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Fuzzy multi-criteria decision-making method-based operational assessment of Chinese electricity markets
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作者 Weijie Wu Dongwei Li +2 位作者 Hui Sun Yixin Li Yining Zhang 《Global Energy Interconnection》 EI CSCD 2024年第6期733-748,共16页
The evaluation of the electricity market is crucial for fostering market construction and development.An accurate assessment of the electricity market reveals developmental trends,identifies operational issues,and con... The evaluation of the electricity market is crucial for fostering market construction and development.An accurate assessment of the electricity market reveals developmental trends,identifies operational issues,and contributes to stable and healthy market growth.This study investigated the characteristics of electricity markets in different provinces and synthesized a comprehensive set of evaluation indicators to assess market effectiveness.The evaluation framework,comprising nine indicators organized into two tiers,was constructed based on three aspects:market design,market efficiency,and developmental coordination.Furthermore,a novel fuzzy multi-criteria decision-making evaluation model for electricity market performance was developed based on the Fuzzy-BWM and fuzzy COPRAS methodologies.This model aimed to ensure both accuracy and comprehensiveness in market operation assessment.Subsequently,empirical analyses were conducted on four typical provincial-level electricity markets in China.The results indicate that Guangdong’s electricity market performed best because of its effective balance of stakeholder interests and adherence to contractual integrity principles.Zhejiang and Shandong ranked second and third,respectively,whereas Sichuan exhibited the poorest market performance.Sichuan’s electricity market must be improved in terms of market design,such that market players can obtain a fairly competitive environment.The sensitivity analysis of the constructed indicators verified the effectiveness of the evaluation model proposed in this study.Finally,policy recommendations were proposed to facilitate the sustainable development of China’s electricity markets with the objective of transforming them into efficient and secure markets adaptable to the evolution of novel power systems. 展开更多
关键词 Electricity market Operational assessment Fuzzy best-worst method Fuzzy complex proportional assessment Fuzzy multi-criteria decision making
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Enabling weakened hedges in linguistic multi-criteria decision making
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作者 王海 徐泽水 《Journal of Southeast University(English Edition)》 EI CAS 2016年第1期125-131,共7页
A semantics-based model is proposed to enable weakened hedges, such as "more or less" and "roughly" in the context of linguistic multi-criteria decision making. First, the resemblance relations are defined based o... A semantics-based model is proposed to enable weakened hedges, such as "more or less" and "roughly" in the context of linguistic multi-criteria decision making. First, the resemblance relations are defined based on the semantics of terms on the domain. Then, the hedges can be represented after the upper and loose upper approximations of a linguistic term are derived. Accordingly, some compact formulae can be derived for the semantics of linguistic expressions with hedges. Parameters in these formulae are objectively determined according to the semantics of original terms. The proposed model presents a more natural way to express the decision information under uncertainties and its semantics is clear. The proposed model is clarified by solving the problem of evaluation and selection of sustainable innovative energy technologies. Computational results demonstrate that the model can deal with various uncertainties of the problem. Finally, the model is compared with existing techniques and extended to the case when the semantics of terms are represented by trapezoidal fuzzy numbers. 展开更多
关键词 decision making multi-criteria decision making linguistic term sets linguistic hedges similarity relation
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Aggregation operators on intuitionistic trapezoidal fuzzy number and its application to multi-criteria decision making problems 被引量:64
