Artificial intelligence for channel estimation in multicarrier systems for B5G/6G communications: A survey

EC Vilas Boas, JDS e Silva, FAP de Figueiredo… - EURASIP Journal on …, 2022 - Springer
Multicarrier modulation allows for deploying wideband systems resilient to multipath fading
channels, impulsive noise, and intersymbol interference compared to single-carrier systems …

Reservoir computing meets smart grids: Attack detection using delayed feedback networks

K Hamedani, L Liu, R Atat, J Wu… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
A new method for attack detection of smart grids with wind power generators using reservoir
computing (RC) is introduced in this paper. RC is an energy-efficient computing paradigm …

Brain-inspired wireless communications: Where reservoir computing meets MIMO-OFDM

SS Mosleh, L Liu, C Sahin… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Reservoir computing (RC) is a class of neuromorphic computing approaches that deals
particularly well with time-series prediction tasks. It significantly reduces the training …

Learning for detection: MIMO-OFDM symbol detection through downlink pilots

Z Zhou, L Liu, HH Chang - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
In this paper, we introduce a reservoir computing (RC) structure, namely, windowed echo
state network (WESN), for multiple-input-multiple-output orthogonal frequency-division …

[PDF][PDF] Deep reservoir computing meets 5G MIMO-OFDM systems in symbol detection

Z Zhou, L Liu, V Chandrasekhar, J Zhang… - Proceedings of the AAAI …, 2020 - aaai.org
Conventional reservoir computing (RC) is a shallow recurrent neural network (RNN) with
fixed high dimensional hidden dynamics and one trainable output layer. It has the nice …

Interspike-interval-based analog spike-time-dependent encoder for neuromorphic processors

C Zhao, Y Yi, J Li, X Fu, L Liu - IEEE Transactions on Very …, 2017 - ieeexplore.ieee.org
Von Neumann bottleneck, which refers to the limited throughput between the CPU and
memory, has already become a major factor hindering the technical advances of computing …

Novel spike based reservoir node design with high performance spike delay loop

C Zhao, J Li, L Liu, LS Koutha, J Liu, Y Yi - Proceedings of the 3rd ACM …, 2016 - dl.acm.org
With the emerging cutting-edge semiconductor nanotechnologies, reservoir computing has
shifted the focus from software implementation towards hardware and optical …

Realizing green symbol detection via reservoir computing: An energy-efficiency perspective

R Shafin, L Liu, J Ashdown, J Matyjas… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
Reservoir Computing (RC) is a class of machine learning approaches that is suitable for
prediction tasks with low computational complexity. In this paper, an RC-based symbol …

Enabling sustainable cyber physical security systems through neuromorphic computing

J Li, L Liu, C Zhao, K Hamedani… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
As the novel paradigm in the field of machine learning, reservoir computing possesses
exceptional performance, eg, energy efficiency, in tasks in which the traditional von …

[HTML][HTML] The novel applications of deep reservoir computing in cyber-security and wireless communication

K Hamedani, Z Zhou, K Bai, L Liu - Intelligent System and …, 2019 - intechopen.com
This chapter introduces the novel applications of deep reservoir computing (RC) systems in
cyber-security and wireless communication. The RC systems are a new class of recurrent …