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 -