Title :
A method for testing driven dynamical systems with evolved excitations and its application to phase-locked loops
Author :
Olson, C.C. ; Nichols, J.M. ; Michalowicz, J.V. ; Bucholtz, F.
Author_Institution :
Opt. Sci. Div., U.S. Naval Res. Lab., Washington, DC
Abstract :
Differential evolution is used to search the parameter space of a system of ordinary differential equations (ODEs). For each tested parameter set, one time series resulting from integration of the ODE system is used to drive a dynamic system of interest. A fitness function is designed such that the response of the driven system is forced to have properties that are desirable to the practitioner. The dynamic versatility of a nonlinear ODE system coupled with an evolutionary algorithm search of its parameter space allows for significant improvement in excitation fitness. This input tailoring technique is generally applicable to a number of problems and is shown in this work to generate a chaotic modulation that reduces the power required to disrupt normal operation of a phase-locked loop.
Keywords :
differential equations; evolutionary computation; nonlinear dynamical systems; phase locked loops; chaotic modulation; dynamical systems; evolutionary algorithm; evolved excitations; fitness function; input tailoring technique; ordinary differential equations; parameter space; phase-locked loops; Chaos; Couplings; Differential equations; Evolutionary computation; Frequency; Nonlinear dynamical systems; Oscillators; Phase locked loops; Power generation; System testing;
Conference_Titel :
Evolutionary Computation, 2009. CEC '09. IEEE Congress on
Conference_Location :
Trondheim
Print_ISBN :
978-1-4244-2958-5
Electronic_ISBN :
978-1-4244-2959-2
DOI :
10.1109/CEC.2009.4983084