New IT-driven Manufacturing Service Management：Research Status and Prospect

Abstract

Abstract: With the applications and developments of some New ITs in manufacturing，a series of service-oriented manufacturing systems or platforms were proposed. These systems or platforms aimed to realize the full-sharing and on-demand uses of various distributed manufacturing resources and capabilities in the form of manufacturing services. Manufacturing service management was one of the important issues that restricted the applications and promotions of the platforms. An overview of the impacts of New IT on manufacturing collaboration patterns and the corresponding manufacturing service management modes were given herein. From the perspective of the whole lifecycle of manufacturing service management，the current research progresses of platform-based manufacturing service management were elaborated. Considering the applications and developments of New IT，future research issues related to manufacturing service management were summarized finally.

Key words: manufacturing service, new-generated information technologies （New IT）, manufacturing service management, industrial internet/industrial cloud platform, collaboration

摘要： 随着新一代信息技术（New IT）在制造领域的渗透应用和融合发展，一系列面向服务的制造系统/平台相继被提出，它们都旨在通过制造服务实现分布式制造资源的跨企业按需共享和协作使用。制造服务管理，是应用推广这些系统/平台所需解决的关键问题之一。鉴于此，分析了New IT对制造协作及其相应制造服务管理模式发展的影响；阐述了基于平台的制造服务管理当前研究进展；考虑New IT的作用与影响，总结了制造服务管理相关未来研究问题。

关键词: 制造服务, 新一代信息技术, 制造服务管理, 工业云平台, 协作

CLC Number:

TP391.7

CHENG Ying, QI Qinglin, TAO Fei. New IT-driven Manufacturing Service Management：Research Status and Prospect[J]. China Mechanical Engineering.

程颖, 戚庆林, 陶飞. [学科发展]新一代信息技术驱动的制造服务管理:研究现状与展望[J]. 中国机械工程.

