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| Home > Publications database > Invention Disclosures relating to improved Signal Linearity and Signal to Noise Ratio enhancing Memristor Crossbar Capabilities |
| Conference Presentation (After Call) | FZJ-2024-04276 |
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2024
Abstract: The Von Neumann architecture, i.e. separation of memory and computation, results in large latency and energy consumption due to permanent read and write access to memory, known as the Von Neumann bottleneck. In contrast, biological brains feature colocation of computing and memory and are known to be very energy efficient. Therefore, enabling computing in memory seems a straightforward way to circumvent the bottleneck. Memristor based crossbar arrays have been proven to enable bio-inspired computing in memory [1]. To make use of the full capabilities of this concept the analog signal processing provided by the CMOS circuits is essential. Especially both, high signal linearity and signal to noise ratio (SNR) are most important. With an increased signal-to-noise margin, multilevel symbols can be used, expanding the possibilities of signal processing and enabling higher data bandwidth. However, the conversion of multilevel, analog or spike modulated information to classical CMOS may reduce the advantage of these concepts. For this reason, new concepts of energy efficient Network on Chip (NoC) designs, e.g. by utilizing analog symbols, must be developed.Within the BMBF funded project NEUROTEC II [2], special ICs are developed combining 28nm bulk CMOS circuits with memristive devices as a proof-of-principle of interacting bio-inspired crossbar based computing paradigms. For a later commercialization of the developed technology securing of the developed IP is required. In the ongoing development of the CMOS circuits three inventions have been disclosed so far (shortly described below), with three more to follow shortly.Folded cascode structure is used to ensure a maximum headroom in the circuits of the tiles and provide a low ohmic bias voltage. Parasitics in the control and supply lines can cause voltage drop and therefor mismatch in the operation points. A voltage regulation loop is used to provide a low ohmic bias voltage with a senseline, avoiding the offset through parasitic losses [3]. Building on this improvement a memristor crossbar array based analog signal conversion into multilevel symbols for easier use in an analog signal processing has been developed [4]. The NoC based concept of the chip interfacing multiple bio-inspired crossbar based computing paradigms could be further developed to improve every day applications such as location systems [5].[1] A. Mehonic et al., Advanced Intelligent Systems, 2.11 (2020): 2000085[2] https://www.neurotec.org/en, accessed 01.03.2024[3] C. Grewing, Schaltkreis für ein Einstellen eines Memristors, European Patent Application, date of disclosure: 26.02.2024[4] C. Grewing, Verfahren zur Wandlung eines analogen Signals, European Patent Application, date of disclosure: 21.12.2023[5] C. Grewing, Anwendung einer neuromorph inspiererten hardware componente in einem Ortungssystem, European Patent Application, date of disclosure: 14.11.2023
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