JART ECM v1 var (ICPSR doi:10.26165/JUELICH-DATA/WHSSZA)

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Document Description

Citation

Title:

JART ECM v1 var

Identification Number:

doi:10.26165/JUELICH-DATA/WHSSZA

Distributor:

Jülich DATA

Date of Distribution:

2025-08-15

Version:

1

Bibliographic Citation:

Ahmad, Rana Walied; Menzel, Stephan, 2025, "JART ECM v1 var", https://doi.org/10.26165/JUELICH-DATA/WHSSZA, Jülich DATA, V1

Study Description

Citation

Title:

JART ECM v1 var

Identification Number:

doi:10.26165/JUELICH-DATA/WHSSZA

Authoring Entity:

Ahmad, Rana Walied (Peter Grünberg Institut (PGI-7))

Menzel, Stephan (Peter Grünberg Institut (PGI-7))

Distributor:

Jülich DATA

Access Authority:

Menzel, Stephan

Depositor:

Ahmad, Rana Walied

Date of Deposit:

2025-07-27

Study Scope

Keywords:

Computer and Information Science, Engineering, Physics, Other, memristive devices, variability-aware modeling, ReRAM, ECM, CBRAM, SPICE level, compact model

Abstract:

A purely physics-based variability-aware compact model of electrochemical metallization memory (ECM) cells is presented. Since this extension consists of several different features allowing for a realistic variability-aware fit, it depicts a unique model comprising physics-based, stochastically and experimentally originating variabilities and reproduces them well. It is based on the deterministic ECM model JART ECM v1. The variability-aware model introduces device-to-device variability by choosing the model parameters from a physically reasonable value range. The cycle-to-cycle variability can be introduced by updating these parameters according to a random walk algorithm after a certain time step. Moreover, a stochastic feature is added to the gap evolution within the model’s main dynamics-determining differential equation. The model is validated by experimental data of Cu/SiO2/W ECM cells. This model can be used in higher-level circuit simulators like Spectre to design variability-aware application circuits. [1] shows (a) experimentally measured and (b) simulatively verified device-to-device variability for SET kinetics analysis. [2] shows experimentally measured I–V sweeps in red, simulated I–V sweeps in blue: (a) experimentally recorded I–V sweep, (b) simulated I-V sweep characteristics with all simulation modifications, (c) - (f) simulated I–V sweep characteristics showing individual types of simulation modifications.

Methodology and Processing

Sources Statement

Data Access

Notes:

CC0 Waiver

Other Study Description Materials

Related Publications

Citation

Identification Number:

10.1088/2634-4386/ad57e7

Bibliographic Citation:

R. W. Ahmad et al. “Variability-Aware Modeling of Electrochemical Metallization Memory Cells”. In: Neuromorphic Computing and Engineering 4.3 (2024)

Other Study-Related Materials

Label:

Figure4-1.svg

Text:

[1] (a) Experimentally measured and (b) simulatively verified device-to-device variability for SET kinetics analysis. Simulation also includes the SET kinetics curve obtained by mean parameter values (in black). It shows the first steeper slope from 0.3–3.5 V related to the electron transfer regime and the second flatter slope from 3.5–4.8 V related to the mixed control regime.

Notes:

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Other Study-Related Materials

Label:

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Text:

[2] Experimentally measured I–V sweeps in red, simulated I–V sweeps in blue: (a) experimentally recorded I–V sweep, (b) simulated I–V sweep characteristics with all four modifications, (c) only staircase I–V sweep and parameter variation after each SET and RESET, (d) only staircase I–V sweep, current averaging for each staircase step and parameter variation after each staircase step, (e) only parameter variation after each staircase step, but continuous sweep and continuous current and (f) only stochasticity in the gap evolution within the ODE.

Notes:

image/svg+xml

Other Study-Related Materials

Label:

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Text:

JART ECM v1 var

Notes:

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