References

[1]陶飞，戚庆林.面向服务的智能制造[J］. 机械工程学报，2018，http：//www.cjmenet.com.cn/Jwk_jxgcxb/CN/abstract/abstract12937.shtml.
TAO Fei，QI Qinglin. Service-oriented Smart Manufacturing [J］. Journal of Mechanical Engineering，2018，http：//www.cjmenet.com.cn/Jwk_jxgcxb/CN/abstract/abstract12937.shtml.
[2]TAO F，CHENG Y，ZHANG L，et al. Advanced Manufacturing Systems：Socialization Characteristics and Trends[J］. Journal of Intelligent Manufacturing，2017，28（5）-：1079-
1094.
[3]江平宇，丁凯，冷杰武，等.服务驱动的社群化制造模式研究[J］. 计算机集成制造系统，2015，21（6）：1637-1649.
JIANG Pingyu，DING Kai，LENG Jiewu，et al. Service-driven Social Manufacturing Paradigm[J］. Computer Integrated Manufacturing Systems，2015，21（6）：1637-
1649.
[4]SCHMENNER R W. Manufacturing，Service，and Their Integration：Some History and Theory[J］. International Journal of Operations and Production Management，2009，29（5）：431-443.
[5]江平宇，丁凯. 基于多维度演化模型的制造模式社群化趋势分析[J］. 计算机集成制造系统，2016，22（9）：2245-2255.
JIANG Pingyu，DING Kai. Socialization Trend Analysis of Manufacturing Mode Based on Multi-dimensional Evolution Model[J］. Computer Integrated Manufacturing Systems，2016
，22（9）：2245-2255.
[6]TAO F，CHENG Y，XU L，et al. CCIoT-CMfg：Cloud Computing and Internet of Things Based Cloud Manufacturing Service System[J］. IEEE Transactions on Industrial Informatics，2014，10（
2）：1435-1442.
[7]HUANG B Q，LI C H，YIN C，et al. Cloud Manufacturing Service Platform for Small and Medium-sized Enterprises[J］. International Journal of Advanced Manufacturing Technology，2013
，65（9/12）：1261-1272.
[8]LIU Q，WAN J F，ZHOU K L. Cloud Manufacturing Service System for Industrial-cluster-oriented Application[J］. Journal of Internet Technology，2014，15（3）：373-380.
[9]LI J Q，YU F R，DENG G Q，et al. Industrial Internet：a Survey on the Enabling Technologies，Applications，and Challenges[J］. IEEE Communications Surveys and Tutorials，2017
，19（3）：1504-1526.
[10]TAO F，ZHANG L，LIU Y K，et al. Manufacturing Service Management in Cloud Manufacturing：Overview and Future Research[J］. Journal of Manufacturing Science and
Engineering:Transactions of the ASME，2015，137（4）：040912.
[11]XU X. From Cloud Computing to Cloud Manufacturing[J］. Robotics and Computer-integrated Manufacturing，2012，28（1）：75-86.
[12]李瑞芳，刘泉，徐文君. 云制造装备资源感知与接入适配技术[J］. 计算机集成制造系统，2012，18（7）：1547-1553.
LI Ruifang，LIU Quan，XU Wenjun. Perception and Access Adaptation of Equipment Resources in Cloud Manufacturing[J］. Computer Integrated Manufacturing Systems，2012
，18（7）：1547-1553.
[13]TAO F，ZUO Y，XU L D，et al.IoT Based Intelligent Perception and Access of Manufacturing Resource towards Cloud Manufacturing[J］. IEEE Transactions on Industrial
Informatics，2014，10（2）：1547-1557.
[14]GUO H，ZHANG L，TAO F，et al. Composable Correlation Mining of Cloud Service in Cloud Manufacturing[C］//IEEE International Conference on Industrial Engineering and Engineering
Management.Singapore，2011：1907-1911.
[15]RAUSCHECKER U，STOHR M.Using Manufacturing Service Descriptions for Flexible Integration of Production Facilities to Manufacturing Clouds[C］//2012 18th International
Conference on Engineering，Technology and Innovation.Munich，2012：10.1109/ICE.2012.6297693.
[16]尹胜，尹超，刘飞，等. 云制造环境下外协加工资源集成服务模式及语义描述[J］. 计算机集成制造系统，2011，17（3）：525-532.
YIN Sheng，YIN Chao，LIU Fei，et al. Outsourcing Resources Integration Service Mode and Semantic Description in Cloud Manufacturing Environment [J］.
Computer Integrated Manufacturing Systems，2011，17（3）：525-532.
