Search Results - "IEEE transactions on industrial informatics"
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Deep Residual Shrinkage Networks for Fault Diagnosis
Published in IEEE transactions on industrial informatics (01-07-2020)“…This article develops new deep learning methods, namely, deep residual shrinkage networks, to improve the feature learning ability from highly noised vibration…”
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Digital Twin in Industry: State-of-the-Art
Published in IEEE transactions on industrial informatics (01-04-2019)“…Digital twin (DT) is one of the most promising enabling technologies for realizing smart manufacturing and Industry 4.0. DTs are characterized by the seamless…”
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Blockchain and Federated Learning for Privacy-Preserved Data Sharing in Industrial IoT
Published in IEEE transactions on industrial informatics (01-06-2020)“…The rapid increase in the volume of data generated from connected devices in industrial Internet of Things paradigm, opens up new possibilities for enhancing…”
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From Industry 4.0 to Agriculture 4.0: Current Status, Enabling Technologies, and Research Challenges
Published in IEEE transactions on industrial informatics (01-06-2021)“…The three previous industrial revolutions profoundly transformed agriculture industry from indigenous farming to mechanized farming and recent precision…”
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Industrial Internet of Things: Challenges, Opportunities, and Directions
Published in IEEE transactions on industrial informatics (01-11-2018)“…Internet of Things (IoT) is an emerging domain that promises ubiquitous connection to the Internet, turning common objects into connected devices. The IoT…”
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Highly Accurate Machine Fault Diagnosis Using Deep Transfer Learning
Published in IEEE transactions on industrial informatics (01-04-2019)“…We develop a novel deep learning framework to achieve highly accurate machine fault diagnosis using transfer learning to enable and accelerate the training of…”
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Intelligent Fault Diagnosis of Rotor-Bearing System Under Varying Working Conditions With Modified Transfer Convolutional Neural Network and Thermal Images
Published in IEEE transactions on industrial informatics (01-05-2021)“…The existing intelligent fault diagnosis methods of rotor-bearing system mainly focus on vibration analysis under steady operation, which has low adaptability…”
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An Overview of Recent Advances in Coordinated Control of Multiple Autonomous Surface Vehicles
Published in IEEE transactions on industrial informatics (01-02-2021)“…Autonomous surface vehicles (ASVs) are marine vessels capable of performing various marine operations without a crew in a variety of cluttered and hostile…”
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Consortium Blockchain for Secure Energy Trading in Industrial Internet of Things
Published in IEEE transactions on industrial informatics (01-08-2018)“…In industrial Internet of things (IIoT), peer-to-peer (P2P) energy trading ubiquitously takes place in various scenarios, e.g., microgrids, energy harvesting…”
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Nonlinear Dynamic Soft Sensor Modeling With Supervised Long Short-Term Memory Network
Published in IEEE transactions on industrial informatics (01-05-2020)“…Soft sensor has been extensively utilized in industrial processes for prediction of key quality variables. To build an accurate virtual sensor model, it is…”
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Variational LSTM Enhanced Anomaly Detection for Industrial Big Data
Published in IEEE transactions on industrial informatics (01-05-2021)“…With the increasing population of Industry 4.0, industrial big data (IBD) has become a hotly discussed topic in digital and intelligent industry field. The…”
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Low-Latency Federated Learning and Blockchain for Edge Association in Digital Twin Empowered 6G Networks
Published in IEEE transactions on industrial informatics (01-07-2021)“…Emerging technologies, such as digital twins and 6th generation (6G) mobile networks, have accelerated the realization of edge intelligence in industrial…”
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13
A Survey on Deep Learning for Data-Driven Soft Sensors
Published in IEEE transactions on industrial informatics (01-09-2021)“…Soft sensors are widely constructed in process industry to realize process monitoring, quality prediction, and many other important applications. With the…”
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Blockchain-Based Reliable and Efficient Certificateless Signature for IIoT Devices
Published in IEEE transactions on industrial informatics (01-10-2022)“…Nowadays, the Industrial Internet of Things (IIoT) has remarkably transformed our personal lifestyles and society operations into a novel digital mode, which…”
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From Artificial Intelligence to Explainable Artificial Intelligence in Industry 4.0: A Survey on What, How, and Where
Published in IEEE transactions on industrial informatics (01-08-2022)“…Nowadays, Industry 4.0 can be considered a reality, a paradigm integrating modern technologies and innovations. Artificial intelligence (AI) can be considered…”
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DeepFed: Federated Deep Learning for Intrusion Detection in Industrial Cyber-Physical Systems
Published in IEEE transactions on industrial informatics (01-08-2021)“…The rapid convergence of legacy industrial infrastructures with intelligent networking and computing technologies (e.g., 5G, software-defined networking, and…”
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A Data-Driven Auto-CNN-LSTM Prediction Model for Lithium-Ion Battery Remaining Useful Life
Published in IEEE transactions on industrial informatics (01-05-2021)“…Integration of each aspect of the manufacturing process with the new generation of information technology such as the Internet of Things, big data, and cloud…”
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Efficient and Privacy-Enhanced Federated Learning for Industrial Artificial Intelligence
Published in IEEE transactions on industrial informatics (01-10-2020)“…By leveraging deep learning-based technologies, industrial artificial intelligence (IAI) has been applied to solve various industrial challenging problems in…”
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Siamese Neural Network Based Few-Shot Learning for Anomaly Detection in Industrial Cyber-Physical Systems
Published in IEEE transactions on industrial informatics (01-08-2021)“…With the increasing population of Industry 4.0, both AI and smart techniques have been applied and become hotly discussed topics in industrial cyber-physical…”
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Blockchain-Enhanced Data Sharing With Traceable and Direct Revocation in IIoT
Published in IEEE transactions on industrial informatics (01-11-2021)“…The industrial Internet of Things (IIoT) supports recent developments in data management and information services, as well as services for smart factories…”
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