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Enhancing Negative Film Colorization through Systematic CycleGAN Architectural Modifications: A Comprehensive Analysis of Generator and Discriminator Performance
Published 2025-06-01“…Modifications included the addition of residual blocks, alterations in filter quantities, activation functions, and inter-layer connections. The Evaluation was conducted qualitatively and based on generator and discriminator loss values. …”
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1183
GSA-KAN: A Hybrid Model for Short-Term Traffic Forecasting
Published 2025-03-01“…The Kolmogorov–Arnold Network (KAN) has shown parameter efficiency with lower memory and computational overhead via spline-parametrized functions to handle high-dimensional temporal data. …”
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1184
Aerodynamic optimization of a coaxial rotor system using a deep learning-based multi-fidelity surrogate model
Published 2025-12-01“…The DBN model provides reliable predictions and supplementary low-fidelity samples capturing global function trend. A Multilevel Hierarchical Kriging (MHK) model is built to conduct a deep learning-based multi-fidelity optimization, combining existing low- and medium-fidelity samples with additional high-fidelity data to achieve the optimum. …”
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1185
Probabilistic Prediction and Assessment of Train-Induced Vibrations Based on Mixture Density Model
Published 2024-10-01“…This study presents a probabilistic prediction method for train-induced vibrations by combining a deep neural network (DNN) with the mixture density model in a cascade fashion, referred to as the DNN-RMDN model in this paper. …”
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1186
Adaptive Parameter Approaching Law-Based Sliding Mode Control for Wheeled Robots
Published 2025-01-01“…A method combining adaptive parameter approaching law with Radial Basis Function (RBF) neural network hierarchical sliding mode control is proposed to address the issues of low accuracy and significant oscillations during the trajectory tracking process of wheeled inverted pendulum robots (WIPR) with nonlinear underactuation characteristics. …”
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1187
Research on Active–Passive Training Control Strategies for Upper Limb Rehabilitation Robot
Published 2024-11-01“…By utilizing neural networks to train sample data during rehabilitation training, the fuzzy rules and membership functions in fuzzy intention recognition algorithm are optimized to improve the accuracy of intention recognition during training. …”
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1188
Mental Disorder Assessment in IoT-Enabled WBAN Systems with Dimensionality Reduction and Deep Learning
Published 2025-05-01Get full text
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1189
Low-light image enhancement method for underground mines based on an improved Zero-DCE model
Published 2025-02-01“…The ReLU activation function in the Zero-DCE model was replaced with Leaky ReLU to accelerate model convergence and improve the efficiency of low-light image feature learning. …”
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1190
Triplane generator-based NeRF-GAN framework for single-view ship reconstruction
Published 2025-08-01“…Plus, discriminator and encoder networks, coupled with a tailored loss function, are formulated to direct model optimization. …”
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1191
Transcriptome analysis reveals age-specific growth characteristics in the rumen of Hanwoo (Korean native cattle) steers
Published 2025-05-01“…The results of a weighted gene co-expression network analysis were identified and organized into three modules: turquoise, blue, and yellow. …”
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1192
Personnel localization method for low-visibility environments based on improved YOLOv3
Published 2024-09-01“…First, the clarity of coal mine monitoring videos under low-visibility conditions was enhanced using a combination of β function mapping and inter-frame information enhancement techniques. …”
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1193
Economic Evaluation of an Integrated Care Program Compared to Conventional Care for Patients With Chronic Kidney Disease in Rural Communities of Thailand
Published 2024-08-01“…Designed for sustainability within the primary healthcare system, the program optimizes the use of the existing workforce by fostering collaboration among local multidisciplinary care teams (MDCTs) and community care networks (CCNs). Methods: A Markov model with a lifetime horizon was used to conduct a cost-utility analysis from a societal perspective. …”
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1194
Coordinate-Corrected and Graph-Convolution-Based Hand Pose Estimation Method
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1195
Bioinformatics‑Based Analysis Reveals Diagnostic Biomarkers and Immune Landscape in Atopic Dermatitis
Published 2025-05-01“…Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were conducted using clusterProfiler. Weighted gene co-expression network analysis (WGCNA) was employed to identify gene modules. …”
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1196
The impact of digital payments on the financial vulnerability of rural households: empirical evidence from China
Published 2025-02-01“…Despite China’s significant achievements in poverty alleviation, many rural households still struggle to maintain a sustainable livelihood may even slip back into poverty due to ineffective risk responses when facing risks and challenges.MethodsThis study employs data from the 2017–2019 China Household Finance Survey to theoretically and empirically examine the impact and mechanisms of digital payments on the financial vulnerability of rural households.ResultsThe study’s results indicate that digital payments significantly reduce the financial vulnerability of rural households, a finding that remains robust even after accounting for endogeneity, employing alternative variable measurement approaches, and conducting propensity score matching tests. Mechanism analysis suggest that encouraging rural households to hold commercial insurance, engage in non-farm employment and expand their family social networks are key pathways by which digital payments impact the financial vulnerability of rural households. …”
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1197
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1198
Global analysis of protein lysine lactylation profiles in the marine bacterium Photobacterium damselae subsp. damselae
Published 2025-06-01“…Furthermore, 20 highly connected Klac protein clusters were extracted from the global protein-protein interaction (PPI) network, indicating that Klac modification tends to occur on proteins associated with specific functional clusters. …”
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1199
Empirical Evaluation and Analysis of YOLO Models in Smart Transportation
Published 2024-11-01Get full text
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1200
Short-Term Power Load Prediction of VMD-LSTM Based on ISSA Optimization
Published 2025-05-01“…First, the power load series is decomposed into intrinsic mode functions (IMFs) via VMD, where the optimal decomposition order K is determined using permutation entropy (PE). …”
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