I. AIM AND SCOPE
A special issue of the IEEE Transactions on Emerging Topics
in Computational Intelligence will be dedicated to Large-Scale
Memristive Systems and Neurochips for Computational
intelligence. Original, unpublished research and application
contributions matching the main theme of this special issue
are welcome. Comprehensive tutorial and survey papers on
Memristive Systems and Neurochips are considered for this
special issue as well.
In the recent years, there has been a dramatic increase in the
volume of research done to explore the application of
memristors in various smart sensors, chips and systems, such
as for implementing neural networks, deep learning,
hierarchical temporal memories, intelligent memory arrays
and brain-inspired neuromorphic systems. The small size, ease
of programmability, low leakage currents, ability to maintain
resistance states and CMOS compatibility make the memristor
a useful device for neurochip implementations. The possibility
of using memristors to mimic neural circuits as well as to
implement learning memory for various spatio-temporal
pattern recognition and neuromorphic computing applications
makes it further a versatile device. However, in this early
stages of development and exploration, the practical
realisation of computational intelligence applications requires
the development of in-depth theory, modelling, simulation and
implementation of the memristors in large scale arrays and
networks. This special issue aims to identify state of the art in
the memristive systems and neurochips, and specifically
encourages submissions that support the theory, algorithms
and implementation of a wide range of emerging
computational intelligence applications such as artificial life,
artificial cellular networks, bio-inspired networks, and
intelligence over the internet of things.
II. THEMES
We seek original papers with novel research contributions in
all aspects of theory, simulations, algorithms, and
implementation of complex memristive systems and
neurochips, with a strong emphasis on emerging
cross-disciplinary applications of computational intelligence. Topics of interest for this issue include, but are not limited to:
● Novel techniques for simulation and emulation of
memristive systems and neurochips
● Bioinspired circuits, algorithms and systems utilizing
memristive arrays
● Intelligent sensory signal processing algorithms for
neuro-memristive systems
● Large-scale memristive systems and neurochips for
internet of things
● Neuromorphic models, algorithms and systems, and
its computational intelligence applications
● Intelligent memory systems, cognitive architectures
and its implementations
● Large-scale implementations and simulations of
neurochips
● Spatio-temporal analysis with neurochips and
memory systems
● Deep learning architectures, theories, systems and its
implementations
● Neurochip systems of systems implementation, and
architecture optimisations
III. IMPORTANT DATES
Submission deadline: October 30, 2017
Author notification: January 15, 2017
Revision: March 15, 2018
Final version: April 15, 2018
IV.GUEST EDITORS
Alex Pappachen James
Nazarbayev University, Kazakhstan
apj@ieee.org
Khaled Nabil Salama
King Abdulla University of Science and Technology
(KAUST), Saudi Arabia
khaled_salama@ieee.org
Hai (Helen) Li
Duke University, USA
hai.li@duke.edu
Dalibor Biolek
University of Defence Brno, Czech Republic
dalibor.biolek@unob.cz
Giacomo Indiveri
University of Zurich and ETH Zurich, Switzerland
giacomo@ini.uzh.ch
Leon Ong Chua
University of California, Berkeley, USA
chua@berkeley.edu
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