计算机科学 ›› 2020, Vol. 47 ›› Issue (6): 210-218.doi: 10.11896/jsjkx.190700194
王铁鑫1,2, 李文心1, 曹静雯1, 杨志斌1,2, 黄志球1,2, 王飞1
WANG Tie-xin1,2, LI Wen-xin1, CAO Jing-wen1, YANG Zhi-bin1,2, HUANG Zhi-qiu1,2, WANG Fei1
摘要： 信息技术的飞速发展有力地推动了市场全球化的进程。全球化的经济趋势给中小型企业带来了前所未有的机遇与挑战,孤岛式的企业发展模式已失去了生存空间。为了快速响应多变的市场需求,中小型企业在聚焦核心业务的同时,须与其他企业建立动态的协同合作关系。面向如何高效构建动态协作企业联盟的问题,通过构建相关领域本体并结合使用语义检测技术,提出了一种知识驱动的企业间协作过程中动态推荐最佳参与者的方法。该方法致力于弥补传统企业协作中“合作参与者固定”“合作模式单一”等缺陷,针对特定协作目标与协作偏好,通过多维度的匹配计算,来快速高效地推荐能力、属性相匹配的参与者企业。在理论层面,针对企业建模及企业协同合作管理,归纳总结模型驱动的企业管理相关方向的研究现状;在此基础上,结合企业间协同合作目标的动态变化特点,定义了描述企业间协作上下文的元模型并构建了企业间协作领域本体及结合该领域本体使用的语义检测方法,以提高动态推荐参与者企业的效率。通过可拆卸连接机械制造案例论证了所提推荐方法的有效性,并对其性能进行了评估。
中图分类号:
| [1]CAMARINHA-MATOS L.Classes of Collaborative Networks [M]//Encyclopedia of Networked and Virtual Organizations.Information Science Reference,2008:193-198. [2]MONTARNAL A,MU W X,BENABEN F,et al.Automated deduction of cross-organizational collaborative business processes[J].Information Sciences,2018,453:30-49. [3]TOUZI J,LORRE J P,BENABEN F,et al.Interoperability through Model-based Generation:The Case of the Collaborative Information System (CIS) [M]//Enterprise Interoperability.London:Springer,2007. [4]LI L.Effects of enterprise technology on supply chain collaboration:analysis of China-linked supply chain [J].Enterprise Information Systems,2012,6(1):55-77. [5]KONSTANTAS D,BOURRIERES J P,LEONARD M,et al.Interoperability of enterprise software and applications [M].Springer Science & Business Media,2006,1. [6]IDE N,PUSTEJOVSKY J.What does interoperability mean,anyway? Toward an operational definition of interoperability for language technology [C]//Proceedings of the Second International Conference on Global Interoperability for Language Resources.Hong Kong,China,2010. [7]CRISPIM JA,SOUSA J P.Partner selection in virtual enterprises[J].International Journal of Production Research,2010,48(3):683-707. [8]SADIGH B L,NIKGHADAM S,OZBAYOGLU A M,et al.An ontology-based multi-agent virtual enterprise system (omave):part 2:partner selection[J].International Journal of Computer Integrated Manufacturing,2017,30(10):1072-1092. [9]SHA D,CHE Z.Supply chain network design:partner selection and production/distribution planning using a systematic model[J].Journal of the Operational Research Society,2006,57(1):52-62. [10]BENABEN F,BOISSEL-DALLIER N,PINGAUD H,et al.Semantic issues in model-driven management of information system interoperability[J].International Journal of Computer Integrated Manufacturing,2013,26(11):12. [11]GARCIA-CRESPO A,RUIZ-MEZCUA B,LOPEZ-CUADRADO J,et al.Semantic model for knowledge representation in e-business[J].Knowledge-Based Systems,2011,24(2):282-296. [12]CHEN D,DOUMEINGTSB G,VERNADATC F.Architectures for enterprise integration and interoperability:Past,present and future [J].Computers in Industry,2009,59(7):647-659. [13]KOSANKE K,VERNADAT F,ZELM M.CIMOSA:enterprise engineering and integration [J].Computers in Industry,1999,40(2／3):83-97. [14]BENABEN F,MU W X,BOISSEL-DALLIER N,et al.Supporting interoperability of