
A Non-Linear Partial Differential Equation Solver Based on Analog Memristor Crossbar Arrays
Author(s) -
Jiabao Ye,
Bing Chen,
Nuo Xu,
Jiantao Zhou,
Rongjun Mu,
Chao Du,
Wei D. Lu
Publication year - 2025
Publication title -
ieee journal of the electron devices society
Language(s) - English
Resource type - Magazines
SCImago Journal Rank - 0.69
H-Index - 31
eISSN - 2168-6734
DOI - 10.1109/jeds.2025.3573409
Subject(s) - components, circuits, devices and systems , engineered materials, dielectrics and plasmas
An analog memristor-crossbar-arraybased non-linear partial differential equation (PDE) solver is developed and verified through circuit-level simulations using realistic memristor device data. Several methodologies are suggested for the matrixvector multiplication (MVM) and weight update (WU) operations, which are the essenses of the highly parallelised PDE solver. An example of solving the Burgers’ equation is demonstrated. Results suggest that, in comparison with traditional computers, the proposed memristor PDE solver offers dramatic performance improvement and energy savings.
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