Materials Optimization Publications

Publications in Materials Optimization

Explore the most influential research papers and scholarly works that have shaped Materials Optimization. Use the concept filter below to focus on a specific sub-area of research.

Materials Optimization

1.5K

Publications

81.6K

Citations

Showing yearly statistics from 2000-2026.

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	Year	Citations
Recent advances and applications of machine learning in solid-state materials science Jonathan Schmidt, Mário R. G. Marques, Silvana Botti, npj Computational Materials Artificial IntelligenceCrystal StructureEngineeringMachine LearningMachine Learning Tool	2019	2.3K
Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science Ankit Agrawal, Alok Choudhary APL Materials EngineeringMachine LearningMaterials InformaticsBig Data AnalyticsMining Methods	2016	1.2K
Design of materials with extreme thermal expansion using a three-phase topology optimization method Ole Sigmund, S. Torquato Journal of the Mechanics and Physics of Solids Materials ScienceEngineeringMechanical EngineeringThermal AnalysisSolid Mechanics	1997	1K
Machine learning in materials science Jing Wei, Xuan Chu, Xiangyu Sun, InfoMat Materials ScienceEmpirical TrialEngineeringMachine LearningData Science	2019	944
Knowledge‐Based Modeling of Material Behavior with Neural Networks J. Ghaboussi, James H. Garrett, Xiaomin Wu Journal of Engineering Mechanics Artificial IntelligenceEngineeringMachine LearningNeural Networks (Machine Learning)Mechanical Engineering	1991	751
Topology optimization of continuum structures with local stress constraints Pierre Duysinx, Martin P. Bendsøe International Journal for Numerical Methods in Engineering EngineeringFracture OptimizationMechanical EngineeringLocal Stress CriteriaStructural Mechanics	1998	720
Discrete material optimization of general composite shell structures Jan Stegmann, Erik Lund International Journal for Numerical Methods in Engineering Materials ScienceCompositesEngineeringDiscrete Material OptimizationMultidisciplinary Design Optimization	2005	710
Structural optimization: A new dual method using mixed variables Claude Fleury, V. Braibant International Journal for Numerical Methods in Engineering Large-scale Global OptimizationEngineeringMultidisciplinary Design OptimizationStructural OptimizationStructural Engineering	1986	554
Machine Learning Force Fields: Construction, Validation, and Outlook Venkatesh Botu, Rohit Batra, James Chapman, The Journal of Physical Chemistry C Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolMaterial Simulation	2016	508
“Color” level sets: a multi-phase method for structural topology optimization with multiple materials Michael Yu Wang, Xiaoming Wang Computer Methods in Applied Mechanics and Engineering Materials ScienceMultiple MaterialsEngineeringSimulated AnnealingStructural Topology	2003	464
Materials Synthesis Insights from Scientific Literature via Text Extraction and Machine Learning Edward Kim, Kevin Huang, Adam M. Saunders, Chemistry of Materials EngineeringMachine LearningMaterials Genome InitiativeMaterials Synthesis InsightsMaterial Selection	2017	464
Optimal design of a welded beam via genetic algorithms Kalyanmoy Deb AIAA Journal Search OptimizationEngineeringWelding ProcessMechanical EngineeringEngineering Optimization Techniques	1991	444

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