Experimental and numerical cure kinetics analysis of unsaturated polyester resin system using compression molding process by Abdallah Barakat, Georges Chahine, Marc Al Ghazal, Romeo Fono Tamo, John Unser, Joshua Hagan, Uday Vaidya

“…A thermo-chemo numerical model was developed and validated to predict the thermal distribution and cure behavior during the manufacturing process. …”
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Computer Modeling in the Application to Geothermal Engineering by Karpenko Vasily Nikolaevich, Yuriy Starodub, Andrii Havrys

“…The novelty of the obtained research results: (i) developed the mathematical model of the physical process of origin and distribution in the bowels of the density of geothermal energy of the Earth from the surface to its center, which is the density of internal energy of an elementary geological object, and which increases when approaching the center of the planet; (ii) developed the mathematical model of the thermal energy source of infrared (IR) waves of the elementary geophysical object of the Earth’s interior depending on the depth of its occurrence, which allows to determine the stable generation of geothermal energy by rocks in a deep well for extraction and conversion into electricity and to study the geological structure and physical properties of the Earth’s interior; (iii) the mathematical model of heat exchange between the layers of the Earth’s subsoil with the thermal energy of infrared waves according to the laws of Fourier thermal conductivity and Stefan–Boltzmann heat transfer, which together with the geothermal energy source model allows to determine a thermal capacity of rocks in a deep well; (iv) developed the mathematical model of stable action of a source of thermal energy in the center of mass of the Earth, in the absence of which it is hard to explain the power of its endogenous infrared heat flux, parameters of geothermal energy distribution in the Earth, and the current thermodynamic state of the atmosphere, and the change in temperature of which depends on the thermophysical parameters of the physical-chemical composition of the atmosphere more than on changes in the thermal activity of the Sun; (v) determination of new numerical values: thermophysical parameters of the Earth’s interior; kinetic, potential and own gravitational energy of the Earth and own gravitational energy of the planets of the Solar System.…”
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Periodic Variations of an Autowave Structure in Two-dimensional System of Parabolic Equations by Alina A. Melnikova, Natalia N. Deryugina

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A Review of Gas Flow and Its Mathematical Models in Shale Gas Reservoirs by Bo-ning Zhang, Xiao-gang Li, Yu-long Zhao, Cheng Chang, Jian Zheng

“…The gas transport mechanisms in shale gas reservoirs are complicated, due to the multiple types of pores with complex pore structure and special process of gas accumulation and transport. Although there have been many attempts to come up with a suitable and practical mathematical model to characterize the shale gas flow process, no unified model has yet been accepted by academia. …”
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Label-Efficient Fine-Tuning for Remote Sensing Imagery Segmentation with Diffusion Models by Yiyun Luo, Jinnian Wang, Jean Sequeira, Xiankun Yang, Dakang Wang, Jiabin Liu, Grekou Yao, Sébastien Mavromatis

“…In order to integrate and optimize these features efficiently, we designed a multi-layer perceptron module with residual connections. …”
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Construction of Legal Knowledge Graph Based on Knowledge-Enhanced Large Language Models by Jun Li, Lu Qian, Peifeng Liu, Taoxiong Liu

“…Meanwhile, the construction of a legal knowledge reasoning system also faces challenges in obtaining, processing, and sharing multisource heterogeneous knowledge. …”
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HybNet: A hybrid deep models for medicinal plant species identification by B.R. Pushpa, S. Jyothsna, S. Lasya

“…The third model incorporates MobileNetV2 with the Squeeze and Excitation (SE) layers for the classification tasks. …”
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Assessment of the Influence of Formation Conditions of Embankments and Spoil Heaps on Their Stability When Dumped on Clay-Salt Slurries by Maxim Karasev, Tatsiana Astapenka

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Disc Degeneration in Direct Injury or Instability Models Share Common Metabolic Pathways by Matthew Goodwin

“…The proteoglycan detected in the inner layer of AF and the periphery of NP decreased after eight weeks. …”
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ДОСЛІДЖЕННЯ ПЕРЕНОСУ АКТИВНОЇ ПОТУЖНОСТІ В УСТАНОВЦІ ІНДУКЦІЙНОЇ ТЕРМООБРОБКИ ЦИЛІНДРИЧНИХ АЛЮМІНІЄВИХ ЗАГОТОВОК З ТРИФАЗНИМ ІНДУКТОРОМ... by А.Ф. Жаркін, Ю.М. Гориславець, О.І. Глухенький, Р.В. Білянін

