AmpHGT: expanding prediction of antimicrobial activity in peptides containing non-canonical amino acids using multi-view constrained heterogeneous graph transformer by Yongcheng He, Xu Song, Hongping Wan, Xinghong Zhao

“…Instead, these models often focus on letter composition, positional encodings, and pre-defined chemical-physical descriptors. …”
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Design and Optimization of Friction Winch for 25 MW Airborne Wind Energy Systems by Lizhao NIU, Kuo YIN, Chonghui LEI

“…Using the central composite experimental design method, a response surface model was established for the drum's stress, mass and main design structural parameters. …”
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Impact of Multiple Operating Parameters Interactions on Load Swing of Tower Cranes by Peijin Liu, Chong Zhao, Yu Sun, Xinhui Zhang

“…To address this issue, this paper establishes an electromechanical rigid-flexible coupling (EMRFC) model for tower cranes to accurately simulate the characteristics of load swing caused by flexible transmission and electromechanical nonlinear coupling. …”
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Triangulating residential biomass burning impacts on PM2.5 via PMF, satellite observation-based emission inventory, and WRF-Chem by Xinpeng Ye, Jiaer Yang, Zhiwen Chen, Gang Liu, Jian Sun, Qian Jiang, Xin Huang, Yang Gao, Xinyi Niu, Hongmei Xu, Guohui Li, Zhenxing Shen

“…This study synergistically applied receptor modeling (PMF, Positive Matrix Factorization), emission inventory, and WRF-Chem (Weather Research and Forecasting model coupled with Chemistry) simulations to quantify biomass burning contributions in Siping City, Jilin Province, using year-round PM2.5 compositional data (July 2021–June 2022) and localized emission parameters. …”
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Machine learning-driven insights into phase prediction for high entropy alloys by Reliance Jain, Sandeep Jain, Sheetal Kumar Dewangan, Lokesh Kumar Boriwal, Sumanta Samal

“…After assessing the accuracy and tuning of each model, an random forest classifier (accuracy = 0.914. precision = 0.916, ROC-AUC score = 0.97) model showed the best predictive capabilities for phase prediction. …”
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Study on Optimization of Rice-Drying Process Parameters and Directional Regulation of Nutrient Quality by Jinquan Li, Kezhen Chang, Jun Yin, Yi Jin, Xiaokang Yi, Zhongjie Zhang, Yichuan He, Qiaonan Yang, Zhihui Tang, Xiaoyu Liu, Wenfu Wu

“…The relationship between each factor and nutrient quality was revealed through response surface analysis, and the regression model and process optimization parameters were established. …”
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A high-saturated, long-chain fatty acid ketogenic diet negatively impacts visual and motor-sensory function in a pre-clinical model of multiple sclerosis by Erin N. Capper, Erin N. Capper, Jeffrey J. Anders, Jeffrey J. Anders, Jeffrey J. Anders, Benjamin W. Elwood, Benjamin W. Elwood, Randy H. Kardon, Randy H. Kardon, Oliver W. Gramlich, Oliver W. Gramlich, Oliver W. Gramlich, Oliver W. Gramlich

“…Current research examining the effects of ketogenic diet (KD) as cotherapy show promising anti-inflammatory properties, but research remains limited by differences in experimental set-up and KD composition. The purpose of our study was to use functional and structural biomarkers to determine the neuroprotective effects of a KD composed of long-chain, saturated fatty acids and how the timing of its implementation impacts these biomarkers in an experimental autoimmune encephalomyelitis (EAE) model.MethodsEAE was induced in 80 female C57BL/6J mice by immunization with MOG35-55 and randomly assigned to stay on the standard diet or to start the KD at one of three time points (preconditioned, prophylactic, or late). …”
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New High Efficiency and Strength Bending Strain Sensor Based on Piezoelectric Stacks by Vladimir Sidorov, Nelly Rogacheva, Yulia Zheglova

“…This article is devoted to a mathematical model of a new piezoelectric sensor used for measuring bending strains. …”
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Investigation of the Wear Resistance of a Journal Bearing with Polymer-Coated Grooved Support Ring by V. V. Vasilenko, V. I. Kirishchieva, M. A. Mukutadze, V. E. Shvedova

“…Currently, the use of journal bearings with polymer-coated grooved support ring is hindered by the lack of a methodology for their calculation. This work analyzes a model of movement of a micropolar lubricant in the operating clearance of a journalbearing with a nonstandard support profile having a PTFE composite coating with a groove on the bearing surface.   …”
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Irrigated rice-field mapping in Brazil using phenological stage information and optical and microwave remote sensing by Andre Dalla Bernardina Garcia, MD Samiul Islam, Victor Hugo Rohden Prudente, Ieda Del’Arco Sanches, Irene Cheng

