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Accuracy-Guaranteed Collaborative DNN Inference in Industrial IoT via Deep Reinforcement Learning

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (7)

Collaboration among industrial Internet of Things (IoT) devices and edge networks is essential to support computation-intensive deep neural network (D......

MLPRA: An MCDS and Link-Priority-Based Network Repair Algorithm for Smart Grid

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (7)

The power system is an infrastructure for industrial manufacturing, and its availability is relevant to industrial systems. The smart grid combines co......

Reinforcement Learning Enabled Dynamic Resource Allocation in the Internet of Vehicles

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (7)

As an important application scenario of the industrial Internet of things, the Internet of Vehicles can significantly improve road safety, improve tra......

DeepHealth: A Self-Attention Based Method for Instant Intelligent Predictive Maintenance in Industrial Internet of Things

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (8)

With the rapid development of artificial intelligence and industrial Internet of Things (IIoT) technologies, intelligent predictive maintenance (IPdM)......

A Novel Web Attack Detection System for Internet of Things via Ensemble Classification

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (8)

Internet of Things (IoT) has become one of the fastest-growing technologies and has been broadly applied in various fields. IoT networks contain milli......

Energy-Efficient Resource Allocation for Cognitive Industrial Internet of Things With Wireless Energy Harvesting

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (8)

Cognitive industrial Internet of Things (CIIoT) can extend available spectrum resources by accessing the spectrum licensed to primary user (PU) on the......

Nonlinear MIMO for Industrial Internet of Things in Cyber-Physical Systems

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (8)

Massive multiple-input multiple-output (MIMO) wireless communication technology with the characteristics of hyperconnectivity is an ideal channel to c......

Detection and Segmentation of Unlearned Objects in Unknown Environment

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (9)

Detecting and segmenting unlearned objects in unknown environment is a very important visual perception ability to enhance industrial intelligence. In......

Charging Load Pattern Extraction for Residential Electric Vehicles: A Training-Free Nonintrusive Method

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (10)

Extracting the charging load pattern of residential electric vehicle (REV) will help grid operators make informed decisions in terms of scheduling and......

Adaptive Type-2 Fuzzy Neural Network Inherited Terminal Sliding Mode Control for Power Quality Improvement

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (11)

This article proposes an adaptive type-2 fuzzy neural network control system to enhance the performance of power quality improvement. First, the dynam......

Multivariate Air Quality Forecasting With Nested Long Short Term Memory Neural Network

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (12)

Artificial intelligence-based air quality index (AQI) forecasting is a hot research topic in the fields of sustainable and smart industrial environmen......

Deep Feature Generating Network: A New Method for Intelligent Fault Detection of Mechanical Systems Under Class Imbalance

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (9)

Class imbalance issue has been a major problem in mechanical fault detection, which exists when the number of instances presenting in a class is signi......

EdgeKE: An On-Demand Deep Learning IoT System for Cognitive Big Data on Industrial Edge Devices

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (9)

Motivated by the prospects of 5G communications and industrial Internet of Things (IoT), recent years have seen the rise of a new computing paradigm, ......

Toward Secure Data Fusion in Industrial IoT Using Transfer Learning

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (10)

As an emerging technology, the industrial Internet of Things (IIoT) can promote the development of industrial intelligence, improve production efficie......

Augmented Convolutional Network for Wind Power Prediction: A New Recurrent Architecture Design With Spatial-Temporal Image Inputs

期刊: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021; 17 (10)

Due to the stochastic and non-stationary characteristics of wind speed, the wind power generation is highly uncertain and fluctuating, which significa......

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