Fast and Efficient Sensitivity Aware Multi-Objective Optimization of Analog Circuits

Autor: Amel Garbaya, Mouna Kotti, Omaya Bellaaj Kchaou, Mourad Fakhfakh, Omar Guillen-Fernandez, Esteban Tlelo-Cuautle

Publikováno v: Technologies, Vol 7, Iss 2, p 40 (2019)

This article introduces a novel approach for generating low-sensitive Pareto fronts of analog circuit performances. The main idea consists of taking advantage from the social interaction between particles within a multi-objective particle swarm optim

Externí odkaz: https://doaj.org/article/acd326c110094dc3b5e347220dc75671

Machine Learning Techniques for Solving Constrained Engineering Problems

Autor: Amel Garbaya, Imen Kallel, Mourad Fakhfakh, Patrick Siarry

Publikováno v: 2022 2nd International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET).

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::401ab6b8e5c58c9175ee16a9eeaffdad
https://doi.org/10.1109/iraset52964.2022.9738011

Robust tuning and sensitivity analysis of stochastic integer and fractional‐order PID control systems: application of surrogate‐based robust simulation‐optimization

Autor: Lunchakorn Wuttisittikulkij, Mourad Fakhfakh, Amir Parnianifard, Ali Zemouche, Mouna Kotti

Publikováno v: International Journal of Numerical Modelling: Electronic Networks, Devices and Fields
International Journal of Numerical Modelling: Electronic Networks, Devices and Fields, Wiley, 2021, 34 (2), pp.e2835. ⟨10.1002/jnm.2835⟩

International audience; This paper aims to make a trade‐off between performance and robustness in stochastic control systems with probabilistic uncertainties. For this purpose, we develop a surrogate‐based robust simulation‐optimization approac

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ec5027c0f4dfedd1b3fa6f0e4129f7c7
https://hal.archives-ouvertes.fr/hal-03104712

A Kriging Surrogate Modeling to the Sensitivity Analysis of Analog Circuits

Autor: Amel Garbaya, Mourad Fakhfakh, Omaya Bellaaj Kchaou, Mouna Kotti

Publikováno v: 2020 IEEE International Conference on Design & Test of Integrated Micro & Nano-Systems (DTS).

This paper proposes an application of the Kriging-based metamodeling technique to build surrogate models to the sensitivity analysis of analog circuits. The main goal is to reduce computer time execution when such critical task. Two analog circuits a

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::88cacdf9e7d37eb509fd1ea489a2d924
https://doi.org/10.1109/dts48731.2020.9196069

Comparative Study of Jaya Metaheuristic to Benchmark Functions and RF Circuits

Autor: Amel Garbaya, Mouna Kotti, Bachir Benhala, Mourad Fakhfakh

Publikováno v: 2020 1st International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET).

The Jaya algorithm has been recently developed. It is a simple and powerful global optimization algorithm. The main feature of Jaya algorithm vis-a-vis other known metaheuristics algorithms is that it requires only few control parameters namely the n

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::03c70ae3571fabe826ec8646006be632
https://doi.org/10.1109/iraset48871.2020.9092112