This study supports an earlier application using image guided analyses to monitor the fecal microbiome composition determined through 16S rRNA gene sequencing. Here, we extend these observations in a large multi-ethnic human cohort for the first…
Category: 7. Maths
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Short-term traffic flow prediction research based on ICEEMDAN-MPE-PSO-DELM model
System overview
In order to obtain more stable traffic flow decomposition data, reduce the interference of the original traffic flow data to the prediction results, and obtain the best model parameter values, this paper optimizes the short-time…
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A deep learning-based prognostic approach for predicting turbofan engine degradation and remaining useful life
Data description
This study utilized NASA’s C-MAPSS (Commercial Modular Aero-Propulsion System Simulation), a tool designed for simulating turbofan engines, to generate the data. C-MAPSS simulates various operational, environmental, and control…
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A context aware multiclass loss function for semantic segmentation with a focus on intricate areas and class imbalances
Datasets
In this research, four different datasets have been used to evaluate the proposed method, selected to cover various domains of image segmentation applications. UAVid39, represents an aerial imagery dataset, IDRiD40, provides an example of…
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An improved enterprise development optimizer based on labor migration for numerical optimization
In this section, we evaluate the performance of the proposed LMEDO on the CEC2018 test suite and engineering optimization problems. The configuration of the experimental platform and the parameters settings of the experiments and algorithms are…
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An interactive information based DCNN-BiLSTM model with dual attention mechanism for facial expression recognition
From the literature study and researcher’s observation on Facial Expression Recognition, it is evident that basic CNN-BiLSTM fails to perform well for non frontal and occluded images, also images with different poses and angles. Thus, we…
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A defense method against multi-label poisoning attacks in federated learning
To evaluate the proposed method, we have conducted experiments with the FL framework and analyzed the experimental results.
Experiment setup
We evaluated the performance of the proposed method on the following four commonly used public datasets,…
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Dual-sense circularly polarized array antenna for GPS L1/L2 bands and L-band satellite receivers
The antenna configuration proposed in this work is illustrated in Fig. 7. The dual-sense CP array antenna features a single crossed-PDA, powered by a wideband DBLC. The crossed-PDAs are connected to the DBLC, which covers the frequency range…
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Modeling residue formation from crude oil oxidation using tree-based machine learning approaches
Harding, T. Methods to enhance success of field application of in-situ combustion for heavy oil recovery. SPE Reservoir Eval. Eng. 26, 190–197 (2023).
Minakov, A. V., Meshkova, V. D., Guzey,…
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Application and evaluation of industrial waste residue and bentonite for solidification and stabilization of sewage sludge
UCS test
Figure 3 highlights the variations in the UCS of cement-solidified sludge at various PC contents and curing ages. Notably, the early strength of the cement-solidified sludge increased relatively rapidly, with the strength at 7 days…
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