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Time series-based groundwater level forecasting using gated recurrent unit deep neural networks

Engineering Applications of Computational Fluid Mechanics, 2022
In this research, the mean monthly groundwater level with a range of 3.78 m in Qoşaçay plain, Iran, is forecast. Regarding three different layers of gated recurrent unit (GRU) structures and a hybrid of variational mode decomposition with gated recurrent
Amin Gharehbaghi, Kwok-Wing Chau, Amir Mosavi   +2 more
exaly   +2 more sources

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Prediction of Over-the-Horizon Electromagnetic Wave Propagation in Evaporation Ducts Based on the Gated Recurrent Unit Network Model

IEEE Transactions on Antennas and Propagation, 2023
Evaporation ducts have a significant impact on electromagnetic (EM) wave propagation. The accurate prediction of EM propagation loss (PL) is important for the practical application of EM systems.
Shuwen Wang, Kunde Yang, Yang Shi, Fan Yang, Hao Zhang, Yuanliang Ma   +5 more
semanticscholar   +1 more source

A Hybrid Autoencoder and Gated Recurrent Unit Model Optimized by Honey Badger Algorithm for Enhanced Cyber Threat Detection in IoT Networks

Security and Privacy
The widespread adoption of Internet of Things (IoT) devices has introduced significant security challenges, with cyber threats becoming increasingly sophisticated.
Santosh Reddy Addula, M. Meesala, Pavankumar Ravipati, Guna Sekha Sajja   +3 more
semanticscholar   +1 more source

A New Macromodeling Method Based on Deep Gated Recurrent Unit Regularized With Gaussian Dropout for Nonlinear Circuits

IEEE Transactions on Circuits and Systems Part 1: Regular Papers, 2023
In this paper, for the first time, the deep gated recurrent unit (Deep GRU) is used as a new macromodeling approach for nonlinear circuits. Similar to Long Short-Term Memory (LSTM), the GRU has gating units that control the information flow and makes the
Amin Faraji, Sayed Alireza Sadrossadat, W. Na, F. Feng, Qi-jun Zhang   +4 more
semanticscholar   +1 more source

Application of Bidirectional Gated Recurrent Unit and Stacked Gated Recurrent Unit Algorithms for Stock Price Prediction

International Conference Advancement Data Science, E-learning and Information Systems
Stocks are financial instruments that provide ownership rights and profits to their holders in public companies, which attract investors because of the potential for high returns despite the risks.
Nasya Amirah Melyani, Mustakim, Angraini, M. Afdal   +3 more
semanticscholar   +1 more source

A Novel Residual Gated Recurrent Unit Framework for Runoff Forecasting

IEEE Internet of Things Journal, 2023
Runoff forecasting is the key to the rational use and protection of water resources by mankind. The large-scale application of machine learning and neural networks in hydrological models has made accurate and reliable short-term runoff forecasting ...
Ziyu Sheng, Shiping Wen, Zhong-kai Feng, Kaibo Shi, Tingwen Huang   +4 more
semanticscholar   +1 more source

A Multimodal Gated Recurrent Unit Neural Network Model for Damage Assessment in CFRP Composites Based on Lamb Waves and Minimal Sensing

IEEE Transactions on Instrumentation and Measurement
Carbon fiber-reinforced polymer (CFRP) composites are widely used in aerospace due to their outstanding mechanical properties. However, composite damage detection and localization techniques based on minimal actuator–receiver sensing pairs are still ...
Zhuang Long, Kai Luo, Zhibo Yang
semanticscholar   +1 more source

A Fault-Targeted Gated Recurrent Unit-Canonical Correlation Analysis Method for Incipient Fault Detection

IEEE Transactions on Industrial Informatics
To solve the problem of incipient fault detection, a fault targeted gated recurrent unit-canonical correlation analysis (CCA) method is proposed. First, this article proposed fault targeted gated recurrent unit (FTGRU) to establish a temporal feature ...
Bing Song, Chen Zheng, Yuting Jin, Hong-bo Shi, Yang Tao, Shuai Tan   +5 more
semanticscholar   +1 more source

Machine Health Monitoring Using Local Feature-Based Gated Recurrent Unit Networks

IEEE Transactions on Industrial Electronics, 2018
Rui Zhao, Dongzhe Wang, Ruqiang Yan
exaly   +2 more sources

The application of gated recurrent unit algorithm with fused attention mechanism in UWB indoor localization

Measurement
. ABSTRACT Indoor positioning is the study of precise acquisition of the coordinates of mobile devices, individuals, or objects within enclosed indoor spaces.
Yalin Tian, Zengzeng Lian, M. Amparo Núñez-Andrés, Zhe Yue, Kezhao Li, Penghui Wang, Mengqi Wang   +6 more
semanticscholar   +1 more source