“…Irrigated rice-field mapping methodologies have been rapidly evolving as a result of advanced remote sensing (RS) technology. However, current methods rely on extensive time-series data and a wide range of multi-spectral bands. …”
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INTEGRATED APPROACH TO ASSESSING THE SEISMIC HAZARD OF URBAN AREAS IN SOUTHERN PRIANGARIE (CASE OF THE LEFT BANK OF THE ANGARA RIVER IN IRKUTSK) by A. Yu. Eskin, V. I. Dzhurik, S. P. Serebrennikov, E. V. Bryzhak

“…Based on the estimations, an initial signal is formed (taking into account the potential earthquake focal zones, their parameters and the spectral composition of vibrations corresponding to the local earthquakes), and a required set of seismic models is developed in order to quantify the parameters of soil motions that may take place in the event of a strong earthquake. …”
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Modeling of two-dimensional MoxW_1−xS_2ySe_2(1−y) alloy band structure by N. Yu. Pimenov, S. D. Lavrov, A. V. Kudryavtsev, A. Yu. Avdizhiyan

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INDICATORS AND REGIONAL PLANNING: PROMULGATE A COHERENCE by Iuli Nascimento

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Using LiDAR Data to Assess the Character of Landscape in the Suburban Zone of Poznań by Anna Dudzińska, Anna Gałecka-Drozda, Barbara Szpakowska

“…Visualizations show the most important features of landscape, such as terrain, the arrangement of tall vegetation, the number and layout of buildings. The spatial model enables initial analysis of the landscape composition, including the range of views and the degree of compactness of landscape interiors. …”
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Meta-analysis of H. pylori and the gut microbiome interactions and clinical outcomes by Xiongjian Wu, Haiyan Zhu, Ying Hu, Lei Zhang, Lixing Huang

“…Random forest models were employed to predict the clinical outcomes based on microbiome and clinical data. …”
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ON THE CALCULATION OF SECTIONS REINFORCED BY REPAIR COMPOUNDS by A. V. Kolleganov, N. A. Kolleganov, D. R. Mailyan, G. V. Nesvetaev

“…The aim of the study isto assess the influence of concrete deformation properties during the restoration and (or)  reinforcement of reinforced-concrete sections using repair compounds.Methods. In the study, a method of calculation of the load-carrying capacity of concrete sections is used according to a non-linear  deformation model using diagrams of concrete deformation, taking  into account the influence of the confinement effect and prescription  factors on the deformation properties of concrete. …”
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Mapping and discrimination of the mineralization potential in the Bonako area (Central Cameroon Domain): Insights from Landsat 9 OLI data, GIS fuzzy modeling techniques and field o... by Nguimezap Marie Madeleine, Fozing Eric Martial, Safianou Ousmanou, Achu Megnemo Ludovic, Sobze Yemdji Robinson Belmien, Sawadogo Sâga

“…In this study, the discrimination of lithological units with hydrothermally altered deposits is investigated by combining Landsat 9 OLI data, fieldwork descriptions, GIS fuzzy modeling techniques, and remote sensing approaches including false color composite (FCC), de-correlation stretch (DS), standard principal component analysis (PCA) and minimum noise fraction (MNF). …”
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Predicting Index Trend Using Hybrid Neural Networks with a Focus on Multi-Scale Temporal Feature Extraction in the Tehran Stock Exchange by Mohammad Osoolian, Ali Nikmaram, Mahdi Karimi

“…To address the limitations identified, future research endeavors could explore alternative model configurations, ensemble methods, or hybrid architectures that combine the strengths of different predictive models. …”
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Comparative life cycle assessment of alternative scenarios for municipal solid waste management (case study: Babol, Iran) by Gholamreza Nabi Bidhendi, Maryam Rabiee Abyaneh, Omid Hassanzadeh Moghimi

“…This paper aims to determine the environmental aspects of a less impactful MSW management scenario in Babol, Iran through LCA methodology.Material and methods: In order to achieve this goal, first, the composition study was conducted in Babol. …”
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Plant photosynthesis in basil (C3) and maize (C4) under different light conditions as basis of an AI-based model for PAM fluorescence/gas-exchange correlation by Isabell Pappert, Stefan Klir, Luca Jokic, Celine Ühlein, Khanh Tran Quoc, Ralf Kaldenhoff

“…Despite their physiological link, data from both methods do not always correlate. To systematically investigate this relationship, photosynthetic parameters were measured in maize (Zea mays, C4) and basil (Ocimum basilicum, C3) under different photon densities and spectral compositions. …”
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