Concepedia

Hybrid process modeling and optimization strategies integrating neural networks/support vector regression and genetic algorithms: study of benzene isopropylation on Hbeta catalyst

Somnath Nandi, Yogesh Badhe, Jayaram Lonari, U. K. Sridevi, B.S. Rao, Sanjeev S. Tambe, Bhaskar D. Kulkarni

Chemical Engineering Journal · 2003 · 118 citations · 28 references

Concepts

EngineeringChemical EngineeringOptimizationProcess Systems EngineeringReaction EngineeringCatalyst DesignCatalytic Reaction EngineeringGenetic AlgorithmsKinetic ModelingProcess EngineeringProcess SynthesisCatalyst OptimizationCatalytic Process OptimizationHybrid Genetic AlgorithmsHybrid ModelingHybrid Process DesignReaction Network DesignReaction Process OptimizationSupport Vector Regression

References

28

Genetic algorithms in search, optimization, and machine learning

Choice Reviews Online · 1989 · 49.3K citations

Computing, Computer Science, Algorithms +14

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Learning representations by back-propagating errors

David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams · Nature · 1986 · 30.9K citations

Computing, Computer Science, Knowledge Representation +11

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

Computing, Computer Science, Data Mining +13