2019 IEEE 17th International Conference on Industrial Informatics (INDIN)最新文献_第2页

Potential Game based Distributed Optimization of Modular Production Units 基于潜在博弈的模块化生产单元分布式优化

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972021

Dorothea Schwung, Jan Niclas Reimann, Andreas Schwung, S. Ding

{"title":"Potential Game based Distributed Optimization of Modular Production Units","authors":"Dorothea Schwung, Jan Niclas Reimann, Andreas Schwung, S. Ding","doi":"10.1109/INDIN41052.2019.8972021","DOIUrl":"https://doi.org/10.1109/INDIN41052.2019.8972021","url":null,"abstract":"We present a novel approach for distributed optimization of highly flexible, modular production units enabling plug-and-play production with online optimization capabilities to adapt fast to changing production requirements. The approach is fully distributed in the sense that each production module to be optimized is equipped with its own optimization agent which local objective is the optimization of its own production objectives. To assure the necessary coordination between the agents, the resulting distributed optimization problem is designed using concepts of game theory. To this end, we model the production environment in terms of a potential game where each module is modeled as a player of the game. By assigning suitable utility functions to the players coordination of the agents behavior is achieved to find an optimal collective behavior. We apply the approach to a laboratory scale distributed bulk good production testbed with very encouraging results. In addition, due to the computational simplicity of the approach, an implementation in IEC61131 compatible code is possible allowing a direct implementation of the approach in existing production units.","PeriodicalId":260220,"journal":{"name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","volume":"214 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116154380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 3

Decentralizing Air Traffic Flow Management with Blockchain-based Reinforcement Learning 基于区块链的强化学习去中心化空中交通流量管理

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972225

T. Duong, Ketan Kumar Todi, Umang Chaudhary, Hong Linh Truong

引用次数: 11

A Survey: Microservices Architecture in Advanced Manufacturing Systems 综述:先进制造系统中的微服务架构

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972079

Aydin E. Homay, Alois Zoitl, M. Sousa, M. Wollschlaeger

{"title":"A Survey: Microservices Architecture in Advanced Manufacturing Systems","authors":"Aydin E. Homay, Alois Zoitl, M. Sousa, M. Wollschlaeger","doi":"10.1109/INDIN41052.2019.8972079","DOIUrl":"https://doi.org/10.1109/INDIN41052.2019.8972079","url":null,"abstract":"Plug & Produce is an important part of the 4th industrial revolution (I4.0) that focuses on product development and production scenarios, demanding rapid adaptation to customer needs, with minimum effort, and no business interruption. Achieving this requires the use of flexible and agile automation systems. Microservices Architecture can be an opportunity to bring such flexibility and agility to industrial automation systems. Since Microservices Architecture is a new paradigm in service-oriented systems, an in-depth analysis from the industrial automation perspective is necessary in order to figure out why and how this new architecture could be helpful to build flexible automation systems. In this paper we first clearly describe and characterize the Microservices Architecture. We next discuss an existing paradox in microservice granularity, and suggest an approach to solve the mentioned paradox. Then we compare this new approach to the Service Oriented Architecture, highlight the key (dis)advantages of utilizing Microservice Architecture in building flexible automation systems that fits in 4th industrial revolution needs, and describe the challenges to its future adoption.","PeriodicalId":260220,"journal":{"name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","volume":"186 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123011583","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 8

OPC UA Information Model and a Wrapper for IEC 61499 Runtimes 面向IEC 61499运行时的OPC UA信息模型和包装器

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8971964

I. Seilonen, V. Vyatkin, Udayanto Dwi Atmojo

引用次数: 7

Dependency-Aware Task Allocation Algorithm for Distributed Edge Computing 基于依赖感知的分布式边缘计算任务分配算法

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972185

Jaewook Lee, Joonwoo Kim, Sangheon Pack, Haneul Ko

引用次数: 1

Reduced order models for uncertainty management and zero-defect control in seal manufacturing 减少订单模型的不确定性管理和零缺陷控制在密封制造

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972097

Ismael Viejo Monge, Noelia Alcalá Serrano, S. Izquierdo, Ignacio Conde Vallejo, V. Zambrano, Leticia A. Gracia Grijota

