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RESEARCH PAPER · Materials · 2024

Advanced Computational Methods for Modeling, Prediction and Optimization—A Review

Jarosław Krzywański, Marcin Sosnowski, Karolina Grabowska, Anna Żyłka, Lukasz Lasek, Agnieszka Kijo–Kleczkowska

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Advanced Computational Methods for Modeling, Prediction and Optimization—A ReviewOriginalChallenges and recent advances in erythropoietin stability7Atomistic-Scale Simulations on Grain Boundary Migration Mechanisms Involved in Metals and Alloys: A Critical Review26Predicting rapid impact compaction of soil using a parallel transformer and long short-term memory architecture for sequential soil profile encoding11Integration of AI-Based Nano Synergy in Bayesian Uncertainty Quantification for Advanced Engineering Design0Current advances in surface wettability in food packaging materials: Strategies, methods and future trends62A Numerical Simulation Study of the Impact of Kesterites Hole Transport Materials in Quantum Dot-Sensitized Solar Cells Using SCAPS-1D16Adaptive Path Planning for Multi-UAV Systems in Dynamic 3D Environments: A Multi-Objective Framework8A review of machine learning applications in polymer composites: advancements, challenges, and future prospects135DFT insights into the mechanical properties of NMs9Machine learning-enabled optimization of biochar resource utilization and carbon mitigation pathways: mechanisms and challenges6Optimization of Plant Biomolecule Extraction Conditions: A Deep Learning-Based Approach0Particle Swarm Optimization: Advances, Applications, and Experimental Insights81Study of clopidogrel and clonidine interactions for cardiovascular formulations: progress from DFT modeling2Surface treatment techniques and control methods for enhancing corrosion resistance and very thin films management in fast nuclear reactors9Using Machine Learning to Predict the Wear Rate of Corundum‐Filled LM30 Aluminum Composites at High Temperatures0Writing Articles and Theses: Bachelor’s, Master’s, and Ph.D0Machine learning approaches to natural fiber composites: A review of methodologies and applications20AI-driven fusion with cybersecurity: Exploring current trends, advanced techniques, future directions, and policy implications for evolving paradigms– A comprehensive review43Sensitivity analysis and uncertainty quantification of climate change effects on Tanzanian banana crop yield6Application of machine learning in adsorption energy storage using metal organic frameworks: A review17Modeling the Stress Field in MSLA-Fabricated Photosensitive Resin Components: A Combined Experimental and Numerical Approach2Delineando las tendencias temáticas en torno a la investigación de métodos computacionales en ciencias de la salud1Prediction of Composite Performance of Refractory and Ceramic Materials Based on Deep Learning3A Brief Review of Traumatic Brain Injury Based on Finite Element Modeling1Optimization of Oil Well Production Prediction Model Based on Inter-Attention and BiLSTM3Exploiting Artificial Neural Networks for the State of Charge Estimation in EV/HV Battery Systems: A Review38Design of quantum computing-based avain navigation optimization algorithm for parameter estimation of input nonlinear output error model with key term separation9Numerical and Experimental Studies of Fluidized Bed Reactors for Adsorption Cooling and Desalination Systems0A Comprehensive Review of the GT-POWER for Modelling Diesel Engines10Cyber physical biological system in controlled environment agriculture for energy optimization: A comprehensive overview, key challenges, and future outlook8Granular flow in screw conveyors: A review of experiments and discrete element method (DEM) studies25Novel Estimation of Nanofiber Diameter from SEM Images Using Deep Feature Embeddings and Machine Learning Models4Revolutionizing Scientific Research1Applications of density functional theory and machine learning in nanomaterials: A review51Adoption challenges to artificial intelligence literacy in public healthcare: an evidence based study in Saudi Arabia26QENN: breast cancer prediction using quantum-enhanced neural network7Microscopic structural modeling and mechanical behavior of titanium boride reinforced titanium matrix composites with 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