Results 1 to 10 of about 3,718 (136)

OTFS channel estimation method based on IBO-dynamic gated Bi-GRU [PDF]

Scientific Reports
This paper introduces a novel channel estimation method for Orthogonal Time Frequency Space (OTFS) systems affected by nonlinear distortion from High-Power Amplifiers (HPA).
Jie Hou, Zhaochuan Wei, Yuanfa Ji, Xiaofang Deng   +3 more
doaj   +2 more sources

Forecasting of global water usage in agriculture and total global consumption by using the Bi-GRU model [PDF]

Scientific Reports
Water resources should be used efficiently in order to reduce constraints to future generations. it is important to stress the importance of well-developed management plans with sound forecasts.
Muhammad Irfan, Javed Rashid, Javeria Bibi, Shiza Amir, Kamal M. Othman, AbdulGuddoos S. A. Gaid   +5 more
doaj   +2 more sources

Short-Term Three-Phase Load Prediction With Advanced Metering Infrastructure Data in Smart Solar Microgrid Based Convolution Neural Network Bidirectional Gated Recurrent Unit

IEEE Access, 2022
The collaboration development between the power supply, solar power, and storage batteries is a formidable commission in the smart solar microgrid.
Phuong Nguyen Thanh, Ming-Yuan Cho, Chun-Lung Chang, Meng-Jie Chen   +3 more
doaj   +1 more source

Short-Term Traffic Flow Prediction Method Based on Spatiotemporal Relativity [PDF]

Jisuanji gongcheng, 2020
The intelligent travel of the new generation intelligent traffic system and the intelligent decision-making of traffic big data need accurate and timely short-term traffic flow prediction.Deep learning can generate features by machine learning technology,
YAN Yang, SUN Lijun, ZHU Lanting
doaj   +1 more source

Visual field prediction using a deep bidirectional gated recurrent unit network model

Scientific Reports, 2023
Although deep learning architecture has been used to process sequential data, only a few studies have explored the usefulness of deep learning algorithms to detect glaucoma progression.
Hwayeong Kim, Jiwoong Lee, Sangwoo Moon, Sangil Kim, Taehyeong Kim, Sang Wook Jin, Jung Lim Kim, Jonghoon Shin, Seung Uk Lee, Geunsoo Jang, Yuanmeng Hu, Jeong Rye Park   +11 more
doaj   +1 more source

Character gated recurrent neural networks for Arabic sentiment analysis

Scientific Reports, 2022
Sentiment analysis is a Natural Language Processing (NLP) task concerned with opinions, attitudes, emotions, and feelings. It applies NLP techniques for identifying and detecting personal information from opinionated text.
Eslam Omara, Mervat Mousa, Nabil Ismail
doaj   +1 more source

Deep learning based network traffic matrix prediction

International Journal of Intelligent Networks, 2021
Network traffic matrix prediction is a methodology of predicting network traffic behavior ahead of time in order to improve network management and planning.
Dalal Aloraifan, Imtiaz Ahmad, Ebrahim Alrashed   +2 more
doaj   +1 more source

Epileptic Seizure Detection Based on Bidirectional Gated Recurrent Unit Network

IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2022
Visual inspection of long-term electroencephalography (EEG) is a tedious task for physicians in neurology. Based on bidirectional gated recurrent unit (Bi-GRU) neural network, an automatic seizure detection method is proposed in this paper to facilitate ...
Yanli Zhang, Shuxin Yao, Rendi Yang, Xiaojia Liu, Wenlong Qiu, Luben Han, Weidong Zhou, Wei Shang   +7 more
doaj   +1 more source

Comparing Machine and Deep Learning Methods for the Phenology-Based Classification of Land Cover Types in the Amazon Biome Using Sentinel-1 Time Series

Remote Sensing, 2022
The state of Amapá within the Amazon biome has a high complexity of ecosystems formed by forests, savannas, seasonally flooded vegetation, mangroves, and different land uses. The present research aimed to map the vegetation from the phenological behavior
Ivo Augusto Lopes Magalhães, Osmar Abílio de Carvalho Júnior, Osmar Luiz Ferreira de Carvalho, Anesmar Olino de Albuquerque, Potira Meirelles Hermuche, Éder Renato Merino, Roberto Arnaldo Trancoso Gomes, Renato Fontes Guimarães   +7 more
doaj   +1 more source

Prediction Method of TBM Tunneling Parameters Based on Bi-GRU-ATT Model

Advances in Civil Engineering, 2022
With tunnel boring machines (TBMs) widely used in tunnel construction, the adaptable adjustment of TBM operating status has become a research focus.
Qinglong Zhang, Boyu Yang, Yanwen Zhu, Chen Guo, Chong Jiao, Anmin Cai   +5 more
doaj   +1 more source