“…For the proposed design variant of a three-phase inductor of a device for induction heat treatment of cylindrical aluminum billets, which is used in the technology of production of conductive cores of power cables before pressing of wire rod, using the developed mathematical model of electrothermal processes, the process of active power transfer between phase sections and along the length of the billets, which occurs in the inductor due to inductive coupling between phase windings, has been investigated. …”
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Chinese Medical Named Entity Recognition Based on Context-Dependent Perception and Novel Memory Units by Yufeng Kang, Yang Yan, Wenbo Huang

“…The GLMU can efficiently capture long-distance dependencies, while the RMN enhances multi-level semantic information processing. The model also incorporates fully connected layers (FC) and conditional random fields (CRF) to further optimize the performance of entity classification and sequence labeling. …”
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Quantitative assessment of spatiotemporal variations and drivers of gross primary productivity in tropical ecosystems at higher resolution by Ruize Xu, Jiahua Zhang, Fang Chen, Bo Yu, Shawkat Ali, Hidayat Ullah, Ali Salem Al-Sakkaf

“…To address this, we developed a remote sensing-based process model by integrating high-resolution vegetation indices and multi-layer soil hydrological module, to simulate monthly GPP at a 30 m resolution across Hainan Island from 2000 to 2020. …”
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An optimization based framework for water quality assessment and pollution source apportionment employing GIS and machine learning techniques for smart surface water governance by Abhijeet Das

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Robust Design of a Six-Phase Segmented Switch Reluctance Motor Considering Manufacturing Tolerances and Manufacturing Processes by Farshid Mahmouditabar, Nick J. Baker

“…A six-phase segmented switch reluctance motor is simulated with a multi-layer finite element model to account for the effects of punching on the magnetic characteristics of the electrical steel laminations. …”
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A unified kinematic wave theory for melt infiltration into firn by Mohammad Afzal Shadab, Anja Rutishauser, Cyril Grima, Marc Andre Hesse

“…These solutions offer insights into processes such as the formation of frozen fringes, the perching of meltwater on low porosity layers and conditions for impermeable ice layer formation. …”
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Extracting Optimal Number of Features for Machine Learning Models in Multilayer IoT Attacks by Badeea Al Sukhni, Soumya K. Manna, Jugal M. Dave, Leishi Zhang

“…Additionally, the complete reliance on automated processes without integrating human expertise in feature selection and weighting processes may affect the reliability of detection models. …”
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Proposed SmartBarrel System for Monitoring and Assessment of Wine Fermentation Processes Using IoT Nose and Tongue Devices by Sotirios Kontogiannis, Meropi Tsoumani, George Kokkonis, Christos Pikridas, Yorgos Kotseridis

“…Additionally, the implemented models show that the V-LSTM model outperforms existing neural network classifiers and regression models, reducing RMSE loss by at least 45%. …”
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Histomorphometric and Microscopic Assessment of Gastric Mucosa in Guinea pig and White Rat Models by Omar Younis Altaet, Ali Ahmed Hasan, Shahad Amer Rajab, Alaa Maan Jebur

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Analytic-Numerical Approach to Solving Singularly Perturbed Parabolic Equations with the Use of Dynamic Adapted Meshes by D. V. Lukyanenko, V. T. Volkov, N. N. Nefedov, L. Recke, K. Schneider

“…The main objective of the paper is to present a new analytic-numerical approach to singularly perturbed reaction-diffusion-advection models with solutions containing moving interior layers (fronts). …”
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Heat and mass transfer of Dioscorea opposita Thunb. cv. Tiegun slices during hot⁃air drying process by PANG Lingyun, YUAN Zhihua, ZHAN Lijuan, LI Yu, PAN Siyi

“…Tiegun slices, the heat transfer of the drying space and yam slices. during hot⁃air drying (HAD) process.MethodsSeven thin⁃layer drying models were used to fit the drying curves of yam slices during the HAD process, and the optimal mass transfer dynamics model was selected finally. …”
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