences and oscillating sequences. Ultimately, forecasting models are constructed to calculate various energy consumption aspects in Chongqing. The findings of this study offer a valuable reference for the government in shaping energy consumption policies and optimizing the energy structure.</p><!--/ Abstract__block --><h3>Research limitations/implications</h3><p>It is imperative to recognize its inherent limitations. Firstly, the fractional differential order of the model is restricted to 0 < a < 2, encompassing only a three-parameter model. Future investigations could delve into the development of a multi-parameter model applicable when a = 2. Secondly, this paper exclusively focuses on the model itself, neglecting the consideration of raw data preprocessing, such as smoothing operators, buffer operators and background values. Incorporating these factors could significantly enhance the model’s effectiveness, particularly in the context of medium-term or long-term predictions.</p><!--/ Abstract__block --><h3>Practical implications</h3><p>This contribution plays a constructive role in expanding the model repertoire of the grey prediction model. The utilization of the developed model for predicting total energy consumption, coal consumption, natural gas consumption, oil consumption and other energy sources from 2021 to 2022 validates the efficacy and feasibility of the innovative model.</p><!--/ Abstract__block --><h3>Social implications</h3><p>These findings, in turn, provide valuable guidance and decision-making support for both the Chinese Government and the Chongqing Government in optimizing energy structure and formulating effective energy policies.</p><!--/ Abstract__block --><h3>Originality/value</h3><p>This research holds significant importance in enriching the theoretical framework of the grey prediction model.</p><!--/ Abstract__block --><h3>Highlights</h3><p>The highlights of the paper are as follows:<ol list-type="order"><li><p>A novel grey Bernoulli prediction model is proposed to improve the model’s structure.</p></li><li><p>Fraction
目的传统的灰色模型是整阶白化微分模型,这些模型对有规律的原始数据的预测比较有效,但对无规律序列或冲击序列的预测误差较大,预测效果不理想。新模型实现了灰色伯努利模型的动态扩展和优化,同时增强了模型结构的可变性和自适应性。研究结果根据过去六年的原始数据建立预测模型,验证了新模型的预测性能远远优于其他主流灰色预测模型,尤其是对不规则序列和振荡序列的预测。最后,建立了重庆市各方面能耗的预测模型。研究的局限性/意义必须认识到其固有的局限性。首先,模型的分数微分阶数仅限于 0 < a < 2,仅包含一个三参数模型。未来的研究可以深入开发 a = 2 时适用的多参数模型。其次,本文只关注模型本身,忽略了对原始数据预处理的考虑,如平滑算子、缓冲算子和背景值。加入这些因素可以显著提高模型的有效性,尤其是在中期或长期预测方面。社会意义这些研究成果为中国政府和重庆市政府优化能源结构、制定有效的能源政策提供了有价值的指导和决策支持。论文亮点:提出了一种新颖的伯努利灰色预测模型,完善了模型结构,在新模型中加入了分数导数、分数累加代算子和伯努利方程,实现了与传统主流灰色预测模型的完全兼容,重庆市能源消费情况验证了新模型的性能远优于传统灰色模型,为政府制定能源消费政策、优化能源结构提供了参考依据。
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引用次数: 0
Construction and application of a novel grey relational analysis model considering factor coupling relationship 考虑因素耦合关系的新型灰色关系分析模型的构建与应用
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-10 DOI: 10.1108/gs-04-2024-0046
Aqin Hu, Naiming Xie

Purpose

The purpose of this paper is to explore a new grey relational analysis model to measure the coupling relationship between the indicators for the water environment status assessment. Meanwhile, the model deals with the problem that the changing of indicator order may result in the changing of the degree of grey relation.

Design/methodology/approach

The binary index submatrix of the sample matrix is given first. Then the product of the matrix and its own transpose is used to measure the characteristics of the index and the coupling relationship between the indicators. Thirdly, the grey relational coefficient is defined based on the matrix norm, and a grey coupling relational analysis model is proposed.