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作者 Wang Jianqiang Zhang Zhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期321-326,共6页
Intuitionistic trapezoidal fuzzy numbers and their operational laws are defined. Based on these operational laws, some aggregation operators, including intuitionistic trapezoidal fuzzy weighted arithmetic averaging op... Intuitionistic trapezoidal fuzzy numbers and their operational laws are defined. Based on these operational laws, some aggregation operators, including intuitionistic trapezoidal fuzzy weighted arithmetic averaging operator and weighted geometric averaging operator are proposed. Expected values, score function, and accuracy function of intuitionitsic trapezoidal fuzzy numbers are defined. Based on these, a kind of intuitionistic trapezoidal fuzzy multi-criteria decision making method is proposed. By using these aggregation operators, criteria values are aggregated and integrated intuitionistic trapezoidal fuzzy numbers of alternatives are attained. By comparing score function and accuracy function values of integrated fuzzy numbers, a ranking of the whole alternative set can be attained. An example is given to show the feasibility and availability of the method. 展开更多
关键词 intuitionistic trapezoidal fuzzy numbers aggregation operators multi-criteria decision making
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Multi-criteria linguistic interval group decision-making approach 被引量:2
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作者 Wang Jianqiang ChenXiaohong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第5期934-938,共5页
For group decision-making problems with linguistic assessment information, a new method based on two-tuple and WC-OWA operator is proposed, in which the criteria's weights and the decision-makers' preference informa... For group decision-making problems with linguistic assessment information, a new method based on two-tuple and WC-OWA operator is proposed, in which the criteria's weights and the decision-makers' preference information might take the form of linguistic grade, or might be between two continuous linguistic grades, or might be linguistic interval, or might be default. In this method, all linguistic values are transformed into two-tuple, and an aggregative decision-making matrix is obtained by using interval operation. The group aggregative values of each criterion on alternatives are computed by using a WC-OWA operator, the aggregative values on alternatives are worked out, and transformed into two-tuple. And the rank of the alternatives is obtained by using the order property of two-tuple. An example shows the feasibility and effectiveness of the proposed method. 展开更多
关键词 multi-criteria decision making group decision-making two-tuple linguistic interval WC-OWA operator.
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Multi-criteria group decision making with fuzzy data:an extension of the VIKOR method 被引量:2
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作者 Wenqi Jiang Jennifer Shang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第4期764-773,共10页
The VIKOR method is a multi-criteria decision making aid, which employs linear normalization to offer compromise solu- tions and has been successfully applied to various group decision making problems. However, the co... The VIKOR method is a multi-criteria decision making aid, which employs linear normalization to offer compromise solu- tions and has been successfully applied to various group decision making problems. However, the conventional VIKOR techniques used to integrate group judgments and the information loss arising from defuzzification are problematic and distort final outcomes. An improved integration method, which is optimization-based, is proposed. And it can handle fuzzy criteria values and weights. The precondition for accurately defuzzifying triangular fuzzy num- bers is identified. Several effective defuzzification procedures are proposed to improve the extant VIKOR, and a comprehensive evaluation framework is offered to aid multi-criteria group decision making. Finally, a numerical example is provided to illustrate the practicability of the proposed method. 展开更多
关键词 multi-criteria group decision making triangular fuzzynumbers VlKOR compromise solution.
