Deep Learning for the Industrial Internet of Things (IIoT): A Comprehensive Survey of Techniques, Implementation Frameworks, Potential Applications, and Future Directions

Deep autoencoder based energy method for the bending, vibration, and buckling analysis of Kirchhoff plates with transfer learning

(2021) Xiaoying Zhuang et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

A classification-based deep belief networks model framework for daily streamflow forecasting

(2021) Haibo Chu et al.   JOURNAL OF HYDROLOGY

RS-DCNN: A novel distributed convolutional-neural-networks based-approach for big remote-sensing image classification

(2021) Wadii Boulila et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Application of deep learning in automatic detection of technical and tactical indicators of table tennis

(2021) Fufeng Qiao   PLoS One

Application of Deep Learning on Student Engagement in e-learning environments

(2021) Prakhar Bhardwaj et al.   COMPUTERS & ELECTRICAL ENGINEERING

A novel CNN-LSTM-based approach to predict urban expansion

(2021) Wadii Boulila et al.   Ecological Informatics

Identifying Incident Causal Factors to Improve Aviation Transportation Safety: Proposing a Deep Learning Approach

(2021) Tianxi Dong et al.   JOURNAL OF ADVANCED TRANSPORTATION

Blockchain technology for the industrial Internet of Things: A comprehensive survey on security challenges, architectures, applications, and future research directions

(2021) Shahid Latif et al.   Transactions on Emerging Telecommunications Technologies

Deep Learning in the Industrial Internet of Things: Potentials, Challenges, and Emerging Applications

(2021) Ruhul Amin Khalil et al.   IEEE Internet of Things Journal

Multiview Graph Restricted Boltzmann Machines

(2021) Nan Zhang et al.   IEEE Transactions on Cybernetics

AI4SAFE-IoT: an AI-powered secure architecture for edge layer of Internet of things

(2020) Hamed HaddadPajouh et al.   NEURAL COMPUTING & APPLICATIONS

Novel deep learning framework for broadcasting abnormal events obtained from surveillance applications

(2020) P. Krishnaveni et al.   Journal of Ambient Intelligence and Humanized Computing

A feedforward neural network for direction-of-arrival estimation

(2020) Emma Ozanich et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Toward Edge-Based Deep Learning in Industrial Internet of Things

(2020) Fan Liang et al.   IEEE Internet of Things Journal

Sparse stacked autoencoder network for complex system monitoring with industrial applications

(2020) Ziwei Deng et al.   CHAOS SOLITONS & FRACTALS

A Survey of IoT Security Based on a Layered Architecture of Sensing and Data Analysis

(2020) Hichem Mrabet et al.   SENSORS

Anonymization Through Data Synthesis Using Generative Adversarial Networks (ADS-GAN)

(2020) Jinsung Yoon et al.   IEEE Journal of Biomedical and Health Informatics

A Carrier-Based Sensor Deployment Algorithm for Perception Layer in the IoT Architecture

(2020) Chien-Fu Cheng et al.   IEEE SENSORS JOURNAL

Deep‐Belief‐Networks Based Fault Classification in Power Distribution Networks

(2020) Cui Hong et al.   IEEJ Transactions on Electrical and Electronic Engineering

ECOLOGICAL EVOLUTION PATH OF SMART EDUCATION PLATFORM BASED ON DEEP LEARNING AND IMAGE DETECTION

(2020) Zhongchun Han et al.   MICROPROCESSORS AND MICROSYSTEMS

Improved salient object detection using hybrid Convolution Recurrent Neural Network

(2020) NalliyannaV. Kousik et al.   EXPERT SYSTEMS WITH APPLICATIONS

Detecting the shuttlecock for a badminton robot: A YOLO based approach

(2020) Zhiguang Cao et al.   EXPERT SYSTEMS WITH APPLICATIONS

Detecting Fatigue Status of Pilots Based on Deep Learning Network Using EEG Signals

(2020) Edmond Q. wu et al.   IEEE Transactions on Cognitive and Developmental Systems

Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: a survey

(2019) Giang Nguyen et al.   ARTIFICIAL INTELLIGENCE REVIEW

Detection of Congestive Heart Failure Based on LSTM-Based Deep Network via Short-Term RR Intervals

(2019) Ludi Wang et al.   SENSORS

Comparison of Selected Machine Learning Algorithms for Industrial Electrical Tomography

(2019) Tomasz Rymarczyk et al.   SENSORS

LSTM Model for Prediction of Heart Failure in Big Data

(2019) G. Maragatham et al.   JOURNAL OF MEDICAL SYSTEMS

Various Frameworks and Libraries of Machine Learning and Deep Learning: A Survey

(2019) Zhaobin Wang et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

CDL4CDRP: A Collaborative Deep Learning Approach for Clinical Decision and Risk Prediction

(2019) Mingrui Sun et al.   Processes

Comparing the effectiveness of deep feedforward neural networks and shallow architectures for predicting stock price indices

(2019) Larry Olanrewaju Orimoloye et al.   EXPERT SYSTEMS WITH APPLICATIONS

A novel deep learning based fault diagnosis approach for chemical process with extended deep belief network

(2019) Yalin Wang et al.   ISA TRANSACTIONS

Generating Energy Data for Machine Learning with Recurrent Generative Adversarial Networks

