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Pregled bibliografske jedinice broj: 1146792

Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network

Zeljko, Ante; Prevarić, Ivan; Poljak, Mirko
Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network // Proceedings of the 44th Intl. Convention MIPRO 2021 - MEET (Microelectronics, Electronics and Electronic Technology) / Skala, Karolj (ur.).
Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO, 2021. str. 125-130 doi:10.23919/MIPRO52101.2021.9597036 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

CROSBI ID: 1146792 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network

Autori
Zeljko, Ante ; Prevarić, Ivan ; Poljak, Mirko

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 44th Intl. Convention MIPRO 2021 - MEET (Microelectronics, Electronics and Electronic Technology) / Skala, Karolj - Rijeka : Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO, 2021, 125-130

Skup
44th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2021) ; Microelectronics, Electronics and Electronic Technology (MEET 2021)

Mjesto i datum
Opatija, Hrvatska, 27.09.2021. - 01.10.2021

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
neuromorphic computing, memristor, neural network, XOR, modeling, simulation

Sažetak
We design and analyze a neuromorphic circuit that operates as a neural network and behaves as XOR logic gates. Artificial neurons are represented with operation amplifiers while weighted connections are realized with memristors. Generalized Verilog-A model is employed for memristor circuit simulations, which is calibrated on experimental data. We demonstrate control voltages used to read/write memristors and analyze its resistance levels and range. Additionally, power consumption simulation and Monte Carlo analysis are made to characterize XOR circuit dissipation and robustness to device-to-device variability, respectively.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika



POVEZANOST RADA

Projekti:
HRZZ-UIP-2019-04-3493 - Računalno projektiranje nanotranzistora temeljenih na novim 2D materijalima (CONAN2D) (Poljak, Mirko, HRZZ ) ( CroRIS)
HRZZ-DOK-2020-01-7349 - Računalno projektiranje nanotranzistora temeljenih na novim 2D materijalima (CONAN2D) (Poljak, Mirko, HRZZ - 2020-01) ( CroRIS)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Mirko Poljak (autor)

Poveznice na cjeloviti tekst rada:

doi ieeexplore.ieee.org

Citiraj ovu publikaciju:

Zeljko, Ante; Prevarić, Ivan; Poljak, Mirko
Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network // Proceedings of the 44th Intl. Convention MIPRO 2021 - MEET (Microelectronics, Electronics and Electronic Technology) / Skala, Karolj (ur.).
Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO, 2021. str. 125-130 doi:10.23919/MIPRO52101.2021.9597036 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Zeljko, A., Prevarić, I. & Poljak, M. (2021) Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network. U: Skala, K. (ur.)Proceedings of the 44th Intl. Convention MIPRO 2021 - MEET (Microelectronics, Electronics and Electronic Technology) doi:10.23919/MIPRO52101.2021.9597036.
@article{article, author = {Zeljko, Ante and Prevari\'{c}, Ivan and Poljak, Mirko}, editor = {Skala, K.}, year = {2021}, pages = {125-130}, DOI = {10.23919/MIPRO52101.2021.9597036}, keywords = {neuromorphic computing, memristor, neural network, XOR, modeling, simulation}, doi = {10.23919/MIPRO52101.2021.9597036}, title = {Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network}, keyword = {neuromorphic computing, memristor, neural network, XOR, modeling, simulation}, publisher = {Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO}, publisherplace = {Opatija, Hrvatska} }
@article{article, author = {Zeljko, Ante and Prevari\'{c}, Ivan and Poljak, Mirko}, editor = {Skala, K.}, year = {2021}, pages = {125-130}, DOI = {10.23919/MIPRO52101.2021.9597036}, keywords = {neuromorphic computing, memristor, neural network, XOR, modeling, simulation}, doi = {10.23919/MIPRO52101.2021.9597036}, title = {Simulation Analysis of XOR Gates Implemented with a Memristor-Based Neural Network}, keyword = {neuromorphic computing, memristor, neural network, XOR, modeling, simulation}, publisher = {Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO}, publisherplace = {Opatija, Hrvatska} }

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