Findings

The paper provides a novel grey relational analysis model based on the norm of matrix. The properties, normalization, symmetry, relational order invariance to the multiplicative, are studied. The paper also shows that the model performs very well on the water environment status assessment in the eight cities along the Yangtze River.

Originality/value

The model in this paper has supplemented and improved the grey relational analysis theory for panel data.

目的 本文旨在探索一种新的灰色关系分析模型,以衡量水环境状况评价指标之间的耦合关系。设计/方法/途径 首先给出样本矩阵的二元指数子矩阵,然后利用矩阵与自身转置的乘积来衡量指标之间的耦合关系。首先给出样本矩阵的二元指数子矩阵,然后利用矩阵与自身转置的乘积来衡量指数的特征和指标间的耦合关系。第三,根据矩阵规范定义灰色关系系数,并提出灰色耦合关系分析模型。研究了其特性、归一化、对称性、对乘法的关系阶不变性。本文还表明,该模型在长江沿岸八个城市的水环境状况评估中表现非常出色。
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引用次数: 0
A directed grey incidence model based on panel data 基于面板数据的定向灰色发生率模型
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-10 DOI: 10.1108/gs-02-2024-0025
Yanli Zhai, Gege Luo, Dang Luo

Purpose

The purpose of this paper is to construct a grey incidence model for panel data that can reflect the incidence direction and degree between indicators.

Design/methodology/approach

Firstly, this paper introduces the concept of a negative matrix and preprocesses the data of each indicator matrix to eliminate differences in dimensions and magnitudes between indicators. Then a model is constructed to measure the incidence direction and degree between indicators, and the properties of the model are studied. Finally, the model is applied to a practical problem.

Findings

The grey-directed incidence degree is 1 if and only if corresponding elements between the feature indicator matrix and the factor indicator matrix have a positive linear relationship. This degree is −1 if and only if corresponding elements between the feature indicator matrix and the factor indicator matrix have a negative linear relationship.

Practical implications

The example shows the number of days with good air quality is negatively correlated with the annual average concentration of each pollutant index. PM2.5, PM10 and O3 are the main pollutants affecting air quality in northern Henan.

Originality/value

This paper introduces the negative matrix and constructs a model from the holistic perspective to measure the incidence direction and level between indicators. This model can effectively measure the incidence between the feature indicator and factor indicator by integrating information from the point, row, column and matrix.

设计/方法/途径首先,本文引入负矩阵的概念,对各指标矩阵的数据进行预处理,消除指标间维度和幅度的差异。然后构建了一个模型来衡量指标间的入射方向和程度,并对模型的特性进行了研究。结论当且仅当特征指标矩阵和因素指标矩阵之间的对应元素具有正线性关系时,灰色方向入射度为 1。实际意义该示例表明,空气质量良好的天数与各污染物指数的年平均浓度呈负相关。PM2.5、PM10 和 O3 是影响豫北地区空气质量的主要污染物。该模型综合了点、行、列和矩阵的信息,可有效衡量特征指标与因子指标之间的入射关系。
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引用次数: 0
A grey target performance evaluation model for aeroengine pressure test bench 航空发动机压力试验台灰色目标性能评估模型
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-29 DOI: 10.1108/gs-01-2024-0013
Yanhua Zhang, Kaixin Ying, Jialin Zhou, Yuehua Cheng, Chenghui Xu, Zhigeng Fang

Purpose

This paper aims to optimize the air pressure regulation scheme of the aeroengine pressure test bench.

Design/methodology/approach

Based on the requirements of pressure regulation process and the operating mechanism of aeroengine pressure test bench, a grey performance evaluation index system is constructed. The combination of principal component analysis and grey theory is employed to assign weights to grey indexes. The grey target evaluation model is introduced to evaluate the performance of historical regulation processes, and the evaluation results are analyzed to derive optimization mechanism for pressure regulating schemes.

