Estimation of parameters for the electrostatic discharge current equation with real human discharge events reference using genetic algorithms

Autor:	P S Katsivelis, Ioannis F. Gonos, Ioannis A. Stathopulos
Rok vydání:	2010
Předmět:	Electrostatic discharge Computer science business.industry Applied Mathematics Electrical engineering Power (physics) Data set Genetic algorithm Electronic engineering Waveform Oscilloscope Current (fluid) business Instrumentation Engineering (miscellaneous) Voltage
Zdroj:	Measurement Science and Technology. 21:105703
ISSN:	1361-6501 0957-0233
DOI:	10.1088/0957-0233/21/10/105703
Popis:	Thorough study of the electrostatic discharge (ESD) current equation shows that it may be different from the equation proposed in the IEC 61000-4-2 Standard. This problem is dealt with in this paper. Using a 2.5 GHz digital oscilloscope and a 50 Ω Pellegrini target as the measuring system, and a dc power supply to provide a charging voltage of 2 kVdc, a series of measurements were performed, so real human-to-metal ESD current waveforms were recorded. Treating the average waveform as a reference, a genetic algorithm (GA) was applied to the equation of the IEC 61000-4-2 Standard for the ESD current, in order to achieve its best fitting to the data set. Four different error norms were used for the GA applications. The best result of the applications of each of them was saved and compared to the others. Thus, a very satisfactory modification of the Standard's equation is presented, which is closer to the real ESD current waveform.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::161ed9bb1a06455b6c1ac5dd78324536 https://doi.org/10.1088/0957-0233/21/10/105703 Zobrazit plný text záznamu