摘要
为了充分利用产品评价数据中的信息并结合专家经验选出客观合理的产品方案,将犹豫模糊集理论应用于工业产品评价数据处理,提出一种机器自主决策方法和两种人机联合决策方法。机器自主决策方法通过建立产品评价数据犹豫模糊决策矩阵,使用TOPSIS框架进行方案排序实现了无人参与的自动化决策;按照决策者是否参与隶属度打分,提出两种情况下的人机联合决策方法,构建了人机联合犹豫模糊决策矩阵,实现了人机协同决策。以宝信带钢产品的性能评估与选择为案例,验证了所提方法的实用性。
To make full use of the information in the product evaluation data and combine it with expert experience to select an objective and reasonable product plan,the hesitant fuzzy set theory was applied to the processing of industrial product evaluation data.A machine autonomous decision-making method and two human-machine joint decision-making methods were proposed.The machine autonomous decision-making method realized unattended automated decision-making by establishing a hesitating fuzzy decision matrix for product evaluation data and using TOPSIS framework to sort schemes.According to whether the decision makers participate in the scoring of the membership grade,the human-machine joint decision-making methods in two cases were proposed,and the human-machine joint hesitant fuzzy decision matrix was constructed to realize the human-machine cooperative decision-making.Taking Baoxin strip steel product property evaluation and selection as an example,the practicability of the proposed methods was verified.
作者
杜傲
王坚
凌卫青
DU Ao;WANG Jian;LING Weiqing(CIMS Research Center,Tongji University,Shanghai 201800,China)
出处
《计算机集成制造系统》
EI
CSCD
北大核心
2020年第8期2099-2108,共10页
Computer Integrated Manufacturing Systems
基金
国家自然科学基金资助项目(71690230/71690234)。
关键词
犹豫模糊集
决策自动化
人机协同决策
数据驱动
hesitant fuzzy sets
decision automation
human-machine collaborative decision
data driven
作者简介
杜傲(1994-),男,辽宁辽阳人,硕士研究生,研究方向:智能决策、工艺参数推荐、大数据技术等,E-mail:1631676@tongji.edu.cn;通信作者:王坚(1961-),男,山东淄博人,教授,博士,博士生导师,研究方向:工业互联网、大数据技术、智慧能源管理技术等,E-mail:jwang@tongji.edu.cn;凌卫青(1973-),男,河南开封人,副教授,博士,研究方向:语义网、数据挖掘、计算机辅助工程等,E-mail:lingweiqing@tongji.edu.cn。