Findings

A case study based on monitoring data from nearly 300 regulation processes verifies the feasibility of the proposed method. On the one hand, the improved principal component analysis method can achieve rational weighting for grey indexes. On the other hand, the method comparison intuitively shows that the proposed method performs better.

Originality/value

The pressure test bench is a fundamental technical equipment in the aviation industry, serving the development and testing of aircraft engines. Due to the complex system composition, the pressure and flow adjustment of the test bench heavily rely on manual experience, leading to issues such as slow adjustment speed and insufficient accuracy. This paper proposes a performance evaluation method for the regulation process of pressure test bench, which can draw knowledge from historical regulation processes, provide guidance for the pressure regulation of test benches, and ultimately achieve the goal of reducing equipment operating costs.

设计/方法/途径基于压力调节过程的要求和航空发动机压力试验台的运行机理,构建了灰色性能评价指标体系。采用主成分分析法和灰色理论相结合的方法对灰色指标进行权重分配。结果基于近 300 个调节过程的监测数据进行的案例研究验证了所提方法的可行性。一方面,改进的主成分分析方法可以实现灰色指标的合理加权。原创性/价值压力试验台是航空工业的基础技术装备,服务于航空发动机的研制和试验。由于系统组成复杂,试验台的压力和流量调节严重依赖人工经验,导致调节速度慢、精度不够等问题。本文提出了压力试验台调节过程的性能评价方法,可以从历史调节过程中汲取知识,为试验台的压力调节提供指导,最终达到降低设备运行成本的目的。
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引用次数: 0
Grey relations 灰色关系
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-08-15 DOI: 10.1108/gs-03-2024-0031
Mohammed Atef, Sifeng Liu

Purpose

The goal of this article is to introduce the notion of a grey relation between grey sets using grey numbers.

Design/methodology/approach

This study uses the grey number to create novel ideas of grey sets. We suggest several operations that can be performed on it, including the union, intersection, join, merge, and composition of grey relations. In addition, we present the definitions of reflexive, symmetric, and transitive grey relations and analyze certain characteristics associated with them. Furthermore, we formulate the concept of the grey equivalence relation, apply it to the study of the grey equivalence class over the grey relation, and go over some of its features.

Findings

We present new algebraic aspects of grey system theory by defining grey relations and then analyzing their characteristic features.

Practical implications

This paper proposes a new theoretical direction for grey sets according to grey numbers, namely, grey relations. This paper proposes a new theoretical direction for grey sets according to grey numbers, namely, grey relations. As such, it can be applied to create rough approximations as well as congruences in algebras, topologies, and semigroups.

Originality/value

The presented notions are regarded as new algebraic approaches in grey system theory for the first time. Additionally, some fundamental operations on grey relations are also investigated. Consequently, different types of grey relations, such as reflexive, symmetric, and transitive relations, are discussed. Then, the grey equivalence class derived from the grey equivalence relation is demonstrated, and its properties are examined.

目的本文旨在利用灰色数字引入灰色集合之间的灰色关系概念。我们提出了可以对其进行的几种操作,包括灰色关系的联合、相交、连接、合并和组合。此外,我们还提出了反式、对称和互式灰色关系的定义,并分析了与之相关的某些特征。此外,我们还提出了灰色等价关系的概念,并将其应用于研究灰色关系上的灰色等价类,并对其一些特征进行了阐述。研究结果我们通过定义灰色关系,然后分析其特征,提出了灰色系统理论的新代数方面。本文根据灰色数字为灰色集合提出了一个新的理论方向,即灰色关系。原创性/价值本文提出的概念首次被视为灰色系统理论的新代数方法。此外,还研究了灰色关系的一些基本运算。因此,讨论了不同类型的灰色关系,如反射关系、对称关系和传递关系。然后,展示了由灰色等价关系衍生出的灰色等价类,并研究了其性质。
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引用次数: 0
On some operations on grey graphs with application 关于灰色图形的一些运算及其应用
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-27 DOI: 10.1108/gs-12-2023-0125
Mohammed Atef, Sifeng Liu

Purpose

The objective of this paper is to formulate the precise meanings of grey graphs and examine some of their properties.

