Ontology-Based Holonic Event-Driven Architecture for Autonomous Networked Manufacturing Systems

被引:10
作者
Cao, Hui [1 ,2 ]
Yang, Xing [1 ]
Deng, Raoyi [1 ]
机构
[1] Tsinghua Univ, Dept Ind Engn, Beijing 100084, Peoples R China
[2] Suning Com, AI Res Ctr, Nanjing 210042, Peoples R China
关键词
Autonomous configuration; event-driven architecture (EDA); networked manufacturing system (NMS); ontology; SERVICE DISCOVERY; MANAGEMENT; MODEL;
D O I
10.1109/TASE.2020.3025784
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The current trends in personalized products drive the paradigms of production systems toward autonomous networked manufacturing systems. This article proposes an ontology-based holonic event-driven architecture for implementing loosely coupled, holonic, autonomous distributed systems. The event-driven architecture (EDA) enables the services provided by different organizations and their suborganizations to be autonomously configured and integrated, while ensuring that the predefined organizational event access rules are compulsorily followed. This is realized by organizing the event services in a holonic manager and modeling the knowledge of services via the ontology developed in this study. The ontology model and the corresponding autonomous configuration mechanism are introduced. We developed a demonstration case to elaborate our approach and implemented a testbed using Java-based technology for testing the effectiveness, efficiency, scalability, and reliability of the proposed approach. Note to Practitioners-The ever-changing customer demands, the volatile market, and the trend of mass personalization require manufacturing systems to be smart in the event of uncertainties. To this end, information sharing in the supply chain is a key factor. However, there are several barriers in implementing a cross-organizational information system, including security, access privileges, and system interoperability. To lift these barriers, this article proposes an ontology model and a hierarchical EDA. Compared with conventional architectures, our approach facilitates the management of access privileges, integration of interorganizational information systems, and their interoperation. Moreover, our approach is competitive compared with the conventional service-oriented architecture in terms of both scalability and reliability of the system. Before the proposed approach can be practically applied, the ontology model needs to be further extended, and the event registration and message exchange protocol need to be standardized.
引用
收藏
页码:205 / 215
页数:11
相关论文
共 43 条
[1]   Executing production schedules in the face of uncertainties: A review and some future directions [J].
Aytug, H ;
Lawley, MA ;
McKay, K ;
Mohan, S ;
Uzsoy, R .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 161 (01) :86-110
[2]   Development and applications of holonic manufacturing systems: a survey [J].
Babiceanu, RF ;
Chen, FF .
JOURNAL OF INTELLIGENT MANUFACTURING, 2006, 17 (01) :111-131
[3]  
Bacon Jean., 2010, Principles and Applications of Distributed Event-Based Systems, P119
[4]  
Brettel M., 2014, International Journal of Science, Engineering and Technology, V8
[5]   Auto-configurable Event-Driven Architecture for Smart Manufacturing [J].
Cao, Hui ;
Yang, Xing .
ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: THE PATH TO INTELLIGENT, COLLABORATIVE AND SUSTAINABLE MANUFACTURING, 2017, 513 :30-38
[6]  
Chandy K.M., 2009, ENCY DATABASE SYSTEM, P1040, DOI [10.1007/978-0-387-39940-9570, DOI 10.1007/978-0-387-39940-9570]
[7]   Ubiquitous manufacturing: Current practices, challenges, and opportunities [J].
Chen, Toly ;
Tsai, Horng-Ren .
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2017, 45 :126-132
[8]   Discrete event-driven model predictive control for real-time work-in-process optimization in serial production systems [J].
Chen, Wenchong ;
Liu, Hongwei ;
Qi, Ershi .
JOURNAL OF MANUFACTURING SYSTEMS, 2020, 55 :132-142
[9]   Product design and manufacturing process based ontology for manufacturing knowledge reuse [J].
Chhim, Peter ;
Chinnam, Ratna Babu ;
Sadawi, Noureddin .
JOURNAL OF INTELLIGENT MANUFACTURING, 2019, 30 (02) :905-916
[10]   Enhancing decentralized service discovery in open service-oriented multi-agent systems [J].
del Val, E. ;
Rebollo, M. ;
Botti, V. .
AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS, 2014, 28 (01) :1-30