Title :
Analysis of a New Evolutionary System Elitism for Improving the Optimization of a CMOS OTA
Author :
de Lima Moreto, Rodrigo Alves ; Gimenez, Salvador Pinillos ; Thomaz, Carlos Eduardo
Author_Institution :
Electr. Eng. Dept., Centro Univ. da FEI, Sao Bernardo do Campo, Brazil
Abstract :
Analog integrated circuits design is a complex task due to the large number of input variables that must be determined in order to achieve different design goals such as voltage gain, unit voltage gain frequency, phase margin and dissipated power. This paper describes and implements an evolutionary optimization solution based on genetic algorithms and the well-known SPICE simulator, named "AGSPICE/FEI", with current industry standard BSIM3v3 model that has the capability of searching solutions that better comply with the multiple design goals specified a priori of a single-end, single-stage operational transconductance amplifier (OTA). The AGSPICE/FEI can provide a large set of solutions allowing the designer to choose the best solutions, which fully meet the design goals, and, thus, analyze the performance obtained by the modified genetic algorithm, which performs two types of elitism: one conventional and another non-conventional. This paper performs the study of the performance of the non-conventional elitism by comparing the performance achieved by several different groups, in which in one of them is applied only the conventional elitism and in the other groups are applied the non-conventional elitism in different settings. The results have been analyzed for different design specifications. The experimental results have demonstrated that this new elitism stage is able to increase the speed of the AGSPICE/FEI searching process and also might provide solutions that better suit the design goals.
Keywords :
CMOS analogue integrated circuits; SPICE; genetic algorithms; integrated circuit design; operational amplifiers; optimisation; AGSPICE-FEI searching process; BSIM3v3 model; CMOS OTA optimization improvement; SPICE simulator; analog integrated circuit design; complementary metal-oxide semiconductor; genetic algorithm; industry standard; multiple design goal; new evolutionary system elitism analysis; nonconventional elitism; single-end single-stage operational transconductance amplifier; Biological cells; Genetic algorithms; IP networks; Optimization; Sociology; Statistics; Transistors; Analog integrated circuit design; CMOS operational transconductance amplifier design; evolutionary electronics; genetic algorithms;
Conference_Titel :
Computational Intelligence and 11th Brazilian Congress on Computational Intelligence (BRICS-CCI & CBIC), 2013 BRICS Congress on
Conference_Location :
Ipojuca
DOI :
10.1109/BRICS-CCI-CBIC.2013.110