(2019) Mohammad Navid Fekri et al.   Energies

Evaluating the web‐application resiliency to business‐layer DoS attacks

(2019) Mitra Alidoosti et al.   ETRI JOURNAL

A new optimization algorithm for non-stationary time series prediction based on recurrent neural networks

(2019) Yulai Zhang et al.   Future Generation Computer Systems-The International Journal of eScience

Learning-Based Energy-Efficient Resource Management by Heterogeneous RF/VLC for Ultra-Reliable Low-Latency Industrial IoT Networks

(2019) Helin Yang et al.   IEEE Transactions on Industrial Informatics

Deep learning models for plant disease detection and diagnosis

(2018) Konstantinos P. Ferentinos   COMPUTERS AND ELECTRONICS IN AGRICULTURE

The industrial internet of things (IIoT): An analysis framework

(2018) Hugh Boyes et al.   COMPUTERS IN INDUSTRY

A resilient and distributed near real-time traffic forecasting application for Fog computing environments

(2018) Juan Luis Pérez et al.   Future Generation Computer Systems-The International Journal of eScience

Deep Learning for IoT Big Data and Streaming Analytics: A Survey

(2018) Mehdi Mohammadi et al.   IEEE Communications Surveys and Tutorials

Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing

(2018) He Li et al.   IEEE NETWORK

Medical Image Synthesis with Deep Convolutional Adversarial Networks

(2018) Dong Nie et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Deep Learning for Smart Industry: Efficient Manufacture Inspection System with Fog Computing

(2018) Liangzhi Li et al.   IEEE Transactions on Industrial Informatics

An Adaptive Droupout Deep Computation Model for Industrial IoT Big Data Learning with Crowdsourcing to Cloud Computing

(2018) Qingchen Zhang et al.   IEEE Transactions on Industrial Informatics

Industrial Internet of Things: Challenges, Opportunities, and Directions

(2018) Emiliano Sisinni et al.   IEEE Transactions on Industrial Informatics

Deep Spatio-Temporal Representation for Detection of Road Accidents Using Stacked Autoencoder

(2018) Dinesh Singh et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Bearing remaining useful life prediction based on deep autoencoder and deep neural networks

(2018) Lei Ren et al.   JOURNAL OF MANUFACTURING SYSTEMS

A fully convolutional network for weed mapping of unmanned aerial vehicle (UAV) imagery

(2018) Huasheng Huang et al.   PLoS One

LSTM-Based Analysis of Industrial IoT Equipment

(2018) Weishan Zhang et al.   IEEE Access

A Survey of Deep Learning: Platforms, Applications and Emerging Research Trends

(2018) William Grant Hatcher et al.   IEEE Access

Industrial Big Data Analytics for Prediction of Remaining Useful Life Based on Deep Learning

(2018) Hehua Yan et al.   IEEE Access

Voice Pathology Detection Using Deep Learning on Mobile Healthcare Framework

(2018) Musaed Alhussein et al.   IEEE Access

Deep Boltzmann machine based condition prediction for smart manufacturing

(2018) Jinjiang Wang et al.   Journal of Ambient Intelligence and Humanized Computing

When Computation Hugs Intelligence: Content-Aware Data Processing for Industrial IoT

(2018) Liang Zhou et al.   IEEE Internet of Things Journal

Ultrareliable and Low-Latency Wireless Communication: Tail, Risk, and Scale

(2018) Mehdi Bennis et al.   PROCEEDINGS OF THE IEEE

A study on smart factory-based ambient intelligence context-aware intrusion detection system using machine learning

(2018) Seong-Taek Park et al.   Journal of Ambient Intelligence and Humanized Computing

Self-Organizing Traffic Flow Prediction with an Optimized Deep Belief Network for Internet of Vehicles

(2018) Shidrokh Goudarzi et al.   SENSORS

Real-Time Hardware-in-the-Loop Simulation of Permanent-Magnet Synchronous Motor Drives Under Stator Faults

(2017) Fernando Alvarez-Gonzalez et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Comprehensive Electric-Thermal Photovoltaic Modeling for Power-Hardware-in-the-Loop Simulation (PHILS) Applications

(2017) Xuan Hung Mai et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Deep learning control for complex and large scale cloud systems

(2017) Mehdi Roopaei et al.   INTELLIGENT AUTOMATION AND SOFT COMPUTING

Deep Count: Fruit Counting Based on Deep Simulated Learning

(2017) et al.   SENSORS

Deep learning for plant identification using vein morphological patterns

(2016) Guillermo L. Grinblat et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Power-hardware-in-the-loop test beds: evaluation tools for grid integration of distributed energy resources

(2016) Francisco Huerta et al.   IEEE INDUSTRY APPLICATIONS MAGAZINE

Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model

(2016) Xiaodong Song et al.   Journal of Arid Land

Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications

(2015) Ala Al-Fuqaha et al.   IEEE Communications Surveys and Tutorials

Large-Scale Transportation Network Congestion Evolution Prediction Using Deep Learning Theory

(2015) Xiaolei Ma et al.   PLoS One

Industrial Wireless Sensor Networks: Challenges, Design Principles, and Technical Approaches

(2009) V.C. Gungor et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS