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
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;
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
DOI :
10.1109/CSCWD.2013.6580931