collaborative networks through enginee-ring of a service-based Mediation Information System (MISE 2.0) [J].Enterprise Information Systems,2014,9(5／6):1-27. [15]ALI N H,IBRAHIM N S.Porter stemming algorithm for semantic checking [C]//Proceedings of 16th International Conference on Computer and Information Technology.2012:253-258. [16]FENG Y,BAGHERI E,ENSAN F,et al.The state of the art in semantic relatedness:a framework for comparison[J].The Knowledge Engineering Review,2017,32:1-30. [17]KAPPEL G,KARGL H,KRAMLER G,et al.Matching Metamodels with Semantic Systems-An Experience Report [M]//BTW Workshops on Model Management.2007:38-52. [18]SHVAIKO P,EUZENAT J.A survey of schema-based matc-hing approaches [M]//Journal on Data Semantics IV.Springer Berlin Heidelberg,2005:146-171. [19]LIN F,SANDKUHL K.A Survey of Exploiting WordNet inOntology Matching [C]//Artificial Intelligence in Theory & Practice Ii.Italy:DBLP,2008. [20]LI P F,ZHOU G D,ZHU Q M.Semantics-Based Joint Model of Chinese Event Trigger Extraction[J].Journal of Software,2016,27(2):280-294. [21]RAO Y,WU L W,WANG Y M,et al.Research Progress on Emotional Computation Technology Based on Semantic Analysis[J].Journal of Software,2018(8):2397-2426. [22]THOMAS K.Matters of (Meta-) Modeling [J].Software and Systems Modeling,2006,5(4):369-385. [23]FAVRE J M,NGUYEN T.Towards a megamodel to model software evolution through transformations[J].Electronic Notes in Theoretical Computer Science,2005,127(3):59-74. [24]ALBERTO S R D.Model-driven engineering:A survey supported by the unified conceptual model[J].Computer Languages,Systems & Structures,2015,43:S1477842415000408. [25]JOUAULT F,BÉZIVIN J.KM3:A DSL for Metamodel Specification[C]//Ifip Wg 61 International Conference on Formal Methods for Open Object-based Distributed Systems.2006. [26]OMG.Object Management Group-MDA (Model Driven Architecture) Guide Version 1.0.1[OL].http://www.omg.org/mda/. [27]OMG.Object Management Group-Meta Object Facility (MOF) Core Specification,v2.4.2[OL].http://www.omg.org/mof/. [28]WANG T X,MONTARNAL A,TRUPTIL S,et al.A Semantic-checking based Model-driven Approach to Serve Multi-organization Collaboration[OL].https://www.sciencedirect.com/science/article/pii/S1877050918311918. [29]MALONE T W,CROWSTON K,HERMAN G.A.Organizing business knowledge:the mit process handbook [J].Journal of Product Innovation Management,2010,22(2):218-219. [30]United Nations and Statistical Division.International Standard industrial classification of all economic activities (ISIC) [M].New York:United Nations,2008. [31]PORTER M F.An algorithm for suffix stripping[J].Program,1980,14(3):130-137. [32]COHEN W,RAVIKUMAR P,FIENBERG S.A comparison of string metrics for matching names and records[C]//Kdd Workshop on Datacleaning and Object Consolidation.2003:73-78. [33]HIRSCHBERG D.Serial computations of Levenshtein distances[OL].http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.55.5863. [34]FELLBAUM C.WordNet.Blackwell Publishing Ltd[OL].https://xueshu.baidu.com/usercenter/paper/show?paperid=38f9291923c02bf94ea9b712c610f714&site=xueshu_se. [35]WU F F,LI R M,HUANG L C,et al.Cross-industry R&D Partners Identification and Selection of Enterprises [OL].http://kns.cnki.net/kcms/detail/61.1167.G3.20190710.1021.016.html. [36]LI B Z,GAO S.Research on the mutualism partner selection of enterprise collaborative original innovation [J].J. Harbin Inst. Technol.,2019,40(7):1367-1374. |
