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Application of a dynamic optimization-based multi-attribute fusion method for fault detection.
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Technology and Method Optimization for Foot–Ground Contact Force Detection in Wheel-Legged Robots
Published 2025-06-01“…To address this challenge, this study proposes a foot–ground contact state detection technique and optimization method based on multi-sensor fusion and intelligent modeling for wheel-legged robots. …”
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Hybrid Optimization Method for Social Internet of Things Service Provision Based on Community Detection
Published 2025-04-01“…Addressing these challenges requires efficient optimization methods. Traditional optimization algorithms have strengths and weaknesses. …”
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Abnormal traffic detection method based on LSTM and improved residual neural network optimization
Published 2021-05-01“…Problems such as a difficulty in feature selection and poor generalization ability were prone to occur when traditional method was exploited to detect abnormal network traffic.Therefore, an abnormal traffic detection method based on the long short term memory network (LSTM) and improved residual neural network optimization was proposed.Firstly, the features and attributes of network traffic were analyzed, and the variability of the feature values was reduced by preprocessing of network traffic.Then, a three-layer stacked LSTM network was designed to extract network traffic features of different depths.Moreover, the problem of weak adaptability of feature extraction was solved.Finally, an improved residual neural network with skipping connecting line was designed to optimize the LSTM.The defects of deep neural network such as overfitting and gradient vanishing were optimized.The accuracy of abnormal traffic detection was improved.Experimental results show that the proposed method has higher training accuracy and better visibility of data processing.The classification accuracy rates under two classifications and multiple classifications are 92.3% and 89.3%.It has the lowest false positive rate when the parameters such as precision rate and recall rate are optimal.Moreover, it has strong robustness when the sample is destroyed.Furthermore, better generalization ability can be achieved.…”
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Arrhythmia detection with transfer learning architecture integrating the developed optimization algorithm and regularization method
Published 2025-07-01Subjects: “…Arrhythmia detection…”
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Benchmarking and optimization of methods for the detection of identity-by-descent in high-recombining Plasmodium falciparum genomes
Published 2025-08-01“…Our optimization and high-level benchmarking methods not only improve IBD segment detection in high-recombining genomes but also enhance overall genomic analysis, paving the way for more accurate genomic surveillance and targeted intervention strategies for malaria.…”
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A Malware Detection Method Based on Genetic Algorithm Optimized CNN-SENet Network
Published 2024-01-01“…To this end, this paper proposes a malware detection method based on genetic algorithm optimization of the CNN-SENet network, which firstly introduces the SENet attention mechanism into the convolutional neural network to enhance the spatial feature extraction capability of the model; then, the application programming interface (API) sequences corresponding to different software behaviors are processed by segmentation and de-duplication, which in turn leads to the sequence feature extraction through the CNN-SENet model; finally, genetic algorithm is used to optimize the hyperparameters of CNN-SENet network to reduce the computational overhead of CNN and to achieve the recognition and classification of different malware at the output layer. …”
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Improved FastICA algorithm for data optimization processing in intrusion detection
Published 2016-01-01Subjects: “…intrusion detection;fast independent component analysis;data optimization;Newton's iteration method…”
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Early thrombus detection in ECMO with optimized impedance measurements: A simulative study
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WAYS TO OPTIMIZE DETECTION OF TUBERCULOSIS IN A PULMONOLOGY UNIT
Published 2018-06-01“…The objective: to optimize detection of tuberculosis in a pulmonology unit.Subjects and methods. …”
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An Improved Generalized Flexibility Sensitivity Method for Structural Damage Detection
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Design and optimization of an optical ring resonator based biosensor for cancer detection
Published 2025-06-01“…This work proposes an intriguing optical ring resonator (ORR) based biosensor design for detecting various cancerous cells. A detailed numerical analysis of the proposed biosensor was performed using the finite element method (FEM) implemented in COMSOL Multiphysics software. …”
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Cervical Cell Nuclear Segmentation Method Based on Optimized MSER Algorithm
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Optimal fault detection from seismic data using intelligent techniques: A comprehensive review of methods
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A Single-Stage Photovoltaic Module Defect Detection Method Based on Optimized YOLOv8
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Enhancing Tomato Leaf Disease Detection via Optimized VGG16 and Transfer Learning Techniques
Published 2025-06-01Get full text
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