首页|基于知识图谱的智能调度文献计量分析方法研究

基于知识图谱的智能调度文献计量分析方法研究

扫码查看
鉴于智能调度是实现制造系统高效运作、制造资源与生产任务高效配置的重要保障,是实现制造业数字化、网络化、智能化的重要途径,从智能调度全局出发,进一步对前人综述研究进行深化和外延,运用可视化工具CiteSpace软件,通过检索Web of Science核心数据库,获取2012年~2021年间收录的以"智能调度"为主题的50 610条文献.基于知识图谱把握智能调度领域的学科演化性质、分析领域研究热点、探索重要集群性质、挖掘重大突现、洞察结构变异性,提出一种基于知识图谱的研究领域综述分析路径与方法.最后指出柔性作业车间重调度、节能调度、异构分布式协同调度系统、新型群智能优化算法等为智能调度领域的发展方向.
Bibliometric analysis method of intelligent scheduling using knowledge mapping
Intelligent scheduling is an important guarantee for the efficient operation of manufacturing systems and ef-ficient allocation of manufacturing resources and production tasks.It is also an important way to realize digital,net-worked and intelligent manufacturing.Starting from the overall situation of intelligent scheduling,the previous re-view research were further deepened and extended,and 50610 literatures with the theme of"intelligent scheduling"collected from 2012 to 2021 were obtained by searching the core database of Web of Science with the visualization tool CiteSpace software.Based on the knowledge mapping,the discipline evolutionary natur in the field of intelligent scheduling was grasped,the research hotspots in the field was analyzed,the nature of important clusters was ex-plored,the major emergencies were mined and the insight into the structural variability was gained,thus a knowl-edge review and analysis method based on knowledge mapping was proposed.Finally,it was pointed out that flexi-ble job shop rescheduling,energy-saving scheduling,heterogeneous distributed collaborative scheduling system,and news warm intelligent optimization algorithm are the development directions in the field of intelligent scheduling.

intelligent schedulingknowledge mappingbibliometricsvisual analysisstatistical

乔一丹、陈登凯、王晗宇、谢凝

展开 >

西北工业大学机电学院工业设计与人机工效工信部重点实验室,陕西 西安 710072

智能调度 知识图谱 文献计量学 可视化分析 统计分析

国家重点研发计划资助项目

2021YFC2800600

2024

计算机集成制造系统
中国兵器工业集团第210研究所

计算机集成制造系统

CSTPCD北大核心
影响因子:1.092
ISSN:1006-5911
年,卷(期):2024.30(10)