TY - JOUR
T1 - Event-Driven Stochastic Compact Model for Resistive Switching Devices
AU - Suñé, Jordi
AU - Bargallo Gonzalez, Mireia
AU - Saludes-Tapia, Mercedes
AU - Campabadal, Francesca
AU - Miranda, Enrique
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2024/8
Y1 - 2024/8
N2 - A stochastic compact model for resistive switching (RS) devices is presented. The motivation is twofold: first, introducing variability in a natural way, and second, accounting for the discrete jumps of conductance observed during set and reset transitions. The model is based on an event generation rate, and it is an 'on-the-fly' procedure because events are randomly generated as the simulation proceeds in time. For the generation of events, we assume a mixed nonhomogeneous Poisson process (NHPP). Before considering RS, we deal with the generation of successive breakdown (BD) events in metal-insulator-semiconductor structures. This confirms the validity of the approach by comparing it with experimental data in which discrete events are evident. To deal with RS, we transform a previous compact model into a stochastic model. Comparison with experiments in TiN/Ti/HfO2/W devices shows the validity of the approach. Current-voltage loops and potentiation-depression transients in pulsed experiments are captured with a single set of parameters. Moreover, the model is an adequate framework to deal with both cycle-to-cycle and device-to-device variability.
AB - A stochastic compact model for resistive switching (RS) devices is presented. The motivation is twofold: first, introducing variability in a natural way, and second, accounting for the discrete jumps of conductance observed during set and reset transitions. The model is based on an event generation rate, and it is an 'on-the-fly' procedure because events are randomly generated as the simulation proceeds in time. For the generation of events, we assume a mixed nonhomogeneous Poisson process (NHPP). Before considering RS, we deal with the generation of successive breakdown (BD) events in metal-insulator-semiconductor structures. This confirms the validity of the approach by comparing it with experimental data in which discrete events are evident. To deal with RS, we transform a previous compact model into a stochastic model. Comparison with experiments in TiN/Ti/HfO2/W devices shows the validity of the approach. Current-voltage loops and potentiation-depression transients in pulsed experiments are captured with a single set of parameters. Moreover, the model is an adequate framework to deal with both cycle-to-cycle and device-to-device variability.
KW - Compact model
KW - Computational modeling
KW - Europe
KW - Mathematical models
KW - Memristor
KW - Stochastic event generation
KW - Stochastic processes
KW - Stress
KW - Switches
KW - Voltage
KW - resistive random access memorie (RRAM)
KW - resistive switching (RS)
UR - http://www.scopus.com/inward/record.url?scp=85196759291&partnerID=8YFLogxK
UR - https://www.mendeley.com/catalogue/6b409732-788b-325f-a356-754f733dccda/
U2 - 10.1109/TED.2024.3414370
DO - 10.1109/TED.2024.3414370
M3 - Article
SN - 1557-9646
VL - 71
SP - 4649
EP - 4654
JO - IEEE transactions on electron devices
JF - IEEE transactions on electron devices
IS - 8
ER -