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Prospect Theory Based Hesitant Fuzzy Multi-Criteria Decision Making for Low Sulphur Fuel of Maritime Transportation
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作者 Changli Lu Ming Zhao +1 位作者 Imran Khan Peerapong Uthansakul 《Computers, Materials & Continua》 SCIE EI 2021年第2期1511-1528,共18页
The environmental impact of maritime transport has now become a relevant issue in sustainable policy formulation and has attracted increasing interest from academia.For the sustainable development of maritime transpor... The environmental impact of maritime transport has now become a relevant issue in sustainable policy formulation and has attracted increasing interest from academia.For the sustainable development of maritime transport,International Maritime Organization stipulates that the sulfur content of ship emissions will reach 0.5 from 2020.With the approaching of the stipulated implementation date,shipowners need to adopt scientific methods to make decision on low sulfur fuel.In this study,we applied a prospect theory based hesitant fuzzy multi-criteria decision-making model to obtain the optimal decision of low Sulphur marine fuel.For this purpose,the hesitant fuzzy decision matrix is established to collect expert opinions,the maximizing deviation method is adopted to determine criteria weights.According to calculate the Euclidean distance from the reference points,we obtain the comprehensive prospect values of alternatives.Lastly,a case study is carried out to illustrate the significance and effectiveness of the proposed methodology.The innovation of this study is that it is the first-time adopting prospect theory and hesitate fuzzy sets to multi-criteria decision making for low Sulphur marine fuel,which provides an effective decision model for shipping companies under Low Sulphur regulations,and can also be extended to other industries. 展开更多
关键词 Maritime transport prospect theory hesitant fuzzy sets multi-criteria decision making maximizing deviation method euclidean distance
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Factors Affecting Selection of Elective Courses:The Use of Multi-Criteria Decision Making Model
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作者 Gulsah Hancerliogullari Koksalmis 《Journal of Business Administration Research》 2018年第1期1-7,共7页
Elective course selection has always been a serious and important decision making process for students in institutions. The aim of this study is to determine weights of factors affecting elective course selection from... Elective course selection has always been a serious and important decision making process for students in institutions. The aim of this study is to determine weights of factors affecting elective course selection from students' perspective. So as to solve the problem, Analytic Hierarchy Process (AHP) based model was used. Factors which affect the elective course selection from students' point of view include five main criteria and 13 sub-criteria which were indicated by students. An online questionnaire containing demographic questions, enabled each student to compare the relative priority of criteria with all of the other criteria. The responses were evaluated via Super Decisions software, and priorities were determined using the Analytic Hierarchy Process (AHP). According to the analysis of 40 experts (i.e., graduate students studying in engineering programs), course schedule and teaching staff related factors are the two most important factors affecting the elective course selection. A real- life situation which will help students who are indecisive and hesitates while selecting an elective course was observed. AHP contributes to develop an analytic and comprehensive framework decision making. The method should be considered by faculty member involved in decisions about curriculum update and offering new courses. 展开更多
关键词 multi-criteria DECISION making ANALYTIC HIERARCHY process education COURSE SELECTION
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A Multi-Criteria Decision Making for the Unrelated Parallel Machines Scheduling Problem
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作者 Wei-Shung CHANG Chiuh-Cheng CHYU 《Journal of Software Engineering and Applications》 2009年第5期323-329,共7页
