Prediction of Reservoir Flow Capacity in Sandstone Formations: A Comparative Analysis of Machine Learning Models by Micheal Ayodeji Ogundero, Taiwo Adelakin, Kehinde Orolu, Isaac Femi Johnson, Theophilus Akinfenwa Fashanu, Kingsley Abhulimen

“…The algorithms were selected for their ability to model complex relationships in reservoir characterization, with Random Forest excelling in high-dimensional data handling, ANN in pattern learning, and SVR in regression-based predictions.  …”
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Heat Loss Determination of District Heating Pipelines. A Comparison of Numerical and Analytical Methods by Wieland Aaron, Dollhopf Stefan, Weidlich Ingo, Langroudi Pakdad Pourbozorgi

“…Assessing the energy efficiency of district heating systems considers the network heat losses. …”
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Sports data analysis of track and field athletes based on IID-OPK and NonIID-OPK algorithms by Xiaofeng Chen

“…The traditional K-means clustering algorithm randomly selects clustering center points, which can easily lead to unstable clustering results and be affected by outliers, making it unable to handle complex sports data of track and field athletes. …”
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LWRNPIP: Design of a light weight restrictive non-fungible token based on practically unclonable functions via image signature patterns by Mahesh Kumar Singh, Pushpa Choudhary, Arun Kumar Singh, Pushpendra Singh

“…Designing NFTs requires selecting different blockchain-based consensus models, encryption techniques, and distribution mechanisms. …”
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HYGIENIC ASSESSMENT OF THE ACTUAL CONSUMPTION OF MICRONUTRIENTS BY INTERNATIONAL STUDENTS FROM INDIA by K.S. Melnyk

“…The diet of this ethnic group needs a complex correction by these indicators of diet diversity using local, seasonal food, educational work among international students in order to increase awareness of healthy eating and the composition of local products, development of diets adapted to the culinary, cultural and ethno-religious traditions this layer student, because selective, monotonous nutrition, increased requirements for micronutrients due to changes in climatic and time zones, ethno-religious restrictions in nutrition create conditions for the formation of nutrition-related diseases in this social group.…”
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CRISPR/Cas9-based genetic screen of SCNT-reprogramming resistant genes identifies critical genes for male germ cell development in mice by Most Sumona Akter, Masashi Hada, Daiki Shikata, Gen Watanabe, Atsuo Ogura, Shogo Matoba

“…Abstract Male germ cells undergo complex developmental processes eventually producing spermatozoa through spermatogenesis, although the molecular mechanisms remain largely elusive. …”
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Entrepreneurship and territorial economic development in Algeria by Younes Ferdj

“…The complex interaction between entrepreneurship and economic development underscores the importance of understanding how these elements interact and mutually influence each other. …”
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Аdaptive combined image coding with prediction of arithmetic code volume by B J.S Sadiq, V. Yu. Tsviatkou, М. N. Bobov

“…For DPCM bit planes of pixel values of any image, a combination of simple run length coders and complex arithmetic coders can be selected that provides the maximum compression ratio for each bit plane and all planes in general with the least computational complexity. …”
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SiMBA-Augmented Physics-Informed Neural Networks for Industrial Remaining Useful Life Prediction by Min Li, Jianfeng Qin, Haifeng Fan, Ting Ke

“…The framework achieves dynamic fusion of data-driven features and physical laws through a two-branch synergistic mechanism: the temporal modeling branch combines selective state-space SiMBA with Einstein Fast Fourier Transform (EinFFT)-based spectral mixing to efficiently capture cross-sensor temporal dependencies and degradation trends, while the physics-constraint branch embeds automatically differentiable partial differential equation residuals derived from domain-specific degradation mechanisms, enforcing physical consistency through deep hidden physics modeling. …”
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Screening of metal additives in ABS polymer fuel for enhanced performance in hybrid rocket motors: A computational analysis using CEA by Gail Ndlovu, Bilainu Oboirien, Patrick Ndungu

