Search Results - TCN–Autoencoder
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Multi-output TCN autoencoder for long-term pollution forecasting for multiple sites
ISSN: 2212-0955, 2212-0955Published: Elsevier B.V 01.09.2021Published in Urban climate (01.09.2021)“…•PM2.5 and PM10 are two major contributors to air pollution.•R-MIMO strategy can improve the long-term pollutant forecasting performance.•Multi-output learning…”
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Journal Article -
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Process data based estimation of tool wear on punching machines using TCN-Autoencoder from raw time-series information
ISSN: 1757-8981, 1757-899XPublished: Bristol IOP Publishing 01.06.2021Published in IOP conference series. Materials Science and Engineering (01.06.2021)“… In this paper, we propose a method to estimate wear state of punches using Temporal Convolutional Network Autoencoder (TCN-Autoencoder…”
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Anomaly Detection of Gas Pipeline Operational Data Using TCN-Autoencoder and LSTM-Autoencoder Models
Published: IEEE 03.07.2025Published in 2025 International Conference on Data Science and Its Applications (ICoDSA) (03.07.2025)“…Anomalies in gas pipeline systems, such as undetected small leaks, are often the primary triggers of major failures that impact operational safety and the…”
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Conference Proceeding -
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Advancements in Gas Turbine Fault Detection: A Machine Learning Approach Based on the Temporal Convolutional Network–Autoencoder Model
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.06.2024Published in Applied sciences (01.06.2024)“… For this purpose, an advanced Temporal Convolutional Network (TCN)–Autoencoder model was presented to detect anomalies in vibration data…”
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Journal Article -
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Integrating Prior Knowledge Using Transformer for Gene Regulatory Network Inference
ISSN: 2198-3844, 2198-3844Published: Germany John Wiley & Sons, Inc 01.01.2025Published in Advanced science (01.01.2025)“…) embeddings from publicly accessible biological data and a temporal convolutional network (TCN) autoencoder to capture regulatory patterns from single…”
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Generalized Deep Learning EEG Models for Cross-Participant and Cross-Task Detection of the Vigilance Decrement in Sustained Attention Tasks
ISSN: 1424-8220, 1424-8220Published: Basel MDPI AG 20.08.2021Published in Sensors (Basel, Switzerland) (20.08.2021)“…Tasks which require sustained attention over a lengthy period of time have been a focal point of cognitive fatigue research for decades, with these tasks…”
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A novel similarity-based remaining useful life prediction method under multiple failure modes with variable sensors
ISSN: 0263-2241Published: Elsevier Ltd 30.01.2026Published in Measurement : journal of the International Measurement Confederation (30.01.2026)“…•An attention-based TCN autoencoder(ATCAE) is proposed to construct HI and failure features…”
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Journal Article -
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Dynamical Inference and Representations in Complex Biological Systems
ISBN: 9798382805986Published: ProQuest Dissertations & Theses 01.01.2024“…This thesis introduces a comprehensive analytical framework that combines Temporal Autoencoders for Causal Inference (TACI) with a new pipeline for discovering…”
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Dissertation -
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Industrial sensor time series prediction based on CBDAE and TCN-Transformer
ISSN: 1674-7070Published: Nanjing Nanjing University of Information Science & Technology 01.08.2025Published in Nanjing Xinxi Gongcheng Daxue Xuebao (01.08.2025)“…°Co-CBDAE-TCN-Transformer, which combines an improved Contrast Blind Denoising AutoEncoder (CBDAE…”
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