In this paper, we propose a multi-criteria machine-schedules decision making method that can be applied to a produc-tion environment involving several unrelated parallel machines and we will focus on three objectives:... In this paper, we propose a multi-criteria machine-schedules decision making method that can be applied to a produc-tion environment involving several unrelated parallel machines and we will focus on three objectives: minimizing makespan, total flow time, and total number of tardy jobs. The decision making method consists of three phases. In the first phase, a mathematical model of a single machine scheduling problem, of which the objective is a weighted sum of the three objectives, is constructed. Such a model will be repeatedly solved by the CPLEX in the proposed Multi-Objective Simulated Annealing (MOSA) algorithm. In the second phase, the MOSA that integrates job clustering method, job group scheduling method, and job group – machine assignment method, is employed to obtain a set of non-dominated group schedules. During this phase, CPLEX software and the bipartite weighted matching algorithm are used repeatedly as parts of the MOSA algorithm. In the last phase, the technique of data envelopment analysis is applied to determine the most preferable schedule. A practical example is then presented in order to demonstrate the applicability of the proposed decision making method. 展开更多
关键词 MULTI-OBJECTIVE Optimization UNRELATED Parallel Machines Scheduling Simulated ANNEALING Algorithm INTEGER Programming Models multi-criteria DECISION making
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Selection of Renewable Energy Based on Life Cycle Assessment and Multi-Criteria Decision Making
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作者 Wen-Fang Wu Yao Hsu +1 位作者 Ya-Ju Chang Ying-Chu Chen 《Open Journal of Energy Efficiency》 2016年第1期1-11,共11页
The development of renewable energy has become an important issue nowadays owing to the growing concerns about global warming and shortage of fossil fuels. The present study proposes an approach that integrates life c... The development of renewable energy has become an important issue nowadays owing to the growing concerns about global warming and shortage of fossil fuels. The present study proposes an approach that integrates life cycle assessment (LCA), 3E (Energy-Economics-Environment) indicators and multi-criteria analysis (MCA) to evaluate environmental impacts and find the best choice or better choices among various renewable energy development plans. Several alternatives of wind turbines and photovoltaic (PV) systems are considered in the case study since they are found to be more feasible in Taiwan in a preliminary study. By using the proposed approach, the result indicates that the major environmental impacts arising from the development of wind turbines and PV systems in Taiwan are the generation of respiratory inorganics and minerals as well as the consumption of fossil fuels. Based on experts’ opinions, the outcome of multi-criteria analysis suggests that wind turbines have more advantages than PV systems in Taiwan. In particular, among the studied systems, a 2500-kW offshore wind turbine system has the greatest integrated performance, and a 4500-kW onshore wind turbine system comes in second. 展开更多
关键词 Renewable Energy Life Cycle Assessment multi-criteria Decision making
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The Development of the Generation Expansion Planning System Using Multi-Criteria Decision Making Rule
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作者 Seokman Han Koohyung Chung Balho H. Kim 《Journal of Energy and Power Engineering》 2012年第1期126-131,共6页
The power expansion planning is large and capital intensive capacity planning. In the past, the expansion planning was established with the proper supply reliability in order to minimize social cost. However, such pla... The power expansion planning is large and capital intensive capacity planning. In the past, the expansion planning was established with the proper supply reliability in order to minimize social cost. However, such planning cannot be used in the power markets with many market participants. This paper proposed the power expansion planning process in the power markets. This system is composed of Regulator and Generation Company (GENCO)'s model. Multi-criteria decision making rule is used for regulator model and several scenarios for GENCO model are applied. 展开更多