引用次数: 3

Time-series Deep Learning Fault Detection with the Application of Wind Turbine Benchmark 时间序列深度学习故障检测及其在风电标杆中的应用

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972237

Reihane Rahimilarki, David Zhiwei Gao, Nanlin Jin, Aihua Zhang

引用次数: 5

Robust and Efficient Privacy Preservation in Industrial IoT via correlation completion and tracking 通过关联完成和跟踪实现工业物联网的鲁棒高效隐私保护

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972154

A. Lalos, Evangelos Vlachos, K. Berberidis, A. Fournaris, C. Koulamas

{"title":"Robust and Efficient Privacy Preservation in Industrial IoT via correlation completion and tracking","authors":"A. Lalos, Evangelos Vlachos, K. Berberidis, A. Fournaris, C. Koulamas","doi":"10.1109/INDIN41052.2019.8972154","DOIUrl":"https://doi.org/10.1109/INDIN41052.2019.8972154","url":null,"abstract":"The Industrial IoT (IIoT) is a key element of Industry 4.0, bringing together modern sensor technology, fog - cloud computing platforms, and artificial intelligence (AI) to create smart, self-optimizing industrial equipment and facilities. Though, the scale and sensitivity degree of information continuously increases, giving rise to serious privacy concerns. In this work we address the problem of efficiently and effectively tracking the structure of multivariate streams recorded in a network of IIoT devices. The time varying correlation data values are used to add noise which maximally preserves privacy, in the sense that it is very hard to be removed. To improve communication efficiency between connected IoT devices, we exploit low rank properties of the correlation matrices, and track the essential correlations from a small subset of correlation values estimated by a subset of network nodes. Extensive simulation studies, validate the correctness, efficiency, and effectiveness of our approach in terms of computational complexity, transmission energy efficiency and privacy preservation.","PeriodicalId":260220,"journal":{"name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124967143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Enhancing Authorization Mechanisms using Attribute Certificates for OPC UA based Applications 基于OPC UA的应用程序使用属性证书增强授权机制

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/INDIN41052.2019.8972148

G. Karthikeyan, S. Heiss

{"title":"Enhancing Authorization Mechanisms using Attribute Certificates for OPC UA based Applications","authors":"G. Karthikeyan, S. Heiss","doi":"10.1109/INDIN41052.2019.8972148","DOIUrl":"https://doi.org/10.1109/INDIN41052.2019.8972148","url":null,"abstract":"In the context of Industrie 4.0, integrity of data is considered as the core of networking and digitalisation. End-to-end security of the communicating entities within and across organizational boundaries is enabled by authentication and authorization methods. In order to ensure authorized access or modification to data, an access control system is used. Such an access control system based on the role of an entity is a Role Based Access Control (RBAC) system. In case of distributed networks, the authorization permissions of the communicating entities is determined both within and across organizational boundaries. For example, each organization defines the authorization permissions for each of its resources for both internal and external access. In case of external access, an organization can determine permissions based on a role assigned to an external entity trying to communicate across its organizational boundaries. Here, trusted association between the role and the identities need to be determined. Thus, the role/roles assigned to the external entity can be determined using an Attribute Certificate (AC). An AC contains the attribute/attributes that determines the characteristics associated with an entity. An Attribute Authority (AA) of an organization that assigns a role attribute to the AC of an entity, issues each AC. Such an AA is created and managed using Public Key Infrastructure (PKI). The OPC UA (Open Platform Communication Unified Architecture) framework has different options for user authentication and one of the options is using X509IdentityToken. Integrating ACs in order to enhance authorization mechanism in the context of Industrie 4.0 is considered in this work. A multilevel PKI is designed in order to demonstrate the feasibility of the approach through a proof of concept implementation that establishes end-to-end secure communication between OPC UA based applications. The advantages and challenges in creating such an infrastructure and further areas of research are discussed briefly.","PeriodicalId":260220,"journal":{"name":"2019 IEEE 17th International Conference on Industrial Informatics (INDIN)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129129143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

5G for Vertical Industry Services 垂直行业服务的5G

2019 IEEE 17th International Conference on Industrial Informatics (INDIN) Pub Date : 2019-07-01 DOI: 10.1109/indin41052.2019.8972275

引用次数: 0