Meta-activity Model Driven Grain Layered Service Encapsulation and Retrieval for Multi-domain Manufacturing Resources

Abstract

Abstract: Polymerization and service encapsulation of multi-domain manufacturing resources were the key of sharing manufacturing capacity and directly related to the searchability and usability of cloud manufacturing services.Aiming to solve the problems of coarse-grained information and low precision ratio of cloud service，which was due to the lack of key resource informations or the characteristics of manufacturing processes and the uncertainty of service attributes，a meta-activity model of manufacturing with human，machine，material，method and environment as the core elements was constructed to realize intelligent aggregation of multi-domain resource particles firstly.Then the manufacturing capacity of resource cluster was encapsulated layer by layer based on quotient space granularity theory.A hierarchical recursive search algorithm of cloud manufacturing service level was proposed to solve the uncertainty of service attribute based on gray similarity rough set model.Finally，a set of meta-activity model driven multi-domain manufacturing resource grain layered service encapsulation and its retrieval method were established.The feasibility of the proposed method was verified by a retrieval case of cloud services for rapid prototyping of metal structures.

Key words: multi-domain, grain layered, meta-activity model of manufacturing, cloud service retrieval

摘要： 多领域制造资源的聚合与服务封装直接关系到云制造服务的可检索性与易用性，是实现制造能力共享的关键。针对因缺乏关键资源信息或制造活动过程特征，以及服务特征属性不确定性大等导致云服务信息粒度过粗、查准率低的问题，构建了以人、机、料、法、环为核心要素的制造元活动模型以实现多领域资源颗粒的有效聚合，并基于商空间粒计算理论对资源簇的制造能力进行逐层封装，提出基于灰相似粗糙集的云制造服务粒层递归搜索算法以解决服务特征属性的不确定性问题，建立了一套元活动模型驱动的多领域制造资源粒层化服务封装与检索方法。通过某金属构件快速成形云服务的检索算例验证了所提方法的可行性。

关键词: 多领域, 粒层化, 制造元活动模型, 云服务检索

CLC Number:

TP391
TH12

DONG Yuanfa1，2;WU Zhengjia1;DU Xuan1;ZHA Jing1;YUAN Qingsong1. Meta-activity Model Driven Grain Layered Service Encapsulation and Retrieval for Multi-domain Manufacturing Resources[J]. China Mechanical Engineering.

董元发1，2;吴正佳1;杜轩1;查靓1;袁庆松1. 元活动模型驱动的多领域制造资源粒层化服务封装与检索[J]. 中国机械工程.

