Yield estimation of antenna systems is important to check their robustness with respect to the uncertain sources. Since the Monte Carlo sampling-based real physics simulation model evaluations are computationally intensive, this work proposes the polynomial chaos-Kriging (PC-Kriging) metamodeling technique for fast yield estimation. PC-Kriging integrates the polynomial chaos expansion (PCE) as the trend function of Kriging metamodel...

W pracy omówiono kluczowe zasady projektowania usług semantycznych w Internecie. Usługi w sieci semantycznej mogą być realizowane w wypadku porozumienia między dostawcami usług a agentami lub odbiorcami usług. Dlatego też opisano standard uzgodnień WSLA. Opisano także wybrane realizację usług semantycznych, ze szczególnym uwzględnieniem usługi BioCatalogue. Koncepcja ta bazuje na reprezentacji wiedzy za pomocą metamodeli danych...

Surrogate modeling has become the method of choice in solving an increasing number of antenna design tasks, especially those involving expensive full-wave electromagnetic (EM) simulations. Notwithstanding, the curse of dimensionality considerably affects conventional metamodeling methods, and their capability to efficiently handle nonlinear antenna characteristics over broad ranges of the system parameters is limited. Performance-driven...

The phenomenon of dynamic stall produce adverse aerodynamic loading which can adversely affect the structural strength and life of aerodynamic systems. Aerodynamic shape optimization (ASO) provides an effective approach for delaying and mitigating dynamic stall characteristics without the addition of auxiliary system. ASO, however, requires multiple evaluations time-consuming computational fluid dynamics models. Metamodel-based...