Optimized 3D-2D CNN for automatic mineral classification in hyperspectral images by Attallah Youcef, Zigh Ehlem, Adda Ali Pacha

“…Mineral classification using hyperspectral imaging represents an essential field of research improving the understanding of geological compositions. This study presents an advancedmethodology that uses an optimized 3D-2D CNNmodel for automatic mineral identification and classification. …”
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Optimization of corn drying methods: A comparative study of traditional varieties and modern hybrids by Matin Ana, Brandić Ivan, Jurišić Vanja, Tomić Ivana, Matin Božidar, Krička Tajana, Grubor Mateja, Pucko Filip, Jovičić Nives, Špelić Karlo

“…Understanding the effects of different drying methods on different corn varieties, both before and after drying, is crucial for selecting the most suitable hybrids and optimizing drying techniques. …”
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Surface Defect Detection for Small Samples of Particleboard Based on Improved Proximal Policy Optimization by Haifei Xia, Haiyan Zhou, Mingao Zhang, Qingyi Zhang, Chenlong Fan, Yutu Yang, Shuang Xi, Ying Liu

“…The method integrates the variable action space and the composite reward function and achieves the balanced optimization of different types of defect detection performance by adjusting the scaling and translation amplitude of the detection region. …”
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Parameter optimization for low-temperature catalytic pyrolysis in oil-based drilling cuttings treatment by HUANG Yaoqi, XIA Yufeng

“…The response surface methodology (RSM) model results indicate that the optimal treatment parameters are as follows: for 300 g of oil-based drill cuttings, a composite catalyst addition ratio of 4.417% (with a CA∶CC atio of 2∶1), a reaction temperature of 285.43 ℃, and a reaction time of 97.17 min, under which the oil content of the drill cuttings is reduced from 14.76% to 0.20%. …”
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A new strategy for designing Nb-based H2-selective alloys based on physical-chemical parameter matching rules by Erhu Yan, Lizhen Tao, Kexiang Zhang, Hongfei Chen, Guanzhong Huang, Jinwang Bai, Yinghao Li, Kangxing Liao, Yongjin Zou, Huanzhi Zhang, Lixian Sun

“…The current research on Nb-based H2-selective alloys encompasses a wide range of compositions and a variety of systems. …”
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A method and apparatus for characterizing defects in large flat composite structures by Line Scan Thermography and neural network techniques by Arsenii Chulkov, Vladimir Vavilov, Denis Nesteruk, Douglas Burleigh, Alexey Moskovchenko

“…Also, the line heating principle ensured more uniform thermal patterns, and the proper choice of scan speed and field of view allows the selection of optimal time delays and the creation of maps of defects at different depths. …”
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Oxygen vacancy-engineered interface reactions through controlled roasting temperature for enhanced performance of FeSiCr-based soft magnetic composites by Yang Liu, Bo Feng, Rongyu Zou, Rui Wang, Zhenyi Huang, Zhaoyang Wu

“…Microstructural characterization revealed that roasting temperature significantly affected the morphology, thickness, and uniformity of the SiO2/MnO composite insulation layer, with optimal results achieved at 600 °C. …”
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Silicon and Manganese Effect on the Phase Composition of an Al-Fe Alloy and the Use of the ThermoCalc Software Complex for Thermodynamic Analysis by Bakhtiyar Suleyev, Aristotel Issagulov, Ardak Dostayeva, Dastan Aubakirov, Togzhan Sultanbek

“…Thermodynamic modeling proved effective in predicting phase formation, guiding the selection of alloy compositions, and optimizing heat treatment parameters. …”
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Structural Performance of Fiber-Reinforced Cementitious Composite Members Reinforced with Fiber-Reinforced Polymer Bars: A Systematic Review by Helen Negash Shiferaw, Toshiyuki Kanakubo

“…The incorporation of fibers into cementitious composites markedly improves their mechanical properties, including tensile strength, ductility, compressive strength, and flexural strength, by effectively bridging cracks and optimizing load distribution. …”
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Formulation development, optimization, and evaluation of fast-dispersing tablets of cefixime trihydrate for pediatric use by Christine Philip, Shahnaz Usman, Muhammad Akram, Quamrul Islam

“…Central composite design (23) optimized the process using eight formulations (F1–F8) with different X1, X2, and X3 concentrations. …”
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Modeling and optimization of a solar adsorption cooling system under weather conditions in Algeria by Mohammed Benramdane, Adenane Ghrici, Zakaria Sari Hassoun, Mohammed El Amine Chikh

