Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm

Symbolic pole/zero analysis is a crucial step in designing an analog operational amplifier. Generally, a simplified symbolic analysis of analog circuits suffers from NP-hardness, i.e., an exponential growth of the number of symbolic terms of the transfer function with the circuit size. This study pr...

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Main Authors: Navid Behmanesh-Fard, Hossein Yazdanjouei, Mohammad Shokouhifar, Frank Werner
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/11/6/1498
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author Navid Behmanesh-Fard
Hossein Yazdanjouei
Mohammad Shokouhifar
Frank Werner
author_facet Navid Behmanesh-Fard
Hossein Yazdanjouei
Mohammad Shokouhifar
Frank Werner
author_sort Navid Behmanesh-Fard
collection DOAJ
description Symbolic pole/zero analysis is a crucial step in designing an analog operational amplifier. Generally, a simplified symbolic analysis of analog circuits suffers from NP-hardness, i.e., an exponential growth of the number of symbolic terms of the transfer function with the circuit size. This study presents a mathematical model combined with a heuristic–metaheuristic solution method for symbolic pole/zero simplification in operational transconductance amplifiers. First, the circuit is symbolically solved and an improved root splitting method is applied to extract symbolic poles/zeroes from the exact expanded transfer function. Then, a hybrid algorithm based on heuristic information and a metaheuristic technique using simulated annealing is used for the simplification of the derived symbolic roots. The developed method is tested on three operational transconductance amplifiers. The obtained results show the effectiveness of the proposed method in achieving accurate simplified symbolic pole/zero expressions with the least complexity.
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spelling doaj.art-8d414eacb6f64fa4bdc1ba3bb6e1863a2023-11-17T12:29:29ZengMDPI AGMathematics2227-73902023-03-01116149810.3390/math11061498Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic AlgorithmNavid Behmanesh-Fard0Hossein Yazdanjouei1Mohammad Shokouhifar2Frank Werner3Department of Electrical Engineering, Technical and Vocational University (TVU), Tehran 1435661137, IranMicroelectronics Research Laboratory, Urmia University, Urmia 5756151818, IranDepartment of Electrical and Computer Engineering, Shahid Beheshti University, Tehran 1983969411, IranFaculty of Mathematics, Otto-Von-Guericke-University, 39016 Magdeburg, GermanySymbolic pole/zero analysis is a crucial step in designing an analog operational amplifier. Generally, a simplified symbolic analysis of analog circuits suffers from NP-hardness, i.e., an exponential growth of the number of symbolic terms of the transfer function with the circuit size. This study presents a mathematical model combined with a heuristic–metaheuristic solution method for symbolic pole/zero simplification in operational transconductance amplifiers. First, the circuit is symbolically solved and an improved root splitting method is applied to extract symbolic poles/zeroes from the exact expanded transfer function. Then, a hybrid algorithm based on heuristic information and a metaheuristic technique using simulated annealing is used for the simplification of the derived symbolic roots. The developed method is tested on three operational transconductance amplifiers. The obtained results show the effectiveness of the proposed method in achieving accurate simplified symbolic pole/zero expressions with the least complexity.https://www.mdpi.com/2227-7390/11/6/1498operational transconductance amplifierssymbolic circuit analysispole/zero extractionroot splittingsimplificationsimulated annealing
spellingShingle Navid Behmanesh-Fard
Hossein Yazdanjouei
Mohammad Shokouhifar
Frank Werner
Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
Mathematics
operational transconductance amplifiers
symbolic circuit analysis
pole/zero extraction
root splitting
simplification
simulated annealing
title Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
title_full Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
title_fullStr Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
title_full_unstemmed Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
title_short Mathematical Circuit Root Simplification Using an Ensemble Heuristic–Metaheuristic Algorithm
title_sort mathematical circuit root simplification using an ensemble heuristic metaheuristic algorithm
topic operational transconductance amplifiers
symbolic circuit analysis
pole/zero extraction
root splitting
simplification
simulated annealing
url https://www.mdpi.com/2227-7390/11/6/1498
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