Concepedia

Application of machine learning in predicting the thermal conductivity of single-filler polymer composites

Yinzhou Liu, Weidong Zheng, Haoqiang Ai, Hao Zhou, Liyin Feng, Lin Cheng, Ruiqiang Guo, Xiaohan Song

Materials Today Communications · 2024 · 34 citations · 69 references

Concepts

Natural SciencesMaterials EngineeringMaterials ScienceHeat TransferMachine LearningPolymer MaterialsHeat ConductionHeat Transfer ModelingPolymer NanocompositesPolymer PhysicsThermal DiffusivityThermal Properties Of MaterialsHeat Conduction In Composite MaterialsThermal ConductivityThermal Conductivity EstimationThermal Conductivity ModelingThermal Conductivity PredictionThermal Modeling Of MaterialsThermal Properties

References

69

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Thermal conductivity of polymer-based composites: Fundamentals and applications

Hongyu Chen, Valeriy V. Ginzburg, Jian Yang et al. · Progress in Polymer Science · 2016 · 2K citations

Natural Sciences, Materials Engineering, Materials Science +14

Nanoscale thermal transport. II. 2003–2012

David G. Cahill, Paul V. Braun, Gang Chen et al. · Applied Physics Reviews · 2014 · 1.7K citations · Full text

Engineering, Materials Science, Physics +17