2022 IEEE 20th International Conference on Industrial Informatics (INDIN)最新文献_第10页

Resource Allocation and Retransmission Scheme for URLLC in Industrial Wireless Networks with Mixed Traffic 混合流量下工业无线网络URLLC资源分配与重传方案

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976174

Jingfang Ding, M. Zheng

引用次数: 0

From Requirement Specification to OPC UA Information Model Design: A Product Assembly Line Monitoring Case Study 从需求规范到OPC UA信息模型设计:一个产品装配线监控案例研究

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976157

Quang-Duy Nguyen, S. Dhouib, K. Suri, Fadwa Rekik

{"title":"From Requirement Specification to OPC UA Information Model Design: A Product Assembly Line Monitoring Case Study","authors":"Quang-Duy Nguyen, S. Dhouib, K. Suri, Fadwa Rekik","doi":"10.1109/INDIN51773.2022.9976157","DOIUrl":"https://doi.org/10.1109/INDIN51773.2022.9976157","url":null,"abstract":"Open Platform Communication Unified Architecture (OPC UA) has emerged as a highly-demanded standard in building industrial systems. One factor in this success is the concepts of OPC UA address space and OPC UA information model. OPC UA address space provides a mechanism to represent the resources of an OPC UA server and its field devices as OPC UA nodes. OPC UA information model structures OPC UA nodes as a schema. Once other devices and systems understand the schema, they can interact appropriately with the industrial system. Thus, designing the OPC UA information model is an undeniable and essential practice of OPC UA-based industrial system engineering. However, both academia and industry suffer from a lack of shared experiences on this subject. This gap motivated us to share our experiences on the development of an OPC UA information model. These experiences are based on an actual product assembly line monitoring case study developed at CEA LIST. Overall, in this paper, we aim to throw some light on the steps involved in the transformation of a requirement specification into an OPC UA information model.","PeriodicalId":359190,"journal":{"name":"2022 IEEE 20th International Conference on Industrial Informatics (INDIN)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125214218","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: 2

Multi-level Feature Reweighting and Fusion for Instance Segmentation 实例分割的多级特征重加权与融合

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976099

Xuan-Thuy Vo, T. Tran, Duy-Linh Nguyen, K. Jo

{"title":"Multi-level Feature Reweighting and Fusion for Instance Segmentation","authors":"Xuan-Thuy Vo, T. Tran, Duy-Linh Nguyen, K. Jo","doi":"10.1109/INDIN51773.2022.9976099","DOIUrl":"https://doi.org/10.1109/INDIN51773.2022.9976099","url":null,"abstract":"Accurate instance segmentation requires high-resolution features for performing a dense pixel-wise prediction task. However, using high-resolution feature maps results in highly expensive model complexity and ineffective receptive fields. To overcome the problems of high-resolution features, conventional methods explore multi-level feature fusion that exchanges the information between low-level features at earlier layers and high-level features at top layers. Both low and high information is extracted by the hierarchical backbone network where high-level features contain more semantic cues and low-level features encompass more specific patterns. Thus, adopting these features to the training segmentation model is necessary, and designing a more efficient multi-level feature fusion is crucial. Existing methods balance such information by using top-down and bottom-up pathway connections with more inefficient convolution layers to produce richer multi-scale features. In this work, we contribute two folds: (1) a simple but effective multilevel feature reweighting layer is proposed to strengthen deep high-level features based on channel reweighting generated from multiple features of the backbone, and (2) an efficient fusion block is proposed to process low-resolution features in a depth-to-spatial manner and combine enhanced multi-level features together. These designs enable the segmentation models to predict instance kernels for mask generation on high-level feature maps. To verify the effectiveness of the proposed method, we conduct experiments on the challenging benchmark dataset MS-COCO. Surprisingly, our simple network outperforms the baseline in both accuracy and inference speed. More specifically, we achieve 35.4% APmask at 19.5 FPS on a GPU device, becoming a state-of-the-art instance segmentation method.","PeriodicalId":359190,"journal":{"name":"2022 IEEE 20th International Conference on Industrial Informatics (INDIN)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129692170","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: 1

Control over networks: A case study of Wastewater Treatment Plants 网络控制:污水处理厂的案例研究

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976117

Mercedes Chacón Vásquez

引用次数: 0

Identity Verification based on the RGB and NIR Images of the Palm 基于手掌RGB和NIR图像的身份验证

