基于知识图谱的国内外模块划分研究热点与演进分析
Research hotspot and evolution analysis of module division at home and abroad based on knowledge graph
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摘要: 以中国知网（CNKI）和Web of Science（WOS）期刊库为数据来源，借助CiteSpace软件绘制科学知识图谱，对2000-2019年国内外模块划分研究文献的年度发文量、作者-机构合作分布、研究热点与演进趋势进行可视化分析，指出：模块划分领域的研究持续受到国内外学者的关注，主要经历了起步探索期（2000-2008年）、快速增长期（2009-2015年）和平稳发展期（2016-2019年）3个阶段；从核心作者和研究机构分布情况来看，中国和美国在模块划分领域的研究成果最为突出，表明中国已成为该领域在国际舞台上的中坚力量，但美国等发达国家依旧是主要研究群体；国内外研究热点多集中于产品绿色模块划分、产品设计、大规模定制等方面，国外研究更专注于复杂网络、多目标优化、生物网络模块性等多学科领域，国内则更侧重于对模块划分理论方法的研究，且应用范围较窄；未来研究将围绕基因网络、动力学分析、数字孪生等关键词展开，其中，解决复杂产品全生命周期模块的组织与布局，以及借助数字孪生把握产品功能模块粒度划分将是未来研究的重点与攻关方向.Abstract: Taking China National Knowledge Infrastructure (CNKI) and Web of Science (WOS) journal database as data sources, the annual publication volume of the research literature, author-institution cooperation distribution, research hotspots, and evolution trends from the domestic and foreign research literature on module division from 2000 to 2019 were visually analyzed with the CiteSpace software to draw scientific knowledge graph.It was pointed out that the research in the field of module division was paid close attention by seniors at home and abroad,and it experienced the following three stages:the initial exploration period (2000-2008), the rapid growth period (2009-2015), and the steady development period (2016-2019).From the perspective of the distribution of core authors and research institutions, it was found that China and the United States had the most outstanding research results in the field of module division. It indicated that China had become the backbone of this field in the international stage and the developed countries such as the United States were still the main research groups.The domestic and foreign research focused on the product's green module division, product design, mass customization, etc. However, foreign researches focused on the multi-disciplinary field,such as complex network, multi-objective optimization and biological network modularity.The domestic researches focused on theoretical methods of the module division with a narrow application scope.The future research will be conducted on key words such as national gene network, dynamic analysis, digital twin, etc. Among them, solving the organization and layout of the complex product's life cycle modules as well as applying digital twins to grasp the granularity of product function modules will be the focus and direction for the future research.
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Key words:
- module division /
- CiteSpace /
- knowledge graph /
- visual analysis /
- research hotspot
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[1]
龚京宗.基于FPBS的机械系统模块化设计方法与应用研究[D].长沙:国防科学技术大学,2008.
-
[2]
高飞,肖刚,潘双夏,等.产品功能模块划分方法[J].机械工程学报,2007,43(5):33.
-
[3]
李彬,王宗彦,秦慧斌.桥式起重机的模块化配置设计研究[J].机械设计与制造,2013(2):265.
-
[4]
NEWCOMB P J,BRAS B,ROSEN D W.Implications of modularity on product design for the life cycle[J].Journal of Mechanical Design,1998,120(3):483.
-
[5]
潘双夏,高飞,冯培恩.批量客户化生产模式下的模块划分方法研究[J].机械工程学报,2003,39(7):5.
-
[6]
肖莹姣,陈友玲,周玉杰.面向订单的模块化时间定额的确定方法[J].计算机应用研究,2011,28(4):162.
-
[7]
李婷婷,龚京忠,李国喜,等.可维修性驱动的模块划分[J].机械设计与制造,2007(2):166.
-
[8]
候剑华,胡志刚.CiteSpace软件应用研究的回顾与展望[J].现代情报,2013,33(4):99.
