Title :
Accurate parameter estimation of contaminant transport inverse problem using particle swarm optimization
Author :
Bharat, Tadikonda Venkata ; Sivapullaiah, P.V. ; Allam, M.M.
Author_Institution :
Dept. of Civil Eng., Indian Inst. of Sci., Bangalore
Abstract :
Swarm Intelligence techniques such as particle swarm optimization (PSO) are shown to be incompetent for an accurate estimation of global solutions in several engineering applications. This problem is more severe in case of inverse optimization problems where fitness calculations are computationally expensive. In this work, a novel strategy is introduced to alleviate this problem. The proposed inverse model based on modified particle swarm optimization algorithm is applied for a contaminant transport inverse model. The inverse models based on standard-PSO and proposed-PSO are validated to estimate the accuracy of the models. The proposed model is shown to be out performing the standard one in terms of accuracy in parameter estimation. The preliminary results obtained using the proposed model is presented in this work.
Keywords :
contamination; inverse problems; parameter estimation; particle swarm optimisation; accurate parameter estimation; contaminant transport inverse problem; inverse optimization problems; particle swarm optimization; Conducting materials; Convergence; Inverse problems; Laboratories; Parameter estimation; Particle swarm optimization; Pollution; Testing; USA Councils; Velocity control;
Conference_Titel :
Swarm Intelligence Symposium, 2008. SIS 2008. IEEE
Conference_Location :
St. Louis, MO
Print_ISBN :
978-1-4244-2704-8
Electronic_ISBN :
978-1-4244-2705-5
DOI :
10.1109/SIS.2008.4668334