[17]战德臣，程臻，赵曦滨，等. 制造服务及其成熟度模型[J］. 计算机集成制造系统，2012，18（7）：1584-1594.
ZHAN Dechen，CHENG Zhen，ZHAO Xibin，et al. Manufacturing Service and Its Maturity Model[J］. Computer Integrated Manufacturing Systems，2012，18（7）：1584-1594.
[18]CAO W，JIANG P Y. Modelling on-Service-Capability Maturity and Resource Configuration for Public Warehouse Product-Service-Systems[J］. International Journal of Production Research
，2013，51（6）：1898-1921.
[19]LUO Y L，ZHANG L，ZHANG K P，et al. Research on the Knowledge-based Multi-dimensional Information Model of Manufacturing Capability in CMfg[J］. Advanced Materials Research，2012，
472：2592-2595.
[20]XU W J，YU J J，ZHOU Z D，et al. Dynamic Modeling of Manufacturing Equipment Capability Using Condition Information in Cloud Manufacturing[J］. Journal of Manufacturing
Science and Engineering:Transactions of the ASME，2015，137（4）：040907.
[21]KULVATUNYOU B，LEE Y，IVEZIC N，et al. A Framework to Canonicalize-Manufacturing Service Capability Models[J］.Computers and Industrial Engineering，2015，83：39-60.
[22]KULVATUNYOU B，IVEZIC N，LEE Y. On Enhancing Communication of the Manufacturing Service Capability Information Using Reference Ontology[J］. International Journal of Computer
Integrated Manufacturing，2014，27（12）：1105-1135.
[23]KULVATUNYOU B，IVEZIC N，LEE Y，et al. An Analysis of OWL-based Semantic Mediation Approaches to Enhance-Manufacturing Service Capability Models[J］. International Journal of
Computer Integrated Manufacturing，2014，27（9）：803-823.
[24]TAO F，HU Y F，ZHAO D M，et al. Study on Resource Service Match and Search in Manufacturing Grid System[J］. International Journal of Advanced Manufacturing Technology，2009
，43（3/4）：379-399.
[25]WANG W X，LIU F. The Research of Cloud Manufacturing Resource Discovery Mechanism[C］//Proc. of 2012 7th International Conference on Computer Science and Education.Melbourne，2012：
188-191.
[26]SHENG B Y，ZHANG C L，YIN X Y，et al. Common Intelligent Semantic Matching Engines of Cloud Manufacturing Service Based on OWL-S[J］. International Journal of Advanced Manufacturing
Technology，2016，84（1/4）：103-118.
[27]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.
[28]尹超，夏卿，黎振武. 基于OWL-S的云制造服务语义匹配方法[J］. 计算机集成制造系统，2012，18（7）：1494-1502.
YIN Chao，XIA Qing，LI Zhenwu. Semantic Matching Technique of Cloud Manufacturing Service Based on OWL-S[J］. Computer Integrated Manufacturing Systems，2012，18（
7）：1494-1502.
[29]WANG T R，GUO S S，LEE C G. Manufacturing Task Semantic Modeling and Description in Cloud Manufacturing System[J］. International Journal of Advanced Manufacturing Technology，
2014，71（9/12）：2017-2031.
[30]LI H F，ZHANG L，JIANG R. Study of Manufacturing Cloud Service Matching Algorithm Based on OWL-S[C］//2014 26th Chinese Control and Decision Conference.Changsha，2014：4155-
4160.
[31]李慧芳，董训，宋长刚. 制造云服务智能搜索与匹配方法[J］. 计算机集成制造系统，2012，18（7）：1485-1493.
LI Huifang，DONG Xun，SONG Changgang. Intelligent Searching and Matching Approach for Cloud Manufacturing Service[J］. Computer Integrated Manufacturing Systems，2012，
18（7）：1485-1493.
[32]ZHANG W Y，ZHANG S，QI F，et al. Self-organized P2P Approach to Manufacturing Service Discovery for Cross-enterprise Collaboration[J］. IEEE on Transactions on Systems Man
Cybernetics-systems，2014，44（3）：263-276.
[33]GUO L，WANG S L，KANG L，et al. Agent-based Manufacturing Service Discovery Method for Cloud Manufacturing[J］. International Journal of Advanced Manufacturing Technology，2015，81（
9/12）：2167-2181.
