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@INPROCEEDINGS{Grewing:1027983,
author = {Grewing, Christian and Schiek, Michael and Ashok, Arun and
Zambanini, Andre and van Waasen, Stefan},
title = {{I}nvention {D}isclosures relating to improved {S}ignal
{L}inearity and {S}ignal to {N}oise {R}atio enhancing
{M}emristor {C}rossbar {C}apabilities},
reportid = {FZJ-2024-04276},
year = {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},
month = {Jun},
date = {2024-06-03},
organization = {International Conference on
Neuromorphic Coputing and Engineering,
Aachen (Germany), 3 Jun 2024 - 6 Jun
2024},
subtyp = {After Call},
cin = {ZEA-2 / PGI-14},
cid = {I:(DE-Juel1)ZEA-2-20090406 / I:(DE-Juel1)PGI-14-20210412},
pnm = {5234 - Emerging NC Architectures (POF4-523) / BMBF
16ME0398K - Verbundprojekt: Neuro-inspirierte Technologien
der künstlichen Intelligenz für die Elektronik der Zukunft
- NEUROTEC II - (BMBF-16ME0398K)},
pid = {G:(DE-HGF)POF4-5234 / G:(DE-82)BMBF-16ME0398K},
typ = {PUB:(DE-HGF)6},
url = {https://juser.fz-juelich.de/record/1027983},
}