关键词 Power expansion planning regulator's model multi-criteria decision making procedure of planning power market.
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Decision making tools for optimal material selection:A review 被引量:3
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作者 Divya ZINDANI Saikat Ranjan MAITY Sumit BHOWMIK 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第3期629-673,共45页
The present work reviews different decision making tools(material comparing and choosing tools)used for selecting the best material considering different parameters.In this review work,the authors have tried to addres... The present work reviews different decision making tools(material comparing and choosing tools)used for selecting the best material considering different parameters.In this review work,the authors have tried to address the following important enquiries:1)the engineering applications addressed by the different material choosing and ranking methods;2)the predominantly used decision making tools addressing the optimal material selection for the engineering applications;3)merits and demerits of decision making tools used;4)the dominantly used criteria or objectives considered while selecting a suitable alternative material;5)overview of DEA on material selection field.The authors have surveyed literatures from different regions of the globe and considered literatures since 1988.The present review not only stresses the importance of material selection in the early design stage of the product development but also aids the design and material engineers to apply different decision making tools systematically. 展开更多
关键词 multi-criteria decision making multi-attribute decision making multi-objective decision making soft computing techniques material selection
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An Evaluation of the Critical Success Factors in Sustainable Food Supply Chains in Developing Countries
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作者 Muhammad Ahasan Habib Deen Islam Preyo +1 位作者 Muhammad Kamruzzaman Ahasan Md. Maruf Hossain 《World Journal of Engineering and Technology》 2024年第3期466-492,共27页
Food is one of the biggest industries in developed and underdeveloped countries. Supply chain sustainability is essential in established and emerging economies because of the rising acceptance of cost-based outsourcin... Food is one of the biggest industries in developed and underdeveloped countries. Supply chain sustainability is essential in established and emerging economies because of the rising acceptance of cost-based outsourcing and the growing technological, social, and environmental concerns. The food business faces serious sustainability and growth challenges in developing countries. A comprehensive analysis of the critical success factors (CSFs) influencing the performance outcome and the sustainable supply chain management (SSCM) process. A theoretical framework is established to explain how they are used to examine the organizational aspect of the food supply chain life cycle analysis. This study examined the CSFs and revealed the relationships between them using a methodology that included a review of literature, interpretative structural modeling (ISM), and cross-impact matrix multiplication applied in classification (MICMAC) tool analysis of soil liquefaction factors. The findings of this research demonstrate that the quality and safety of food are important factors and have a direct effect on other factors. To make sustainable food supply chain management more adequate, legislators, managers, and experts need to pay attention to this factor. In this work. It also shows that companies aiming to create a sustainable business model must make sustainability a fundamental tenet of their organization. Practitioners and managers may devise effective long-term plans for establishing a sustainable food supply chain utilizing the recommended methodology. 展开更多
关键词 Supply Chain Collaboration Interpretative Structural Modeling Cross-Impact Matrix Multiplication SUSTAINABILITY Critical Success Factors multi-criteria Decision making Technique for Order of Preference by Similarity to Idea Solution