[34]JIAO H J，ZHANG J，LI J H，et al. Research on Cloud-Manufacturing Service-Discovery Based on Latent Semantic Preference about OWL-S[J］. International Journal of Computer
Integrated Manufacturing，2017，30（4/5）：433-441.
[35]杨腾，张映峰，王晋，等. 云制造模式下制造服务主动发现与敏捷配置方法[J].计算机集成制造系统，2015，21（4）：1125-1133.
YANG Teng，ZHANG Yingfeng，WANG Jin，et al. Initiative Discovery and Agile Configuration of Manufacturing Services for Cloud Manufacturing[J].Computer Integrated Manufacturing Systems，2015，21（4）：1125-1133.
[36]XU W J，ZHOU Z D，PHAM D T，et al. Quality of Service in Manufacturing Networks：a Service Framework and Its Implementation[J］. International Journal of Advanced Manufacturing
Technology，2012，63（9/12）：1227-1237.
[37]LI C S，WANG S L，KANG L，et al. Trust Evaluation Model of Cloud Manufacturing Service Platform[J］. International Journal of Advanced Manufacturing Technology，2014，75（1/4）：
489-501.
[38]TAO F，HU Y F，ZHOU Z D. Application and Modeling of Resource Service Trust-QoS Evaluation in Manufacturing Grid System[J］. International Journal of Production Research，2009
，47（6）：1521-1550.
[39]XIE X L，LIU L，CAO Y Z. Trust Model Based on Feedback Evaluation in Cloud Manufacturing Environment[J］. Advanced Materials Research，2011，308：1740-1745.
[40]CAO W，JIANG P Y，JIANG K Y. Demand-based-Manufacturing Service-Capability Estimation of a Manufacturing System in a Social Manufacturing Environment[J］. Proceedings of the
Institution of Mechanical Engineers Part B-Journal of Engineering Manufacturing，2017，231（7）：1275-1297.
[41]CHENG Y，TAO F ，LIU Y L，et al. Energy-aware Resource Service Scheduling Based on Utility Evaluation in Cloud Manufacturing System[J］. Proceedings of the Institution of
Mechanical Engineers Part B-Journal of Engineering Manufacturing，2013，227（12）：1901-1915.
[42]TAO F，CHENG Y，ZHANG L，et al. Utility Modeling，Equilibrium and Coordination of Resource Service Transaction in Service-oriented Manufacturing System[J］. Proceedings of the
Institution of Mechanical Engineers Part B-Journal of Engineering Manufacturing，2012，226（6）：1099-1117.
[43]ZHANG W Y，ZHANG S，CHEN Y G，et al. Combining Social Network and Collaborative Filtering for Personalized Manufacturing Service Recommendation[J］. International Journal of
Production Research，2013，51（22）：6702-6719.
[44]ZHANG W Y，GUO S S，ZHANG S. Personalized-Manufacturing Service-Recommendation Using Semantics-based Collaborative Filtering[J］. Concurrent Engineering：Research and Applications
，2015，23（2）：166-179.
[45]ZHANG W Y，GUO S S，ZHANG S. Combining Hyperlink-induced Topic Search and Bayesian Approach for Personalised-Manufacturing Service-Recommendation[J］. International Journal of
Computer Integrated Manufacturing，2017，30（11）：1152-1163.
[46]ZHANG S，ZHANG W V，LIU J，et al. A Time-aware Bayesian Approach for Optimal Manufacturing Service Recommendation in Distributed Manufacturing Environments[J］. Journal of
Manufacturing Systems，2013，32（1）：189-196.
[47]ZHANG W Y，ZHANG S，GUO S S. A Page Rank-based Reputation Model for Personalised-Manufacturing Service-Recommendation[J］.Enterprise Information Systems，2017，11（5）：672-
693.
[48]FAN Y S，HUANG K M，TAN W，et al. Domain-aware Reputable Service Recommendation in Heterogeneous-Manufacturing Service Ecosystem[J］. International Journal of Computer Integrated
Manufacturing，2015，28（11）：1178-1195.
[49]XIANG F，HU Y F，YU Y R，et al. QoS and Energy Consumption Aware Service Composition and Optimal-selection Based on Pareto Group Leader Algorithm in Cloud Manufacturing System[J］.
