TY - JOUR

T1 - Numerical simulation of distributed dynamic systems using hybrid intelligent computing combined with generalized similarity analysis

AU - Bellamine, F. H.

AU - Almansoori, A.

AU - ElKamel, Ali

PY - 2013

Y1 - 2013

N2 - The hybrid use of generalized similarity analysis (GSA) with intelligent computing tools such as neural networks and fuzzy logic, provide accurate and fast numerical simulation for distributed dynamic systems. The GSA combines dimensional, inspectional, and order-of-magnitude methods to derive the complete set of a minimum number of high-level designable variables. Thus, the input variable space is reduced, and this in turn reduces the number of input vectors needed for model development. The generated concise fuzzy logic neural network leads to a shorter running time, and a greater accuracy. This approach is multidisciplinary and is demonstrated for three different applications: injectivity in an oil reservoir, oil reservoir characterization, and a driven distributed transmission line with its load.

AB - The hybrid use of generalized similarity analysis (GSA) with intelligent computing tools such as neural networks and fuzzy logic, provide accurate and fast numerical simulation for distributed dynamic systems. The GSA combines dimensional, inspectional, and order-of-magnitude methods to derive the complete set of a minimum number of high-level designable variables. Thus, the input variable space is reduced, and this in turn reduces the number of input vectors needed for model development. The generated concise fuzzy logic neural network leads to a shorter running time, and a greater accuracy. This approach is multidisciplinary and is demonstrated for three different applications: injectivity in an oil reservoir, oil reservoir characterization, and a driven distributed transmission line with its load.

KW - Distributed dynamic systems

KW - Generalized similarity analysis

KW - Hybrid intelligent computing

KW - Numerical simulation

UR - http://www.scopus.com/inward/record.url?scp=84883368149&partnerID=8YFLogxK

U2 - 10.1016/j.amc.2013.08.007

DO - 10.1016/j.amc.2013.08.007

M3 - Article

AN - SCOPUS:84883368149

SN - 0096-3003

VL - 223

SP - 88

EP - 100

JO - Applied Mathematics and Computation

JF - Applied Mathematics and Computation

ER -