“…The used model for this study is the thermodynamic .Dubinin-Astakhov (D-A) model and takes into account the variation of the solar intensity and the adsorption capacity of the selected working pairs which were: AC/methanol, Zeolite/water and composite/ethanol.The performance considered in this study was the system coefficient of performance COP.The pressure-temperature-concentration (P-T-X) diagram of the selected pairs is presented for a temperature range from 27˚C to 127˚C and an adsorption process pressure of 2 bars.The maximum adsorption capacity was found to be 0.31, 0.25 and 0.62 kg of adsorbate/kg of adsorbent, respectively for the selected working pairs. …”
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Structural Design Optimization of Tidal Current Turbine Blades Based on Structural Safety Factors by Haechang Jeong, Changjo Yang

“…Using this process, the candidates for the optimal design model are selected based on the assigned weights on the Pareto frontier. …”
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Modeling and Numerical Prediction on Mechanical Behaviors of Hybrid Fiber Reinforced Polymer Bio Composites Using Fuzzy Logic Algorithm by Vinoth Viswanathan, Sathiyamurthy Subbarayan, Ananthi Narayanaswamy, Devi Panneerselvam, Prabhakaran Jayasankar

“…The proposed approach can significantly simplify real-life multi-response optimization problems, thereby reducing fabrication costs and enhancing composite fabrication efficiency.…”
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Optimization of Transformation Efficiency of Suspension Cultured Vitis vinifera cv. Chardonnay Embryogenic Cells by Jiao WU, Ya-li ZHANG, Rong-rong HE, Lei ZHU, Chao-xia WANG, Xia XU, Jiang LU

“…Response surface methodology experiments based on a five-level, four-factor central-composite rotatable design were then used to optimize these selected factors. …”
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Development and Optimization of Osmotically Controlled Asymmetric Membrane Capsules for Delivery of Solid Dispersion of Lycopene by Nitin Jain, Rashmi Sareen, Neeraj Mahindroo, K. L. Dhar

“…Membrane characterization by scanning electron microscopy showed inner porous region and outer dense region. Central composite design response surface methodology was applied for the optimization of AMCs. …”
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Optimization of Truck Platoon Size in Freeway Diverging Areas Based on Comprehensive Performance Evaluation by Zhifa Yang, Zongyao Li, Zhuo Yu, Wencai Sun, Jingjing Tian

“…Hence, traffic managers in freeway diverging areas can utilize the findings of this study to select suitable truck-platoon size, enabling them to implement preemptive adjustment strategies for achieving optimal comprehensive performance.…”
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Adsorptive removal of Congo Red dye from its aqueous solutions by tetraethylenepentamine modified peanut husks composite beads by Kah-Tong Chan, Siew-Teng Ong, Sie-Tiong Ha

“…The significant factors were selected using the Plackett-Burman (PB) design and the optimization of the adsorption model was done using the Response Surface Methodology (RSM). …”
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Development and Characterization of Novel Combinations and Compositions of Nanostructured Lipid Carrier Formulations Loaded with Trans-Resveratrol for Pulmonary Drug Delivery by Iftikhar Khan, Sunita Sunita, Nozad R. Hussein, Huner K. Omer, Abdelbary Elhissi, Chahinez Houacine, Wasiq Khan, Sakib Yousaf, Hassaan A. Rathore

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Investigation the effect of angle of placement in multilayer composite fibers on the performance of steel shear walls under nonlinear static analysis by Ashkan Khodabandehlou, Maryam Minadi

“…For static analysis of a composite structure made of different layers, due to the fact that the properties of fiber-reinforced composites are different in different directions, a number of parameters must be considered to obtain the optimal stress and deflection of the structure. …”
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Effect of grinding wheel type and cooling method on grinding quality of SiCf/SiC ceramic matrix composites by Ben WANG, Jiajie TANG, Hongdi CHU, Qi ZHANG

“…Therefore, from the perspective of processing performance and durability, the sintered diamond grinding wheel in grinding SiCf/SiC composite materials shows better comprehensive performance, especially under water-cooled conditions, where processing quality and stability are more advantageous.Discussion and optimization suggestionsBased on experimental data analysis, to optimize the grinding process of SiCf/SiC composites, the grinding wheel type and cooling method should be reasonably selected according to different processing stages. …”
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