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多属性群决策在项目风险评价中的应用 被引量:4
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作者 陈雁高 马光文 《水力发电》 北大核心 2011年第7期79-81,89,共4页
工程项目的风险因素多,项目风险评价工作比较复杂。基于有序加权平均算子(OWA算子)和加权算术平均算子(CWAA算子)的多属性群决策,整合两种加权算子在纵向和横向集结的优点,对工程项目的风险值进行纵向与横向集结,可以比较有效地消除决... 工程项目的风险因素多,项目风险评价工作比较复杂。基于有序加权平均算子(OWA算子)和加权算术平均算子(CWAA算子)的多属性群决策,整合两种加权算子在纵向和横向集结的优点,对工程项目的风险值进行纵向与横向集结,可以比较有效地消除决策者主观因素的影响,并增加中间值的作用,使工程项目风险综合评价更加科学、合理。实例分析验证了该方法的可行性与有效性。 展开更多
关键词 有序加权平均算子 加权算术平均算子 多属性群决策 项目管理 风险评价
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基于投影的软件易用性评价方法 被引量:4
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作者 岳川 《计算机工程与科学》 CSCD 北大核心 2017年第6期1112-1117,共6页
随着IT行业的不断发展,软件的易用性越来越受到用户和专家的关注与重视。如何科学地量化软件产品的易用性,进而对产品质量进行综合地测评,决定了软件产品的竞争力和用户的满意度。针对软件的易用性,提出了一种基于投影和直觉模糊理论的... 随着IT行业的不断发展,软件的易用性越来越受到用户和专家的关注与重视。如何科学地量化软件产品的易用性,进而对产品质量进行综合地测评,决定了软件产品的竞争力和用户的满意度。针对软件的易用性,提出了一种基于投影和直觉模糊理论的评价方法。首先,依据用户调查得到的信息,给出评价软件易用性的直觉模糊评价矩阵,并在此基础上建立了评价矩阵的理想决策。其次,借助群决策的框架,给出评价矩阵到理想决策上的投影。然后,基于投影给出测评软件的优劣序。最后,用一个测评实例展示出本方法的有效性和实用性。结果表明,本文提出的模型是一种软件质量综合评价的有效方法。 展开更多
关键词 质量评价 软件易用性 直觉模糊信息 投影 群决策
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区间直觉梯形模糊几何Bonferroni平均算子及其应用 被引量:1
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作者 周晓辉 姚俭 《上海理工大学学报》 CAS 北大核心 2014年第5期461-468,共8页
研究了决策信息为区间直觉梯形模糊数且属性间存在相互关联的多属性群决策问题,提出一种基于区间直觉梯形模糊几何加权Bonferroni平均算子的决策方法.基于区间梯形直觉模糊数的运算法则和几何Bonferroni平均算子,定义了区间直觉梯形模... 研究了决策信息为区间直觉梯形模糊数且属性间存在相互关联的多属性群决策问题,提出一种基于区间直觉梯形模糊几何加权Bonferroni平均算子的决策方法.基于区间梯形直觉模糊数的运算法则和几何Bonferroni平均算子,定义了区间直觉梯形模糊几何Bonferroni平均算子及其加权算子.给出了这些算子的一些性质,建立基于区间直觉梯形模糊几何加权Bonferroni平均算子的多属性群决策模型.最后,将该方法应用在供应商选择的群决策问题中,结果表明了该方法的有效性与可行性. 展开更多
关键词 区间直觉梯形模糊数 几何Bonferroni平均算子 多属性群决策
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基于直觉模糊多属性群决策的风险排序方法 被引量:9
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作者 蔡久顺 张执国 +1 位作者 师鹏 何泉 《工程数学学报》 CSCD 北大核心 2015年第5期650-658,共9页
为了解决信息收集时的模糊性和不确定性问题,避免单人决策的失误,并全面描述风险的不同特征,本文将直觉三角模糊数和多属性群决策理论结合起来,提出了一种基于直觉模糊多属性群决策的风险排序方法,提高了风险排序的准确度.首先,运用直... 为了解决信息收集时的模糊性和不确定性问题,避免单人决策的失误,并全面描述风险的不同特征,本文将直觉三角模糊数和多属性群决策理论结合起来,提出了一种基于直觉模糊多属性群决策的风险排序方法,提高了风险排序的准确度.首先,运用直觉三角模糊数收集专家的判断信息;其次,通过分别计算三角模糊数和直觉模糊数的熵权得到组合权重,从而确定不同方案的风险综合值;再次,利用逼近理想解法对不同方案的风险综合值进行排序;最后,给出实例验证了该方法的有效性和可行性. 展开更多
关键词 风险排序 直觉三角模糊数 多属性群决策 熵权 逼近理想解法
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基于美团外卖商家选择的一种群体决策方法 被引量:3
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作者 彭亚楠 刘芳 《运筹与管理》 CSSCI CSCD 北大核心 2022年第8期116-121,共6页
随着人们生活节奏的不断加快,外卖成为人们生活中不可或缺的一部分。美团外卖作为O2O外卖平台的一个引领者,被大家普遍认可并得到广泛使用。在生活中,我们经常会为这样的问题而纠结:有几家同类型的店铺,似乎差异不大且都未消费过,该选... 随着人们生活节奏的不断加快,外卖成为人们生活中不可或缺的一部分。美团外卖作为O2O外卖平台的一个引领者,被大家普遍认可并得到广泛使用。在生活中,我们经常会为这样的问题而纠结:有几家同类型的店铺,似乎差异不大且都未消费过,该选哪家订外卖呢?首先,本文基于问卷调查的结果,确定了指标因素并计算出其权重。其次,给出构建区间互反判断矩阵的方法,从而建立了一个多准则群体决策模型。最后,通过实例分析了方法的适用性。 展开更多
关键词 层次分析法 群体决策 稳定系数法 WCR-IOWGA算子
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Mineral processing plant location using the analytic hierarchy process——a case study:the Sangan iron ore mine(phase 1) 被引量:18
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作者 SAFARI Mohsen ATAEI Mohammad +1 位作者 KHALOKAKAIE Reza KARAMOZIAN Mohammad 《Mining Science and Technology》 EI CAS 2010年第5期691-695,共5页
Locating the mineral processing plant near a mine is the most important parameter that affects the whole process.Many factors,and their preferences,should be considered in this stage.The factors include economical,geo... Locating the mineral processing plant near a mine is the most important parameter that affects the whole process.Many factors,and their preferences,should be considered in this stage.The factors include economical,geological,technical,environmental and tectonic parameters.A multi-criteria decision making method is necessary to rank the alternatives.In this paper we describe how plant location is selected by using the Analytic Hierarchy Process(AHP).This method,with eight criteria,was used to select a location for the mineral processing plant at the Sangan iron ore mine(phase 1).Three alternatives for the processing plant were evaluated.The main criteria were distance from the mine,access to heavy machinery transport,the amount of excavation required for grading,bed mixture capacity,belt conveyor length,distance from the tailing dam,distance from the waste dumps and surface water diversion requirements.Finally,the alternatives were ranked and the best location was proposed. 展开更多