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976087

Jaekwon Lee, Jooyoung Kim, K. Toh

引用次数: 0

Orthoimage Super-Resolution via Deep Convolutional Neural Networks 基于深度卷积神经网络的正射影超分辨率

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976074

V. Berezovsky, Yunfeng Bai, Ivan Sharshov, R. Aleshko, K. Shoshina, I. Vasendina

引用次数: 0

Network Calculus-based Routing and Scheduling in Software-defined Industrial Internet of Things 软件定义工业物联网中基于网络演算的路由与调度

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976177

Luyue Ji, Wen-Ruey Wu, Chaojie Gu, Jichao Bi, Shibo He, Zhiguo Shi

{"title":"Network Calculus-based Routing and Scheduling in Software-defined Industrial Internet of Things","authors":"Luyue Ji, Wen-Ruey Wu, Chaojie Gu, Jichao Bi, Shibo He, Zhiguo Shi","doi":"10.1109/INDIN51773.2022.9976177","DOIUrl":"https://doi.org/10.1109/INDIN51773.2022.9976177","url":null,"abstract":"With the emergence of Industry 5.0, it is significant to enable efficient cooperation between humans and machines in the Industrial Internet of Things (IIoT). However, achieving real-time and reliable transmission of data flows deriving from time-sensitive applications in IIoT remains an open challenge. In this paper, we propose a three-layer software-defined IIoT (SDIIoT) architecture to enable multiple industrial services and flexible network configuration. In particular, when network services change frequently in SDIIoT, the delay of the control plane has a great influence on the end-to-end delay of data flows. To address this issue, we portray two different service curves of OpenFlow switches to adapt to dynamic network status based on Network Calculus (NC). To elevate resource efficiency and comply with friendly environments, we minimize the total worst-case network cost under strict resource constraints and transmission requirements by exploiting the joint flow routing and scheduling algorithm (JFRSA). Our numerical simulation results demonstrate the effectiveness and efficiency of our solution.","PeriodicalId":359190,"journal":{"name":"2022 IEEE 20th International Conference on Industrial Informatics (INDIN)","volume":"157 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124405780","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: 1

Offset Estimation Based on ARIMA-LSTM for Time Synchronization in Single Twisted Pair Ethernet 基于ARIMA-LSTM的双绞线以太网时间同步偏移估计

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976076

Guanwen Cui, Zhezhuang Xu, Xuchao Gao, Songbing Lin, Yi Guo

引用次数: 0

A Comparative Analysis of the Impact of Cryptography in IoT LoRa Applications 加密技术在物联网LoRa应用中的影响比较分析

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976108

Inês Lino, J. Cecílio

{"title":"A Comparative Analysis of the Impact of Cryptography in IoT LoRa Applications","authors":"Inês Lino, J. Cecílio","doi":"10.1109/INDIN51773.2022.9976108","DOIUrl":"https://doi.org/10.1109/INDIN51773.2022.9976108","url":null,"abstract":"The Internet of Things has been applied in different application contexts, ranging from industrial, healthcare or simple home life applications. It allows adding a new level of automation to objects, making them appealing to everyone. Since several applications involve data, and in some cases, it is sensitive, those applications are more vulnerable to be attacked. As a result, researchers are constantly exploring secure mechanisms to keep the data and its owners safe. For the resource-constrained nature of these IoT applications, the design of cryptography solutions becomes a challenging task because IoT nodes should be cheap and require low power, which means lower computational performance. Lightweight cryptography algorithms are attractive solutions to reduce computation complexity, keeping the desired level of security. This work provides an experimental performance analysis of several cryptography solutions targeted for embedded platforms to help choose better algorithms for IoT systems in terms of efficiency. Execution time, code efficiency and communication influences are evaluated for a set of cryptography algorithms. The results of this work intend to help IoT developers to choose a suitable cryptography algorithm for their IoT applications.","PeriodicalId":359190,"journal":{"name":"2022 IEEE 20th International Conference on Industrial Informatics (INDIN)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130165287","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

Semi-Automatic Testing of Data-Focused Software Development Kits for Industrie 4.0 面向工业4.0的以数据为中心的软件开发套件的半自动测试

2022 IEEE 20th International Conference on Industrial Informatics (INDIN) Pub Date : 2022-07-25 DOI: 10.1109/INDIN51773.2022.9976069

Torben Miny, Sebastian Heppner, Igor Garmaev, T. Kleinert, M. Ristin, H. W. V. D. Venn, Björn Otto, Karsten Meinecke, C. Diedrich, Nico Braunisch, M. Wollschlaeger

引用次数: 3