2021 IEEE 19th International Conference on Industrial Informatics (INDIN)最新文献

Enhancing MQTT with Real-Time and Reliable Communication Services 通过实时可靠的通信服务增强MQTT

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557514

Ehsan Shahri, P. Pedreiras, L. Almeida

引用次数: 6

Cyber-physical automation systems modelling with IEC 61499 for their formal verification 网络物理自动化系统建模与IEC 61499进行正式验证

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557416

Midhun Xavier, Sandeep Patil, V. Vyatkin

引用次数: 9

Service-based integration of modular control components in digital manufacturing platforms 数字化制造平台中基于服务的模块化控制组件集成

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557380

Jonathan Fuchs, Ruwen Schneider, S. J. Oks, Jörg Franke

{"title":"Service-based integration of modular control components in digital manufacturing platforms","authors":"Jonathan Fuchs, Ruwen Schneider, S. J. Oks, Jörg Franke","doi":"10.1109/INDIN45523.2021.9557380","DOIUrl":"https://doi.org/10.1109/INDIN45523.2021.9557380","url":null,"abstract":"Due to increasing complexity on the shop floor associated with the digital transformation and growing penetration of modern production environments with smart services, the operational phase of automated production facilities is gaining additional importance. The growing range of hybrid service bundles, i.e., the combination of digital services and cyber-physical production systems (CPPS), is expanding the scope of utilization and requires the application of platform-based solutions for service integration. Efficient, scalable IT infrastructures as well as technological flexibility and independence are premises for the successful implementation of these platforms. The availability of ubiquitous communication for seamless networking of all entities also plays a central role. These prerequisites enable the vertical integration of automation components on the shop floor up to the context of strategic business processes based on continuous data and information models. This paper presents an approach for integrating CPPS elements into scalable, highly available service platforms and shows how modern control approaches can be successfully linked with smart service concepts. The exemplary use case for this is a test bench for electric drives.","PeriodicalId":370921,"journal":{"name":"2021 IEEE 19th International Conference on Industrial Informatics (INDIN)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128408089","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

Fixed-time Trajectory Tracking Control of a Wheeled Mobile Robot 轮式移动机器人的定时轨迹跟踪控制

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557430

Cheng-Huan Wang, Bo Li, Haichao Zhang, B. Xiao, Wenquan Gong

引用次数: 1

Hyperparameter Tuning and Feature Selection for Improving Flow Instability Detection in Offshore Oil Wells 改进海上油井流动不稳定检测的超参数整定与特征选择

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557415

Bruno Guilherme Carvalho, R. E. V. Vargas, R. M. Salgado, C. J. Munaro, F. M. Varejão

引用次数: 3

Deep Reinforcement Learning with Adjustments 深度强化学习与调整

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557543

H. Khorasgani, Haiyan Wang, Chetan Gupta, Susumu Serita

引用次数: 1

Synergetic Control of Fixed-wing UAVs in the Presence of Wind Disturbances 风扰动下固定翼无人机的协同控制

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557487

G. Veselov, Aline Ingabire

引用次数: 1

A deep attention-driven model to forecast solar irradiance 一个预测太阳辐照度的深度关注驱动模型

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557405

Abdelkader Dairi, F. Harrou, Ying Sun

{"title":"A deep attention-driven model to forecast solar irradiance","authors":"Abdelkader Dairi, F. Harrou, Ying Sun","doi":"10.1109/INDIN45523.2021.9557405","DOIUrl":"https://doi.org/10.1109/INDIN45523.2021.9557405","url":null,"abstract":"Accurately forecasting solar irradiance is indispensable in optimally managing and designing photovoltaic systems. It enables the efficient integration of photovoltaic systems in the smart grid. This paper introduces an innovative deep attention-driven model for solar irradiance forecasting. Notably, an extended version of the variational autoencoder (VAE) is introduced by amalgamating the desirable characteristics of the bidirectional LSTM (BiLSTM) and attention mechanism with the VAE model. Specifically, the introduced approach enables the conventional VAE’s ability to model temporal dependencies by incorporating BiLSTM at the VAE’s encoder side to better extract and learn temporal dependencies embed on the solar irradiance concentration measurements. In addition, the self-attention mechanism is embedded in the VAE’s encoder side following the BiLSTM to highlight pertinent features. The performance of the proposed model is evaluated through comparisons with the recurrent neural network (RNN), gated recurrent unit (GRU), LSTM, and BiLSTM. Measurements of solar irradiance in the US and Turkey are used to evaluate the investigated models. Results confirm the superior performance of the proposed model for solar irradiance forecasting over the other models (i.e., RNN, GRU, LSTM, and BiLSTM).","PeriodicalId":370921,"journal":{"name":"2021 IEEE 19th International Conference on Industrial Informatics (INDIN)","volume":"10 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121639343","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

From Face to Face to Hybrid Teaching: an Experience on Process Plant Automation Laboratory Course during Global Pandemic 从面对面教学到混合式教学:全球大流行期间过程工厂自动化实验课的教学体会

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557440

Udayanto Dwi Atmojo, Mohammad Azangoo, V. Vyatkin, I. Seilonen

{"title":"From Face to Face to Hybrid Teaching: an Experience on Process Plant Automation Laboratory Course during Global Pandemic","authors":"Udayanto Dwi Atmojo, Mohammad Azangoo, V. Vyatkin, I. Seilonen","doi":"10.1109/INDIN45523.2021.9557440","DOIUrl":"https://doi.org/10.1109/INDIN45523.2021.9557440","url":null,"abstract":"The COVID19 pandemic has created tremendous challenges in the learning and education sector. Schools and universities are forced to close and most teaching activities have to be organized with very limited physical and social interaction between the teachers and students, and also among students. This is particularly difficult for certain learning activity, such as laboratory work where it usually involve the student’s direct interaction with equipments in the school and sometimes the need to work together with the their peers in the same space while interacting with the equipments. This paper presents an experience in shifting the delivery method of a process automation laboratory course at Aalto University from face to face teaching into hybrid due to the restrictionc caused by the pandemic. This paper describes the rework process of the course to realize this shift, and after the course, feedbacks are gathered from the student to see if the approach taken is welcomed by the students. The feedback appears promising, indicating 66% of the respondents agree that they like the hybrid method approach considered.","PeriodicalId":370921,"journal":{"name":"2021 IEEE 19th International Conference on Industrial Informatics (INDIN)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114764261","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

A Grid-Structured Model of Tubular Reactors 管式反应器的网格结构模型

2021 IEEE 19th International Conference on Industrial Informatics (INDIN) Pub Date : 2021-07-21 DOI: 10.1109/INDIN45523.2021.9557382

Katsiaryna Haitsiukevich, S. Bergman, C. D. A. Filho, F. Corona, A. Ilin

引用次数: 1