This article analyzes the irreversibility of hydro-magnetic dynamics of hybridized nanofluid comprising of titanium alloy (Ti6Al4V) and zinc-oxide (ZnO) submerged into engine oil (used as a fuel) through a porous stre...
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This study presents an advanced computational Levenberg–Marquardt backpropagation (LMB) neural network for the novel third order (NTO) pantograph Emden–Fowler system (PEFS), i.e., (NTO-PEFS) together with its two fo...
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Recently,deep learning methods have been widely used in hyperspectral image(HSI)classification and achieved good ***,the performance of these methods may be limited because of the scarcity of labeled samples in HSI **...
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Recently,deep learning methods have been widely used in hyperspectral image(HSI)classification and achieved good ***,the performance of these methods may be limited because of the scarcity of labeled samples in HSI *** solve the small-sample classification problem,a deep contrastive learning network(DCLN)method is proposed in this *** proposed DCLN method first constructs contrastive groups and trains the network through contrastive ***,it uses the trained network to extract spectral-spatial features of HSI pixels and generates pseudo-label for each unlabeled sample based on the spatial-spectral mixing ***,the pseudo-labeled samples with higher confidence are selected and added to the original training set to retrain the *** gradually increasing pseudo-labeled samples and refining the contrastive learning network,the model shows good feature learning ability and classification performance with the limited labeled *** results on 4 public HSI datasets demonstrate that the proposed DCLN method can achieve better performance than existing state-of-the-art methods.
This study employs a multifaceted analytical approach to evaluate prosperity indicators across European countries, utilizing data from EUROSTAT spanning 2017 to 2022. Applying variable clustering and hierarchical clus...
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Advances in machine learning and image processing technology offer promising solutions for identifying diseases in rice plants. This study, which utilizes 80 data samples and trains on 20 data points from available da...
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A novel algorithm,STRETCHEDNMF,is introduced for non-negative matrix factorization(NMF),accounting for signal stretching along the independent variable’s *** addresses signal variability caused by stretching,proving ...
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A novel algorithm,STRETCHEDNMF,is introduced for non-negative matrix factorization(NMF),accounting for signal stretching along the independent variable’s *** addresses signal variability caused by stretching,proving beneficial for analyzing data such as powder diffraction at varying *** approach provides a more meaningful decomposition,particularly when the component signals resemble those from chemical components in the *** STRETCHEDNMF model introduces a stretching factor to accommodate signal expansion,solved using discretization and Block Coordinate Descent *** experimental results indicate that the STRETCHEDNMF model outperforms conventional NMF for datasets exhibiting such *** enhanced version,SPARSE-STRETCHEDNMF,optimized for powder diffraction data from crystalline materials,leverages signal sparsity for accurate extraction,especially with small *** results showcase its effectiveness in analyzing diffraction data,including success in real-time chemical reaction experiments.
This work examines F-transforms based on overlap and grouping maps, residual, and co-residual implicator over complete lattice from constructive and axiomatic approaches, wherein the results highly depend upon the neg...
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We study fundamental properties of product(α,α)-modulation spaces built by(α,α)-coverings of R× *** we prove embedding theorems between these spaces with different parameters and other classical ***,we specif...
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We study fundamental properties of product(α,α)-modulation spaces built by(α,α)-coverings of R× *** we prove embedding theorems between these spaces with different parameters and other classical ***,we specify their *** characterization of product modulation spaces via the short time Fourier transform is also *** of tight frames are constructed and discrete representations in terms of corresponding sequence spaces are *** multipliers are studied and as applications we extract lifting properties and the identification of our spaces with(fractional) Sobolev spaces with mixed smoothness.
Large Language Models (LLMs) have demonstrated capabilities across a wide range of tasks, including natural language understanding, language generation and generating basic reasoning. To improve the accuracy and relia...
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To achieve optimal recovery and value-added utilisation of cellulose in peanut shells,the cellulose in peanut shells was first extracted using the sodium hydroxide-sodium chlorite ***,cellulose hydrogel was prepared b...
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To achieve optimal recovery and value-added utilisation of cellulose in peanut shells,the cellulose in peanut shells was first extracted using the sodium hydroxide-sodium chlorite ***,cellulose hydrogel was prepared by graft copolymerisation using N,N’-methylenebisacrylamide as the cross-linking agent,sodium persulfate as the initiator,and acrylic acid as the *** optimisation experiments were designed to obtain optimal process parameters for hydrogel preparation with the cellulose dosage of 0.40 g,initiator dosage of 0.20 g,polymerisation temperature of 70°C,cross-linking agent of 0.25 g,and monomer dosage of 3.0 *** effect of initiator dosage on hydrogel synthesis was the most significant,followed by monomer dosage and reaction *** using X-ray diffraction analysis and scanning electron microscopy revealed that the hydrogel was amorphous and exhibited a distinct three-dimensional double network *** swelling kinetic analysis showed that the hydrogel swelling process was divided into three stages,and fitted the Schott secondary swelling kinetic *** prepared hydrogel had a good adsorption effect on methylene blue;the adsorption of methylene blue by the hydrogel was 1.259 mg/g at 25°C when the initial concentration of methylene blue was 5 mg/*** adsorption kinetics of the hydrogel fit the pseudo-first-order kinetic model,pseudo-secondorder kinetic model,Eovich model and particle diffusion *** best fitting effect was obtained with the pseudo-second-order kinetic *** adsorption isotherm analysis of methylene blue on hydrogel showed that the adsorption process was consistent with Langmuir and Freundlich *** correlation coefficient of the Freundlich isotherm model was higher,indicating that the adsorption of methylene blue on hydrogel was mainly chemisorption.
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