关键词 mineral processing multi-criteria decision making Sangan iron ore mine AHP
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A Hybrid MCDM Approach Based on ANP and TOPSIS for Facility Layout Selection 被引量:7
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作者 Zha Shanshan Guo Yu +1 位作者 Huang Shaohua Tang Pengzhou 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第6期1027-1037,共11页
Facility layout selection is a multi-criteria decision making (MCDM) problem,since it has a strategic impact on the efficiency of manufacturing system.In view of the interdependency among selection criteria,analytic n... Facility layout selection is a multi-criteria decision making (MCDM) problem,since it has a strategic impact on the efficiency of manufacturing system.In view of the interdependency among selection criteria,analytic network process (ANP) is proposed to analyze the structure of the facility layout selection problem and determine the weights for each criterion.A network structure is constructed that shows all elements and clusters and their interactions.Limit priorities are also calculated which help decision maker evaluate the relative importance among criterion in the alternative selection process.Moreover,a hybrid MCDM approach that employs ANP and technique for order preference by similarity to an ideal solution (TOPSIS)method to rank the optimal facility layout alternatives.Finally,an application of a new aeronautic component assembly workshop facility layout selection is conducted.To further illustrate the advantage of the proposed approach,the difference between ANP-TOPSIS and AHP-TOPSIS methods are compared and discussed.Results have demonstrated the effectiveness and feasibility of the proposed method. 展开更多
关键词 facility layout SELECTION multi-criteria decision making(MCDM) ANALYTIC network process AHP TOPSIS
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Location-allocation modeling for emergency evacuation planning with GIS and remote sensing:A case study of Northeast Bangladesh 被引量:7
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作者 Mahfuzur Rahman Ningsheng Chen +8 位作者 MdMonirul Islam Ashraf Dewan Hamid Reza Pourghasemi Rana Muhammad AliWashakh Nirdesh Nepal Shufeng Tian Hamid Faiz Mehtab Alam Naveed Ahmed 《Geoscience Frontiers》 SCIE CAS CSCD 2021年第3期169-185,共17页
This work developed models to identify optimal spatial distribution of emergency evacuation centers(EECs)such as schools,colleges,hospitals,and fire stations to improve flood emergency planning in the Sylhet region of... This work developed models to identify optimal spatial distribution of emergency evacuation centers(EECs)such as schools,colleges,hospitals,and fire stations to improve flood emergency planning in the Sylhet region of northeastern Bangladesh.The use of location-allocation models(LAMs)for evacuation in regard to flood victims is essential to minimize disaster risk.In the first step,flood susceptibility maps were developed using machine learning models(MLMs),including:Levenberg-Marquardt back propagation(LM-BP)neural network and decision trees(DT)and multi-criteria decision making(MCDM)method.Performance of the MLMs and MCDM techniques were assessed considering the area under the receiver operating characteristic(AUROC)curve.Mathematical approaches in a geographic information system(GIS)for four well-known LAM problems affecting emergency rescue time are proposed:maximal covering location problem(MCLP),the maximize attendance(MA),p-median problem(PMP),and the location set covering problem(LSCP).The results showed that existing EECs were not optimally distributed,and that some areas were not adequately served by EECs(i.e.,not all demand points could be reached within a 60-min travel time).We concluded that the proposed models can be used to improve planning of the distribution of EECs,and that application of the models could contribute to reducing human casualties,property losses,and improve emergency operation. 展开更多
关键词 Natural disasters Emergency evacuation centers FLOODING Machine learning multi-criteria decision making Location-allocation model
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