DocumentCode
2919099
Title
Inference of differential equations by M-MEP for cement hydration modeling
Author
Bo Yang ; Qingke Zhang ; Lin Wang ; Yi Li
Author_Institution
Sch. of Inf. Sci. & Eng., Univ. of Jinan, Jinan, China
fYear
2013
fDate
27-29 June 2013
Firstpage
4
Lastpage
10
Abstract
The hydration of cement is a complex process with chemical and physical interaction and it has an important impact on the formation of microstructure and development of strength. In this paper, we designed a collaborative hybrid evolutionary method to infer cement hydration model from observed cement hydration time series data using ordinary differential equations (ODE).The structure of the ODE is inferred by multi-layers multi-expression programming(MMEP) , the ODE´s parameters are optimized through particle swarm optimization (PSO) and the forth-order Runge-Kutta(RK4) is used to solve the differential equation. Numerical experiments showed that the proposed method could acquire the structure of differential equation within short generations. Cement experiment on the degree of hydration model illustrated that the cement hydration model could simulate the process of hydration effectively.
Keywords
Runge-Kutta methods; cement industry; differential equations; evolutionary computation; particle swarm optimisation; solvation; time series; M-MEP; ODE parameters; PSO; RK4; cement experiment; cement hydration modeling; cement hydration time series data; chemical interaction; collaborative hybrid evolutionary method; complex process; forth-order Runge-Kutta; microstructure formation; multilayers multiexpression programming; ordinary differential equations; particle swarm optimization; physical interaction; Biological cells; Computational modeling; Differential equations; Equations; Evolutionary computation; Mathematical model; Time series analysis; Cement hydration; Evolutionary algorithm; Multi layers multi-expression progrmming; ordinary differential equations; particleswarmoptimization; rounger-kutta;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Supported Cooperative Work in Design (CSCWD), 2013 IEEE 17th International Conference on
Conference_Location
Whistler, BC
Print_ISBN
978-1-4673-6084-5
Type
conf
DOI
10.1109/CSCWD.2013.6580931
Filename
6580931
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