Design/methodology/approach

This article introduces innovative concepts of grey sets based on the grey number. We establish the grey graphs and examine their essential properties as isomorphisms of these graphs. Additionally, we explore the notion of a grey-complete graph and demonstrate certain properties of self-complementary grey-complete graphs.

Findings

We showcase novel facets of grey system theory through the establishment of the structures of grey graphs, and the subsequent analysis of their distinctive traits.

Practical implications

This article provides us with a new theoretical direction for grey system theory according to grey numbers. Thus, we present test examples that explain the routes between cities and the electrical wires between homes. Furthermore, the concept of grey graphs can be applied in several areas of engineering, computer science, neural networks, artificial intelligence, and medical diagnosis.

Originality/value

The proposed concepts are considered novel mathematical directions in grey system theory for the first time. Some operations of grey graphs are also explored.

本文旨在阐述灰色图的确切含义,并研究其部分性质。设计/方法/途径本文基于灰色数引入了灰色集合的创新概念。我们建立了灰色图,并研究了它们作为这些图的同构物的基本属性。此外,我们还探讨了灰色完全图的概念,并证明了自互补灰色完全图的某些性质。研究结果我们通过建立灰色图的结构以及随后对其独特性质的分析,展示了灰色系统理论的新面貌。因此,我们提出了解释城市之间的路线和家庭之间的电线的测试示例。此外,灰色图的概念还可应用于工程、计算机科学、神经网络、人工智能和医学诊断等多个领域。原创性/价值所提出的概念首次被视为灰色系统理论的新数学方向。还探讨了灰色图的一些运算。
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引用次数: 0
Grey multi-criteria group consensus decision-making based on cobweb model 基于蛛网模型的灰色多标准群体共识决策
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-18 DOI: 10.1108/gs-08-2023-0079
Sandang Guo, Liuzhen Guan, Qian Li, Jing Jia

Purpose

Considering the bounded confidence of decision-makers (DMs), a new grey multi-criteria group consensus decision-making (GMCGCDM) model is established by using interval grey number (IGN), cobweb model, social network analysis (SNA) and consensus reaching process (CPR).

Design/methodology/approach

Firstly, the model analyzes the social relationship of DM under social networks and proposes a calculation method for DMs’ weights based on SNA. Secondly, the model defines a cobweb model to consider the preferences of decision-making alternatives in the decision-making process. The consensus degree is calculated by the area surrounded by the connections between each index value of DMs and the group. Then, the model coordinates the different opinions of various DMs to reduce the degree of bias of each DM and designs a consensus feedback mechanism based on bounded confidence to guide DMs to reach consensus.

Findings

The advantage of the proposed method is to highlight the practical application, taking the selection of low-carbon suppliers in the context of dual carbon as an example. Comparison analysis is performed to reveal the interpretability and applicability of the method.

Originality/value

The main contribution of this paper is to propose a new GMCGCDM model, which can not only expand the calculation method of DM’s weight and consensus degree but also reduce the time and cost of decision-making.

目的考虑到决策者(DMs)的信心受限,利用灰色区间数(IGN)、蛛网模型、社会网络分析(SNA)和共识达成过程(CPR),建立了一种新的灰色多标准群体共识决策(GMCGCDM)模型。其次,模型定义了一个蛛网模型,以考虑决策过程中决策备选方案的偏好。共识度由 DM 与群体的各指标值之间的联系所包围的区域计算得出。研究结果该方法的优势在于突出了实际应用性,以双碳背景下的低碳供应商选择为例,通过对比分析揭示了低碳供应商选择过程中存在的偏差。本文的主要贡献在于提出了一种新的 GMCGCDM 模型,不仅拓展了 DM 权重和共识度的计算方法,而且降低了决策的时间成本。
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引用次数: 0
What kind of urban brand ecology attracts talent best? Grey configuration analysis of 98 Chinese cities 什么样的城市品牌生态最能吸引人才?中国98个城市的灰色配置分析
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-10 DOI: 10.1108/gs-03-2024-0035
Zhaohu Dong, Peng Jiang, Zongli Dai, Rui Chi

Purpose

Talent is a key resource for urban development, and building and disseminating urban brands have an important impact on attracting talent. This paper explores what kind of urban brand ecology (UBE) can effectively enhance urban talent attraction (UTA). We explore this question using a novel grey quantitative configuration analysis (GQCA) model.

