Výsledky vyhledávání - Autoencoder (AE) models

DOT-AE-GAN: a hybrid autoencoder–GAN model for enhanced ultrasound-guided diffuse optical tomography reconstruction Autor Hossain, Md. Iqbal, Xue, Minghao, Wang, Lukai, Zhu, Quing

“… We introduce a hybrid machine learning model that combines the strengths of autoencoders (AEs) and generative adversarial networks…”
Získat plný text

Predicting Channel Delay State Information in 5G-TSN Systems Using Extreme Learning Machine Autoencoder (ELM-AE) Model Based on Intelligent Deep Extreme Learning Machine (DELM) Autor Zhang, Chaoyi, Wang, Jianquan, Fu, Meixia

“… This serves as a data foundation for subsequent intelligent prediction. Next, to make better use of the local information of channel state and achieve fast convergence, we employ an extreme learning machine autoencoder (ELM-AE…”
Získat plný text

AE-DTNN: Autoencoder–Dense–Transformer Neural Network Model for Efficient Anomaly-Based Intrusion Detection Systems Autor Kamal, Hesham, Mashaly, Maggie

“…In this study, we introduce an enhanced hybrid Autoencoder–Dense–Transformer Neural Network (AE-DTNN…”
Získat plný text

End-to-end deep learning for smart maritime threat detection: an AE–CNN–LSTM-based approach Autor Anuja, R., Annrose, J.

“… To improve detection fidelity under these conditions, we present a hybrid Autoencoder–Convolutional Neural Network…”
Získat plný text

Transfer-AE: A novel autoencoder-based impact detection model for structural digital twin Autor Han, Chengjia, Wang, Zixin, Fu, Yuguang, Dyke, Shirley, Shahriar, Adnan

“… numerical models to construct digital twins. These methods continuously refine the created numerical models with limited real-world data and provide diverse impact scenarios through numerical model…”
Získat plný text

AE-BPNN: autoencoder and backpropagation neural network-based model for lithium-ion battery state of health estimation Autor Al-Dulaimi, Abdullah Ahmed, Guneser, Muhammet Tahir, Al-Shabandar, Raghad, Gu, Yeonghyeon, Syafrudin, Muhammad, Fitriyani, Norma Latif

“… An autoencoder backpropagation neural network (AE-BPNN) was developed for unsupervised processing, dimensionality reduction, feature extraction, and SOH estimation…”
Získat plný text

LLM-AE-MP: Web Attack Detection Using a Large Language Model with Autoencoder and Multilayer Perceptron Autor Yang, Jing, Wu, Yuangui, Yuan, Yuping, Xue, Haozhong, Bourouis, Sami, Abdel-Salam, Mahmoud, Prajapat, Sunil, Por, Lip Yee

“…) requests using an autoencoder (AE). The integration of AE allows for efficient feature distillation, enhancing the sensitivity of the model to anomalies in HTTP traffic…”
Získat plný text

Research on a Novel Unsupervised-Learning-Based Pipeline Leak Detection Method Based on Temporal Kolmogorov–Arnold Network with Autoencoder Integration Autor Wu, Hengyu, Jiang, Zhu, Zhang, Xiang, Cheng, Jian

“… The proposed model combines the Kolmogorov–Arnold Network (KAN) with an autoencoder (AE). This model combines the Kolmogorov–Arnold Network (KAN…”
Získat plný text

Adaptive Two-Stage Multisensor Convolutional Autoencoder Model for Lossy Compression of Hyperspectral Data Autor Kuester, Jannick, Gross, Wolfgang, Schreiner, Simon, Middelmann, Wolfgang, Heizmann, Michael

“… This work addresses the challenge of transferability of autoencoder (AE) models for lossy compression of spatially independent and unknown hyperspectral datasets acquired from different sensor platforms…”
Získat plný text

Adversarial deconfounding autoencoder for learning robust gene expression embeddings Autor Dincer, Ayse B, Janizek, Joseph D, Lee, Su-In