Central European Journal of Operations Research，2013：1-23.
[50]LARTIGAU J，XU X F，NIE L S，et al. Cloud Manufacturing Service Composition Based on QoS with Geo-perspective Transportation Using an Improved Artificial Bee Colony Optimization
Algorithm[J］. International Journal of Production Research，2015，53（14）：4380-4404.
[51]ZHANG L，GUO H，TAO F，et al. Flexible Management of Resource Service Composition in Cloud Manufacturing[C］//IEEE International Conference on Industrial Engineering and
Engineering Management.Macao，2010：2278-2282.
[52]GUO H，TAO F，ZHANG L，et al. Research on Measurement Method of Resource Service Composition Flexibility in Service-oriented Manufacturing System[J］. International Journal of
Computer Integrated Manufacturing，2012，25（2）：113-135.
[53]GUO H，ZHANG L，TAO F，et al. Composable Correlation Mining of Cloud Service in Cloud Manufacturing[C］//IEEE International Conference on Industrial Engineering and Engineering
Management.Singapore，2011：1907-1911.
[54]XUE X，WANG S F，LU B Y. Manufacturing Service-Composition Method Based on Networked Collaboration Mode[J］. Journal of Network and Computer Applications，2016，59（SI）：28-38.
[55]XUE X，LIU Z Z，WANG S F. Manufacturing Service-Composition for the Mass Customised Production[J］. International Journal of Computer Integrated Manufacturing，2016，29（2）：
119-135.
[56]HUANG B Q，LI C H，TAO F. A Chaos Control Optimal Algorithm for QoS-based Service Composition Selection in Cloud Manufacturing System[J］. Enterprise Information Systems，2014，
8（4）：445-463.
[57]LIU W N，LIU B，SUN D H. A Conceptual Framework for Dynamic Manufacturing Resource Service Composition and Optimization in Service-oriented Networked Manufacturing[C］//2011
International Conference on Cloud and Service Computing.Hong Kong，2011：118-125.
[58]ZHOU J J，YAO X F. A Hybrid Artificial Bee Colony Algorithm for Optimal Selection of QoS-based Cloud Manufacturing Service Composition[J］. International Journal of Advanced
Manufacturing Technology，2017，88（9/12）：3371-3387.
[59]XU B，QI J，HU X X，et al. Self-adaptive Bat Algorithm for Large Scale Cloud-Manufacturing Service-Composition[J］. Peer-to-peer Networking and Applications，2018，11（5）
：1115-1128.
[60]ZHANG W Y，YANG Y S，ZHANG S，et al.A New Three-dimensional-Manufacturing Service-Composition Method under Various Structures Using Improved Flower Pollination Algorithm
[J］.Enterprise Information Systems，2018，12（5）：620-637.
[61]程颖，陶飞，张霖，等. 面向服务的制造系统中制造服务供需匹配研究综述与展望[J］. 计算机集成制造系统，2015，21（7）：1930-1940.
CHENG Ying，TAO Fei，ZHANG Lin，et al. Supply-demand Matching of Manufacturing Service in Service-oriented Manufacturing Systems[J］. Computer Integrated Manufacturing Systems，2015，21（7）：1930-1940.
[62]CHENG Y，TAO F，XU L，et al. Advanced Manufacturing Systems：Supply-demand Matching of Manufacturing Resource Based on Complex Networks and Internet of Things[J］. Enterprise
Information Systems，2018，12（7）：780-797.
[63]CHENG Y，TAO F，ZHAO D，et al. Modeling of Manufacturing Service Supply-demand Matching Hypernetwork in Service-oriented Manufacturing Systems[J］. Robotics and Computer-
integrated Manufacturing，2017，45（SI）：59-72.
[64]TAO F，CHENG J F，CHENG Y，et al. SDMSim：a Manufacturing Service Supply-demand Matching Simulator under Cloud Environment[J］. Robotics and Computer-integrated Manufacturing
，2017，45（SI）：34-46.