References

[1]张霖，罗永亮，范文慧，等.云制造及相关先进制造模式分析[J].计算机集成制造系统，2011，17（3)：458-468.
ZHANG Lin，LUO Yongliang，FAN Wenhui，et al.Analyses of Cloud Manufacturing and Related Advanced Manufacturing Models[J].Computer Integrated Manufacturing Systems，2011，17（3):458-468.
[2]陶飞，张霖，郭华，等.云制造特征及云服务组合关键问题研究[J].计算机集成制造系统，2011，17（3)：477-486.
TAO Fei，ZHANG Lin，GUO Hua，et al.Typical Characteristics of Cloud Manufacturing and Several Key Issues of Cloud Service Coposition[J].Computer Integrated Manufacturing Systems，2011，17（3)：477-486.
[3]李伯虎，张霖，王时龙，等.云制造——面向服务的网络化制造新模式[J].计算机集成制造系统，2010，16（1)：1-7.
LI Bohu，ZHANG Lin，WANG Shilong，et al.Cloud Manufacturing—a New Service Oriented Networked Manufacturing Model[J].Computer Integrated Manufacturing Systems，2010，16（1)：1-7.
[4]李伯虎，张霖，任磊，等.再论云制造[J].计算机集成制造系统，2011，17（3)：449-457.
LI Bohu，ZHANG lin，REN Lei，et al.Further Discussion on Cloud Manufacturing[J].Computer Integrated Manufacturing Systems，2011，17（3):449-457.
[5]WANG Xi，XU Xun.Virtualise Manufacturing Capabilities in the Cloud：Requirements，Architecture and Implementation[J].International Journal of Manufacturing Research，2014，9（4)：348-368.
[6]LIU Ning，LI Xiaoping.Granulation-based Resource Classification in Cloud Manufacturing[J].Proceedings of the Institution of Mechanical Engineers，Part B：Journal of Engineering Manufacture.2015，229（7):1258-1270.
[7]姚锡凡，金鸿，徐川，等.云制造资源的虚拟化与服务化[J].华南理工大学学报（自然科学版)，2013，41（3)：1-7.
YAO Xifan，JIN Hong，XU Chuan，et al.Virtualization and Servitization of Cloud Manufacturing Resources[J].Journal of South China University of Technology（Natural Science Edition)，2013，41（3):1-7.
[8]马军，罗国富，路迪，等.制造资源云集成元建模及云Agent服务调度研究[J].中国机械工程，2014，25（7)：917-923.
MA Jun，LUO Guofu，LU Di，et al.Research on Manufacturing Resources Cloud Integration Meta Modeling and Cloud Agent Service Scheduling[J].China Mechanical Engineering，2014，25（7):917-923.
[9]吴娇,李少波.云制造中硬资源虚拟化封装研究[J].机械设计与制造，2014，281（7)：112-115.
WU Jiao，LI Shaobo.The Hardware Resource Virtual Encapsulation in Cloud Manufacturing[J].Machinery Design and Manufacture，2014，281（7):112-115.
[10]尹翰坤，尹超，王伟，等.基于Multi-Agent的制造资源云服务化封装方法及适配器研究[J].计算机集成制造系统，2014，20（12)：3182-3188.
YIN Hankun，YIN Chao，WANG Wei，et al.Cloud Service Encapsulation Adapter for Manufacturing Resource Based on Multi-agent[J].Computer Integrated Manufacturing Systems，2014，20（12)：3182-3188.
[11]ZHANG Yingfeng，ZHANG Geng，LIU Yang，et al.Research on Services Encapsulation and Virtualization Access Model of Machine for Cloud Manufacturing[J].Journal of Intelligent Manufacturing，2015，28（5):1109-1123.
[12]武蕾，孟祥旭，刘士军.制造网格中资源服务化封装方法研究[J].计算机集成制造系统，2008，14（9)：1837-1844.
WU Lei，MENG Xiangxu，LIU Shijun.Resource Service Encapsulation in Manufacturing Grid[J].Computer Integrated Manufacturing Systems，2008，14（9)：1837-1844.
[13]韦涛，李迎光，刘旭.面向航空复杂结构件数控加工过程的云制造服务生成方法[J].计算机集成制造系统，2016，22（11)：2707-2717.
WEI Tao，LI Yingguang，LIU Xu.NC Machining In-process Oriented Cloud Manufacturing Service Generation Method for Complex Aircraft Structural Parts[J].Computer Integrated Manufacturing Systems，2016，22（11)：2707-2717.
[14]CRCIUNEAN V.A Linguistic Model of Aggregation in Virtual Manufacturing Processes[J].Academic Journal of Manufacturing Engineering，2014，12（3)：124-129.
[15]罗永亮，张霖，陶飞，等.云制造模式下制造能力建模关键技术[J].计算机集成制造系统，2012,18 （7)：1357-1367.
LUO Yongliang，ZHANG Lin，TAO Fei，et al.Key Technologies of Manufacturing Capability Modeling in Cloud Manufacturing Mode[J].Computer Integrated Manufacturing Systems，2012，18（7)：1357-1367.
[16]肖莹莹，李伯虎，柴旭东，等.云制造中的制造能力服务形式化描述方法[J].系统仿真学报，2015，27（9)：2096-2107.
XIAO Yingying，LI Bohu，CAI Xudong，et al.Research on the Formalization Description Method of Manufacturing Capability Service in Cloud Manufacturing[J].Journal of System Simulation，2015，27（9)：2096-2107.
[17]LIU Ning，LI Xiaoping，SHEN Weiming.Multi-granularity Resource Virtualization and Sharing Strategies in Cloud Manufacturing[J].Journal of Network and Computer Applications，2014，46：72-82.
[18]PENG Anhua，XIAO Xingming.Optimized Retrieval for Manufacturing Resource Using Fuzzy Clustering under Uncertain Environment[J].Journal of Information and Computational Science，2014，11（6)：1899-1908.
[19]李成海,黄必清.基于属性描述匹配的云制造服务资源搜索方法[J].计算机集成制造系统，2014，20（6)：1499-1507.
LI Chenghai HUANG Biqing.Cloud Manufacturing Service Resources Based on Attribute Description Matching[J].Computer Integrated Manufacturing Systems，2014，20（6)：1499-1507.
[20]BOUZID S，CAUVET C，FRYDMAN C，et.al.A Pattern-based Approach for Semantic Retrieval of Information Resources in Enterprises[C]// Proceedings of the 16th International Conference on Enterprise Information Systems.Lisbon，2014:193-200.
[21]蔡坦，刘卫宁，刘波.一种新的基于直觉模糊集的制造云服务优选方法[J].中国机械工程，2014，25（3)：352-356.
CAI Tan，LIU Weining，LIU Bo.A New Method of Cloud Manufacturing Service Optimal-selection Based on Intuitionistic Fuzzy Set[J].China Mechanical Engineering，2014，25（3)：352-356.
[22]谭伟，刘璇，徐钦桂.服务环境下多粒度制造资源自适应组织与发现[J].计算机集成制造系统，2014，20（9)：2283-2296.
TAN Wei，LIU Xuan，XU Qingui.Adaptive Organization and Discovery of Multi-granularity Manufacturing Resource in Service Environment[J].Computer Integrated Manufacturing Systems，2014，20（9):2283-2296.
[23]朱李楠，赵燕伟，王万良.基于RVCS的云制造资源封装、发布和发现模型[J].计算机集成制造系统，2012，18（8)：1829-1838.
ZHU Linan，ZHAO Yanwei，WANG Wanliang.Model of Resource Package，Publication and Discovery Based on RVCS in Cloud Manufacturing[J].Computer Integrated Manufacturing Systems，2012，18（8)：1829-1838.
[24]Hu C，Xu C，Cao X，et al.Study on the Multi-granularity Virtualization of Manufacturing Resources[C]// ASME 2013 International Manufacturing Science and Engineering Conference Collocated with the 41st North American Manufacturing Research Conference.Madison，2013:V002T02A008.
[25]张文修，吴伟志，梁吉业.粗糙集理论与方法[M].北京：科学出版社，2003:1-12.
ZHANG Wenxiu，WU Weizhi，LIANG Jiye.Rough Set Theroy and Method[M].Beijing：Science Press，2003:1-12.
[26]刘思峰，谢乃明.灰色系统理论及其应用[M].北京：科学出版社，2008:1-6.
LIU Sifeng，XIE Naiming.Grey System Theroy and Its Application[M].Beijing：Science Press，2008:1-6.