| [1] | 张子良, 庄毅, 叶彤. 基于元模型的协同建模模型组装与更新方法 Cooperative Modeling Model Combination and Update Method Based on Meta-model 计算机科学, 2021, 48(12): 67-74. https://doi.org/10.11896/jsjkx.201100024 |
| [2] | 杨立, 马佳佳, 江华禧, 马肖肖, 梁赓, 左春. 面向机器学习系统的需求建模与决策选择 Requirements Modeling and Decision-making for Machine Learning Systems 计算机科学, 2020, 47(12): 42-49. https://doi.org/10.11896/jsjkx.201200021 |
| [3] | 宫法明,李翛然. 基于Neo4j的海量石油领域本体数据存储研究 Research on Ontology Data Storage of Massive Oil Field Based on Neo4j 计算机科学, 2018, 45(6A): 549-554. |
| [4] | 刘耀,帅远华,龚幸伟,黄毅. 基于领域本体的文本分割方法研究 Study on Text Segmentation Based on Domain Ontology 计算机科学, 2018, 45(1): 128-132. https://doi.org/10.11896/j.issn.1002-137X.2018.01.021 |
| [5] | 钱晔,李彤,郁涌,孙吉红,于倩,彭琳. 一种面向同步交互的软件演化过程建模方法 Approach to Modeling Software Evolution Process for Synchronous Interaction 计算机科学, 2016, 43(8): 154-158. https://doi.org/10.11896/j.issn.1002-137X.2016.08.032 |
| [6] | 李伊潇,李宏伟,沈立炜,赵文耘. 基于启发式规则的自动化本体扩充 Automatic Ontology Population Based on Heuristic Rules 计算机科学, 2016, 43(3): 213-219. https://doi.org/10.11896/j.issn.1002-137X.2016.03.039 |
| [7] | 郭鹏,李亚晖,孙磊,蔡晓乐. 面向嵌入式软件开发的UML到Simulink模型转换方法 UML Model to Simulink Model Transformation Method in Design of Embedded Software 计算机科学, 2016, 43(2): 192-198. https://doi.org/10.11896/j.issn.1002-137X.2016.02.042 |
| [8] | 唐成华,王丽娜,强保华,汤申生,张 鑫. 基于语义相似度的静态安全策略一致性检测 Static Security Policy Consistency Detection Based on Semantic Similarity 计算机科学, 2015, 42(8): 166-169. |
| [9] | 刘欢欢,麻志毅,陈泓婕. 基于PaaS的云应用软件部署环境的元模型 Meta-model of PaaS-based Cloud Application’s Deployment Environment 计算机科学, 2015, 42(10): 45-49. |
| [10] | 朱锐,李彤,莫启,张璇,王一荃,林雷蕾,代飞. 基于EPMM的软件过程行为偏离诊断研究 Research on Deviation Diagnostic of Software Process Behavior Based on EPMM Modelling 计算机科学, 2014, 41(11): 56-62. https://doi.org/10.11896/j.issn.1002-137X.2014.11.012 |
| [11] | 曾一,黄兴砚,李函逾,王翠钦. 基于MDA的需求捕获工具的设计与实现 Design and Implementation of Requirements Capture Tools Based on MDA 计算机科学, 2014, 41(10): 204-209. https://doi.org/10.11896/j.issn.1002-137X.2014.10.044 |
| [12] | 代飞,李彤,谢仲文,莫启,金运志. 基于EPMM的软件过程结构合理性研究 Research on Structure Soundness of Software Processes Based on EPMM 计算机科学, 2013, 40(8): 186-190. |
| [13] | 赵文栋,陶晓臻,彭来献,田畅. 一种基于功能语义的Web服务描述及预检索方法 Function Semantic-based Web Service Description and Pre-filter Method 计算机科学, 2013, 40(11): 222-227. |
| [14] | 李琳琳，孙继银，刘光斌，梅生，张艳红. 基于匹配度的网格服务组合及优化选择方法 Match Degree-based Method for Grid Service Composition and Optimize Choose 计算机科学, 2012, 39(Z6): 398-400. |
| [15] | 栾文静，杜玉越. 一种基于服务簇网元模型的Web服务发现方法 Web Service Discovery Method Based on Net Unit Model of Service Cluster 计算机科学, 2012, 39(8): 147-152. |
|
||
首页