-
[9]
胡泽文,孙建军,武夷山.国内知识图谱应用研究综述[J].图书情报工作,2013,57(3):131.
-
[10]
KIM M C,CHEN C.A scientometric review of emerging trends and new developments in recommendation systems[J].Scientometrics,2015,104(1):239.
-
[11]
刘佳,韩毅.中外图书情报学研究热点的可视化及对比分析[J].情报科学,2014,32(12):53.
-
[12]
陈航,殷国富,赵伟,等.工业机器人模块化设计研究[J].机械,2009,36(3):56.
-
[13]
尹健,杨宁,王妍,等.基于结构模块化的微型山地稻麦联合收割机设计[J].农机化研究,2011,33(11):106.
-
[14]
谌炎辉,周德俭,袁海英,等.复杂产品的最小最大划分模块化方法[J].计算机集成制造系统,2012,18(1):11.
-
[15]
王日君,张进生,葛培琪,等.模块化设计中模块划分方法的研究[J].组合机床与自动化加工技术,2008(7):17.
-
[16]
胡浩平,刘电霆.基于绿色模块划分的多目标蚁群算法[J].制造技术与机床,2016,643(1):73.
-
[17]
NEWMAN M E J.Modularity and community structure in networks[J].Proceedings of the National Academy of Sciences,2006,103(23):8577.
-
[18]
SHEN H W,CHENG X Q,GUO J F.Quantifying and identifying the overlapping community structure in networks[J].Journal of Statistical Mechanics:Theory and Experiment,2009,2009(7):7042.
-
[19]
ROSEN R,VON WICHERT G,LO G,et al.About the importance of autonomy and digital twins for the future of manufacturing[J].IFAC-PapersOnLine,2015,48(3):567.
-
[20]
HERATH K,PRAKASH A,GUIYUAN J,et al.Ant colony optimization based module footprint selection and placement for lowering power in large FPGA designs[C]//2018 International Conference on ReConFigurable Computing and FPGAs (ReConFig).Piscataway:IEEE,2018:1.
-
[21]
MOTOHASHI K.Assessment of technological capability in science industry linkage in China by patent database[J].World Patent Information,2008,30(3):225.
-
[22]
王若佳,李颖.基于知识图谱的国际和国内竞争情报对比研究[J].情报杂志,2016,35(1):74.
-
[23]
CHEN J,YUAN B.Detecting functional modules in the yeast protein-protein interaction network[J].Bioinformatics,2006,22(18):2283.
-
[24]
任小中,邓效忠,苏建新,等.数控成形磨齿机计算机辅助模块化设计[J].农业机械学报,2008,39(2):144.
-
[25]
宋扬,金会庆,张维一,等.本体模块化的研究[J].计算机应用与软件,2009,26(3):184.
-
[26]
刘琼,顾浩,刘骏,等.基于熵值的尿路感染疾病基因网络的模块划分与生物学机制分析[J].基因组学与应用生物学,2018,37(10):4676.
-
[27]
范泽兵,胡杨,吴锋,等.航空发动机高空模拟试车台架参数化设计研究[J].燃气涡轮试验与研究,2018,31(3):53.
-
[28]
FARRITOR S,DUBOWSKY S.On modular design of field robotic systems[J].Autonomous Robots,2001,10(1):57.
-
[29]
ALM E,ARKIN A P.Biological networks[J].Current Opinion in Structural Biology,2003,13(2):193.
-
[30]
AMINIAN M,AMINIAN F.A modular fault-diagnostic system for analog electronic circuits using neural networks with wavelet transform as a preprocessor[J].IEEE Transactions on Instrumentation & Measurement,2007,56(5):1546.
-
[31]
LORENZ D M,JENG A,DEEM M W.The emer-gence of modularity in biological systems[J].Physics of Life Reviews,2011,8(2):129.
-
[32]
KOLCHINSKY A,GATES A J,ROCHA L M.Modularity and the spread of perturbations in complex dynamical systems[J].Physical Review E,2015,92(6):060801.
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