“…Abstract Motivation Increasing number of gene expression profiles has enabled the use of complex models, such as deep unsupervised neural networks, to extract a latent space from these profiles…”
Získat plný text

Multi-view-AE: A Python package for multi-view autoencoder models Autor Aguila, Ana Lawry, Jayme, Alejandra, Montaña-Brown, Nina, Heuveline, Vincent, Altmann, Andre

Získat plný text

Dictionary trained attention constrained low rank and sparse autoencoder for hyperspectral anomaly detection Autor Hu, Xing, Li, Zhixuan, Luo, Lingkun, Karimi, Hamid Reza, Zhang, Dawei

“… Dictionary representations and deep learning Autoencoder (AE) models have proven effective in hyperspectral anomaly detection…”
Získat plný text

Exploring Autoencoder-based Error-bounded Compression for Scientific Data Autor Liu, Jinyang, Di, Sheng, Zhao, Kai, Jin, Sian, Tao, Dingwen, Liang, Xin, Chen, Zizhong, Cappello, Franck

“… Not only can it significantly reduce data size, but it also can control the compression errors based on user-specified error bounds. Autoencoder (AE…”
Získat plný text

Large-Scale Integrative Analysis of Soybean Transcriptome Using an Unsupervised Autoencoder Model Autor Su, Lingtao, Xu, Chunhui, Zeng, Shuai, Su, Li, Joshi, Trupti, Stacey, Gary, Xu, Dong

“…) model to map gene expressions into a latent space and adapted a standard unsupervised autoencoder (AE…”
Získat plný text

scDAC: deep adaptive clustering of single-cell transcriptomic data with coupled autoencoder and Dirichlet process mixture model Autor An, Sijing, Shi, Jinhui, Liu, Runyan, Chen, Yaowen, Wang, Jing, Hu, Shuofeng, Xia, Xinyu, Dong, Guohua, Bo, Xiaochen, He, Zhen, Ying, Xiaomin

“… Results Here, we propose a single-cell Deep Adaptive Clustering (scDAC) model by coupling the Autoencoder (AE…”
Získat plný text

Towards Efficient Electricity Forecasting in Residential and Commercial Buildings: A Novel Hybrid CNN with a LSTM-AE based Framework Autor Khan, Zulfiqar, Hussain, Tanveer, Ullah, Amin, Rho, Seungmin, Lee, Miyoung, Baik, Sung

“…) with an long short-term memory autoencoder (LSTM-AE) model for future energy prediction in residential and commercial buildings…”
Získat plný text

LSTM-based autoencoder models for real-time quality control of wastewater treatment sensor data Autor Seshan, Siddharth, Vries, Dirk, Immink, Jasper, van der Helm, Alex, Poinapen, Johann

“… long short-term memory (LSTM) autoencoder (AE) models, to reconcile faulty sensor signals in WWTPs as compared to autoregressive integrated moving average (ARIMA) models…”
Získat plný text

Out-of-Roundness Wheel Damage Identification in Railway Vehicles Using AutoEncoder Models Autor Melo, Renato, Finotti, Rafaelle, Guedes, António, Gonçalves, Vítor, Meixedo, Andreia, Ribeiro, Diogo, Barbosa, Flávio, Cury, Alexandre

“…This study presents a comparative analysis of three AutoEncoder (AE) models—Variational AutoEncoder (VAE…”
Získat plný text

Comparative Study on Three Autoencoder‐Based Deep Learning Algorithms for Geochemical Anomaly Identification Autor Feng, Bin, Chen, Lirong, Xu, Yongyang, Zhang, Yu

“…‐Ag metallogenic area in southwest Fujian province as samples. Three unsupervised deep learning models: the autoencoder (AE), multi…”
Získat plný text

Research on residual attention-based mechanism autoencoder for microseismic denoising network model Autor Li, Jiaming, Tang, Beichang, Zhang, Shuguang, Tang, Shibin, Qiu, Hongting, Huang, Xiang, Liu, Wenbo

“…•A residual attention-based mechanism autoencoder for microseismic denoising network model is proposed…”
Získat plný text