Design/methodology/approach

To develop the GQCA model, grey clustering is combined with qualitative configuration analysis (QCA). We conducted comparative configuration analysis of UTA using fuzzy set QCA (fsQCA) and the proposed GQCA.

Findings

We find that the empirical results of fsQCA may contradict the facts, and that the proposed GQCA effectively solves this problem.

Practical implications

Based on the theory of UBE, we identify bottleneck factors for improving UTA at different stages. Seven configuration paths are described for cities to enhance UTA. Theoretically, this study expands the application boundaries of UBE.

Originality/value

The proposed GQCA effectively solves the problem of inconsistent analysis and facts caused by the use of a binary threshold by the fsQCA. In practical case studies, the GQCA significantly improves the reliability of configuration comparisons and the sensitivity of QCA to cases, demonstrating excellent research performance.

目的人才是城市发展的重要资源,而城市品牌的建设和传播对吸引人才具有重要影响。本文探讨了什么样的城市品牌生态(UBE)能有效增强城市人才吸引力(UTA)。为了建立灰色定量配置分析模型,我们将灰色聚类与定性配置分析(QCA)相结合。我们使用模糊集定性分析(fsQCA)和所提出的 GQCA 对UTA 进行了比较配置分析。研究结果我们发现 fsQCA 的经验结果可能与事实相矛盾,而所提出的 GQCA 有效地解决了这一问题。为城市提升UTA描述了七种配置路径。原创性/价值所提出的 GQCA 有效解决了 fsQCA 使用二元阈值造成的分析与事实不一致的问题。在实际案例研究中,GQCA 显著提高了配置比较的可靠性和 QCA 对案例的灵敏度,显示出卓越的研究性能。
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引用次数: 0
Organizational culture’s influence on supply chain performance analysis with fuzzy grey cognitive maps 用模糊灰色认知图分析组织文化对供应链绩效的影响
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-04 DOI: 10.1108/gs-10-2023-0099
Lucas Gabriel Zanon, Tiago F.A.C. Sigahi, Rosley Anholon, Luiz Cesar Ribeiro Carpinetti

Purpose

This paper applies fuzzy grey cognitive maps (FGCM) to support multicriteria group decision making (GDM) on supply chain performance (SCP) considering the role of organizational culture as a moderating factor.

Design/methodology/approach

This paper follows the quantitative axiomatic prescriptive model-based research. It introduces a MGDM model that relies on the SCOR® model performance attributes and Hofstede’s cultural dimensions. The proposal is underpinned by the soft computing technique of FGCM, aimed at addressing the inherent subjectivity associated with evaluating the culture-performance relationship within supply chains.

Findings

The FGCM-based model proposes a management matrix tool for supporting SPC management. It results in a graphical representation that deconstructs SCP and organizational culture into key elements and provides directives for action plans that align improvement efforts. An illustrative application is presented to guide and promote the model’s application in different configurations of supply chains.

Practical implications

This model offers valuable insights into addressing the impact of organizational culture on decision-making related to SCP. Additionally, it facilitates scenario simulation. The management matrix visually illustrates how each performance attribute is influenced by each cultural dimension on a quantitative scale. It also ranks these attributes based on the overall level of influence they receive from culture.

Originality/value

The study provides a unique outlook on the use of FGCMs to support the SCP decisional process by detailing and accounting for the influence of organizational culture. This is done through the development of a novel matrix that allows for visual management and benchmarking.