“…This study investigates the potential of metal additives in acrylonitrile butadiene styrene (ABS) polymer fuel to enhance hybrid rocket motor (HRM) performance through computational analysis, Chemical Equilibrium with Applications (CEA), software. ABS was selected as the base fuel due to its thermoplastic nature, which allows for the creation of complex fuel geometries through 3D printing, offering significant flexibility in fuel design. …”
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Comprehensive Approaches to Managing Ridge Atrophy with Basal Implants: A Systematic Review by Veena Kalburgi, Surabhi Amborkar

“…They reduce the need for complex surgical procedures, improving cost efficiency and patient comfort. …”
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The relationship between enterprise human capital structure and international M&A performance based on cultural differences in China. by Ye Liu, Fang-Yuan Zhao, Si-Qi Jia, Li-Rong Qiu

“…The performance of international mergers and acquisitions is relatively a more complex factor, which is influenced by more factors and has higher research value. …”
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Data-driven intelligent productivity prediction model for horizontal fracture stimulation by Qian Li, Yiyong Sui, Mengying Luo, Bin Guan, Lu Liu, Yuan Zhao

“…First, based on physical mechanisms, factors influencing well productivity were selected from reservoir properties and fracturing operations. …”
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Purification of Liquid Radioactive Waste with Activated Carbon from Sludge-Lignin by Ekaterina S. Loginova (Kokina), Tatyana E. Boykova, Nikolay I. Bogdanovichǂ, Konstantin B. Vorontsov

“…It has been determined that carbon sorbents obtained from sludge-lingin by thermochemical activation can be used for the selective extraction of certain radionuclides with an efficiency of up to 94 %.…”
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Brain Delivery Strategies for Biomacromolecular Drugs: Intranasal Administration by Wu H, Li C, Yuan H, Zhao J, Li S

“…This is particularly challenging in the treatment of central nervous system (CNS) diseases, where the blood-brain barrier (BBB) imposes stringent selectivity, further limiting drug delivery efficiency. …”
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Integrated evaluation and optimization of acid fracturing effectiveness in carbonate reservoirs: Experimental insights and field validation. by Peng Lu, Songlei Li, Jinsong Liu, Nan Yuan, Heng Liu

“…These challenges are particularly acute in low-porosity, low-permeability complex media, where acid fracturing often exhibits limited effectiveness. …”
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Multi-view mixture-of-experts for predicting molecular properties using SMILES, SELFIES, and graph-based representations by Eduardo Soares, Victor Yukio Shirasuna, Emilio Vital Brazil, Indra Priyadarsini, Seiji Takeda

“…With the increasing demand for training efficiency, mixture-of-experts (MoEs) has become essential for scaling large models by selectively activating sub-networks of experts through a gating network, thereby optimizing performance. …”
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Support vector regression model for the prediction of buildings’ maximum seismic response based on real monitoring data by Dongwang Tao, Shizhe Fang, Haixu Liu, Jianqi Lu, Jiang Wang, Qiang Ma

“…To improve the model’s efficiency and practical applicability, we also establish a reduced-feature SVR model (RSVR-MDR) by selecting 10 fundamental parameters based on SHapley Additive exPlanations (SHAP) values and the accessibility of features. …”
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Integrating brain proteomes and genetics to identify novel risk genes in chronic widespread musculoskeletal pain by Zhisen Dai, Yanlin Wu, Huaqing Huang, Huizhe Zheng

“…In this study, we developed an integrative analytical pipeline to efficiently link genetic associations with novel risk genes for CWP. …”
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Characterization of Rock Pore Geometry and Mineralization Process via a Random Walk-Based Clogging Scheme by Linh Thi Hoai Nguyen, Tomoyuki Shirai, Takeshi Tsuji

“…The mechanisms of CO₂ behavior within pore space are complex and influenced by multiple factors, with the geometric structure of porous formations being particularly critical to the technology’s efficiency. …”
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