Modeling and Signal Integrity Analysis of RRAM-Based Neuromorphic Chip Crossbar Array Using Partial Equivalent Element Circuit (PEEC) Method

S‐parameter extraction for electromagnetic modelling of memristor‐based crossbar array circuits

“…Even though researches have shown the promising prospect of memristor-based crossbar array circuit for applications in data storage and neuromorphic computing [5][6][7][8], its development faces a significant hurdle in the form of electromagnetic effects such as cross-talk, parasitic effects, and electromagnetic radiation. These effects may degrade the accuracy and robustness of the memristor-based crossbar array circuits, posing a critical challenge to their advancement [9,10].…”

“…Several previous studies applied time domain signal integrity modelling on memristor-based crossbar arrays [9][10][11][12][13]. However, there are few research on frequency domain S-parameters extraction.…”

The Partial Elements Equivalent Circuit Method: The State of the Art

“…Since then, there has been a growing interest in the PEEC method which has been applied to a large variety of different fields including power electronics [15], [16], [17], [18], [19], [20], power systems [21], [22], antennas [23], [24], [25], [26], [27], [28], [29], [30], radio-frequency integrated circuits (RFICs) [31], [32] and RF interferences [33], lightning [34], [35], [36], filters [37], [38], on-chip interconnects [39], frequency selective surfaces [40], [41], [42], Litz wires [43], [44], [45], [46], neuromorphic chip crossbar array [47], flexible electronics [48], [49], high-temperature superconducting (HTS) cables [50], decoupling capacitors [51], wireless power transfer [52], [53], [54], and return network in composoite aircraft [55], just to name a few. The list of applications and contributors increases continuously due to recent improvements.…”