目的 本文考虑到组织文化作为调节因素的作用,应用模糊灰色认知图(FGCM)支持供应链绩效(SCP)的多标准团体决策(GDM)。它引入了一个 MGDM 模型,该模型依赖于 SCOR® 模型的绩效属性和霍夫斯泰德的文化维度。该建议以 FGCM 软计算技术为基础,旨在解决与评估供应链中文化-绩效关系相关的固有主观性问题。 研究结果基于 FGCM 的模型提出了一种支持 SPC 管理的管理矩阵工具。它以图形表示的方式将 SCP 和组织文化解构为关键要素,并为调整改进工作的行动计划提供指导。该模型为解决组织文化对 SCP 相关决策的影响提供了宝贵的见解。此外,它还有助于情景模拟。管理矩阵以量化的方式直观地说明了每个绩效属性受每个文化维度的影响。原创性/价值该研究通过详细说明和解释组织文化的影响,为使用 FGCM 支持 SCP 决策过程提供了一个独特的视角。这是通过开发一个新颖的矩阵来实现的,该矩阵允许进行可视化管理和基准设定。
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引用次数: 0
Symmetric Kullback–Leibler distance based generalized grey target decision method for mixed attributes 基于对称库尔巴克-莱伯勒距离的混合属性广义灰色目标决策方法
IF 2.9 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-04 DOI: 10.1108/gs-01-2024-0001
Jinshan Ma, Hongliang Zhu

Purpose

The reported Kullback–Leibler (K–L) distance-based generalized grey target decision method (GGTDM) for mixed attributes is an asymmetric decision-making basis (DMB) that does not have the symmetric characteristic of distance in common sense, which may affect the decision-making result. To overcome the deficiency of the asymmetric K–L distance, the symmetric K–L distance is investigated to act as the DMB of GGTDM for mixed attributes.

Design/methodology/approach

The decision-making steps of the proposed approach are as follows: First, all mixed attribute values are transformed into binary connection numbers, and the target centre indices of all attributes are determined. Second, all the binary connection numbers (including the target centre indices) are divided into deterministic and uncertain terms and converted into two-tuple (determinacy and uncertainty) numbers. Third, the comprehensive weighted symmetric K–L distance can be computed, as can the alternative index of normalized two-tuple (deterministic degree and uncertainty degree) number and that of the target centre. Finally, the decision-making is made by the comprehensive weighted symmetric K–L distance according to the rule that the smaller the value, the better the alternative.

Findings

The case study verifies the proposed approach with its sufficient theoretical basis for decision-making and reflects the preferences of decision-makers to address the uncertainty of an uncertain number.

Originality/value

This work compares the single-direction-based K–L distance to the symmetric one and uses the symmetric K–L distance as the DMB of GGTDM. At the same time, different coefficients are assigned to an uncertain number’s deterministic term and uncertain term in the calculation process, as this reflects the preference of the decision-maker.

目的 已报道的基于库尔贝克-莱布勒(K-L)距离的广义灰色目标决策方法(GGTDM)是一种非对称决策基础(DMB),不具有常识中距离的对称性,可能会影响决策结果。为了克服非对称 K-L 距离的不足,研究了对称 K-L 距离作为混合属性 GGTDM 的 DMB:首先,将所有混合属性值转换为二进制连接数,并确定所有属性的目标中心指数。其次,将所有二进制连接数(包括目标中心指数)分为确定项和不确定项,并转换为二元组(确定性和不确定性)数。第三,可以计算综合加权对称 K-L 距离,以及归一化二元组(确定度和不确定度)数和目标中心的替代指数。结论该案例研究验证了所提出的方法具有充分的决策理论依据,并反映了决策者在处理不确定数的不确定性时的偏好。同时,在计算过程中,为不确定数的确定项和不确定项分配了不同的系数,因为这反映了决策者的偏好。
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Grey Systems-Theory and Application
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