A novel Parsimonious Genetic Programming （PGP） algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditio...A novel Parsimonious Genetic Programming （PGP） algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditional Genetic Programming（GP） is used to generate the nonlinear input-output models that are represented in a binary tree structure; then, the Orthogonal Least Squares algorithm （OLS） is used to estimate the contribution of the branches of the tree （refer to basic function term that cannot be decomposed anymore according to special rule） to the accuracy of the model, which contributes to eliminate complex redundant subtrees and enhance GP＇s convergence speed; and finally, a simple, reliable and exact linear-in-parameter nonlinear model via GP evolution is obtained. The real aero-engine start process test data simulation and the comparisons with Support Vector Machines （SVM） validate that the proposed method can generate more applicable, interpretable models and achieve comparable, even superior results to SVM.展开更多
The genetic information of a human being is encoded in the genomic DNA of about 3 billion base pairs.Every new individual starts from a one-cell zygote,or called fertilized egg,carrying genetic and epigenetic informat...The genetic information of a human being is encoded in the genomic DNA of about 3 billion base pairs.Every new individual starts from a one-cell zygote,or called fertilized egg,carrying genetic and epigenetic information from the parents.展开更多
<正>In a recent paper,Donaldson et al.~1 argued that lower extremity injuries can be prevented.Evidence-based sports injury preventive exercise programs usually have limited impact on public health because they ...<正>In a recent paper,Donaldson et al.~1 argued that lower extremity injuries can be prevented.Evidence-based sports injury preventive exercise programs usually have limited impact on public health because they are not widely adopted or sustained into regular training routines.One reason for this is that the intervention program may not seem relevant for the展开更多
基金National Defense Advanced Research Foundation of China
文摘A novel Parsimonious Genetic Programming （PGP） algorithm together with a novel aero-engine optimum data-driven dynamic start process model based on PGP is proposed. In application of this method, first, the traditional Genetic Programming（GP） is used to generate the nonlinear input-output models that are represented in a binary tree structure; then, the Orthogonal Least Squares algorithm （OLS） is used to estimate the contribution of the branches of the tree （refer to basic function term that cannot be decomposed anymore according to special rule） to the accuracy of the model, which contributes to eliminate complex redundant subtrees and enhance GP＇s convergence speed; and finally, a simple, reliable and exact linear-in-parameter nonlinear model via GP evolution is obtained. The real aero-engine start process test data simulation and the comparisons with Support Vector Machines （SVM） validate that the proposed method can generate more applicable, interpretable models and achieve comparable, even superior results to SVM.
文摘The genetic information of a human being is encoded in the genomic DNA of about 3 billion base pairs.Every new individual starts from a one-cell zygote,or called fertilized egg,carrying genetic and epigenetic information from the parents.
文摘<正>In a recent paper,Donaldson et al.~1 argued that lower extremity injuries can be prevented.Evidence-based sports injury preventive exercise programs usually have limited impact on public health because they are not widely adopted or sustained into regular training routines.One reason for this is that the intervention program may not seem relevant for the
