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Neuroevolutionary reinforcing learning of neural networks
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1424
Artificial intelligence in acoustic ecology: Soundscape classification in the Cerrado
Published 2025-09-01“…The conclusion is that it is possible to classify different Cerrado formations through their acoustic landscape, and the choice of the optimal model for classification should consider a balance between accuracy, operational complexity, and efficiency. …”
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1425
Origin-destination prediction from road average speed data using GraphResLSTM model
Published 2025-02-01“…This article presents a novel integrated framework, effectively merging the distinctive capabilities of graph convolutional network (GCN), residual neural network (ResNet), and long short-term memory network (LSTM), hereby designated as GraphResLSTM. …”
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1426
Development of weighted residual RNN model with hybrid heuristic algorithm for movement recognition framework in ambient assisted living
Published 2025-02-01“…Subsequently, the essential deep features are extracted from the input data using a Convolutional Autoencoder. Finally, the resultant features are subjected to the movement recognition model, termed as Weighted Residual Recurrent Neural Network. …”
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1427
UniLF: A novel short-term load forecasting model uniformly considering various features from multivariate load data
Published 2025-02-01“…Experiments conducted on three load datasets from Australia, Panama and Austria show that UniLF achieves superior forecasting accuracy with competitive practical efficiency under different prediction lengths, providing a new solution for STLF.…”
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1428
Research on the Application of Deep Learning Algorithm in the Damage Detection of Steel Structures
Published 2025-01-01“…This study introduces a novel Convolutional Long Short-Term Memory (ConvLSTM) network for steel structure damage detection, aimed at enhancing the accuracy and reliability of structural health monitoring systems. …”
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1429
Enhanced Emotion-Aware Conversational Agent: Analyzing User Behavioral Status for Tailored Reponses in Chatbot Interactions
Published 2025-01-01“…This processed image is analyzed by a Convolutional Neural Network (CNN) model trained specifically for emotion recognition, reaching 74.14% accuracy by assigning probabilities to different emotions. …”
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Enhancing advanced cervical cell categorization with cluster-based intelligent systems by a novel integrated CNN approach with skip mechanisms and GAN-based augmentation
Published 2024-11-01“…Here, a customized Convolutional Neural Network (CNN) model is proposed for cervical cancerous cell detection. …”
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1432
A spatio-temporal fusion-based approach for multi-dimensional classification of Parkinson’s disease progression using multi-modal dataset
Published 2025-06-01“…Context: The progressive neurodegenerative disorder Parkinson’s disease (PD) features diverse symptom presentation that progresses at different speeds and demands effective disease classification with precise patient management. …”
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1433
A practical temporal transfer learning model for multi-step water quality index forecasting using A CNN-coupled dual-path LSTM network
Published 2025-08-01“…A hybrid deep learning architecture was developed by combining a 1d-Convolutional Neural Network (CNN) with a dual-path Long Short-Term Memory (LSTM) network to capture long-term hydrological memory and site-specific temporal variability. …”
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Hybrid Multi-Branch Attention–CNN–BiLSTM Forecast Model for Reservoir Capacities of Pumped Storage Hydropower Plant
Published 2025-06-01“…In order to better distinguish the effects of different data types on the reservoir capacity, the correlation between data and reservoir capacity is analyzed using the Spearman coefficient, and a multi-branch forecast model is established based on the correlation. …”
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1435
HDTFF-Net: Hierarchical Deep Texture Features Fusion Network for High-Resolution Remote Sensing Scene Classification
Published 2023-01-01“…Fusing features from different feature descriptors or different convolutional layers can improve the understanding of scene and enhance the classification accuracy. …”
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1436
Boosting Arabic text classification using hybrid deep learning approach
Published 2025-05-01“…Deep Learning architectures, such as convolutional neural networks (CNN) and long short-term memory (LSTM), have been widely utilized to categorize and organize language contents accurately to improve the autonomy and perception of NLP tasks. …”
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Ultra Short-Term Charging Load Forecasting Based on Improved Data Decomposition and Hybrid Neural Network
Published 2025-01-01“…To address the problem of the strong nonlinearity of power load sequences, this study proposes an ultra-short-term charging load prediction model that combines a Time Convolutional Network-Bidirectional Gated Recurrent Unit (TCN-Bi-GRU)and uses the Osprey Optimization Algorithm (OOA) based on the opposition-based learning strategy to optimize Variational Mode Decomposition (VMD). …”
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Studying the influence of correction codes on coherent reception of M-PSK signals in the presence of noise and harmonic interference
Published 2024-08-01“…One of the important requirements for the quality of data transmission is the system error tolerance. There are different ways of improving the quality of information transmission. …”
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StaEn-IDS: An Explainable Stacking Ensemble Deep Neural Network-Based Intrusion Detection System for IoT
Published 2025-01-01“…With millions of connected devices from different manufacturers using various protocols and IoT applications, ensuring IoT security is challenging. …”
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