[65]DING K，JIANG P Y，ZHENG M. Environmental and Economic Sustainability-aware Resource Service Scheduling for Industrial Product-Service-Systems[J］. Journal of Intelligent
Manufacturing，2017，28（6）：1303-1316.
[66]AKBARIPOUR H，HOUSHMAND M，VAN WOENSEL T，et al. Cloud- Manufacturing Service-Selection Optimization and Scheduling with Transportation Considerations：Mixed-integer
Programming Models[J］. International Journal of Advanced Manufacturing Technology，2018，95（1/4）：43-70.
[67]LI C Q，YANG P，SHANG Y L，et al. Research on Cloud Manufacturing Resource Scheduling and Performance Analysis[J］. Advanced Science Letters，2012，12（1）：240-243.
[68]WANG L. Wise-shop Floor：an Integrated Approach for Web-based Collaborative Manufacturing[J］. IEEE Transactions on Systems，Man，and Cybernetics-Part C：Applications and
Reviews，2008，38（4）：562-573.
[69]CHENG Z，ZHAN D C，ZHAO X B，et al. Multitask Oriented Virtual Resource Integration and Optimal Scheduling in Cloud Manufacturing[J］. Journal of Applied Mathematics，2014：
10.1155/2014/369350.
[70]CHENG Y，BI L N，TAO F，et al. Hypernetwork-based Manufacturing Service Scheduling for Distributed and Collaborative Manufacturing Operations towards Smart Manufacturing[J］.Journal
of Intelligent Manufacturing，2018：10.1007/s10845-018-1417-8.
[71]XU W J，SHAO L Y，YAO B T，et al. Perception Data-driven Optimization of Manufacturing Equipment Service Scheduling in Sustainable Manufacturing[J］. Journal of Manufacturing Systems
，2016，41：86-101.
[72]TAO F，HU Y F，ZHAO D，et al. Study of Failure Detection and Recovery in Manufacturing Grid Resource Service Scheduling[J］. International Journal of Production Research，2010，48（1
）：69-94.
[73]AKBARZADEH N，PASEK Z J. An Analytical Model for-Manufacturing Service-Supply Contracts[J］. Journal of Manufacturing Systems，2008，27（2）：70-76.
[74]王景峰，王刚，吕民，等. 基于产品结构的制造服务链构建研究[J］. 计算机集成制造系统，2009，15（6）：1222-1230.
WANG Jingfeng，WANG Gang，LYU Min，et al. Manufacturing Service Chain Construction Based on Product Structure [J].Computer Integrated Manufacturing Systems，2009，
15（6）：1222-1230.
[75]王正成，黄洋. 面向服务链构建的云制造资源集成共享技术研究[J］. 中国机械工程，2012，23（11）：1324-1331.
WANG Zhengcheng，HUANG Yang. Research on Integration Sharing Technology of Cloud Manufacturing Resource Oriented to Service Chain Construction [J］. ，2012，23（11）：
1324-1331.
[76]ZHANG F Q，JIANG P Y，ZHU Q Q，et al. Modeling and Analyzing of an Enterprise Collaboration Network Supported by-Service-oriented Manufacturing[J］. Proceedings of the
Institution of Mechanical Engineers Part B-Journal of Engineering Manufacturing，2012，226（B9）：1579-1593.
[77]XU W J，TIAN S S，LIU Q，et al. An Improved Discrete Bees Algorithm for Correlation-aware Service Aggregation Optimization in Cloud Manufacturing[J］. International Journal of
Advanced Manufacturing Technology，2016，84（1/4）：17-28.
[78]DING K，JIANG P Y，LENG J W，et al. Modeling and Analyzing of an Enterprise Relationship Network in the Context of Social Manufacturing[J］. Proceedings of the Institution
of Mechanical Engineers Part B-Journal of Engineering Manufacturing，2016，230（4）：752-769.
[79]TAO F，GUO H，ZHANG L，et al. Modeling of Combinable Relationship-based Composition Service Network and Theoretical Proof of Its Scale-free Characteristics[J］. Enterprise
Information Systems，2012，6（4）：373-404.
[80]WU L，HE M G，HAN Y Y. Hypergraph Clustering-based Cloud Manufacturing Service Management Method[C］// 2014 IEEE 18th International Conference on Computer Supported
Cooperative Work in Design. Hsinchu，2014：220-225.