Prediction Techniques on FPGA for Latency Reduction on Tactile Internet

Tactile Internet (TI) is a new internet paradigm that enables sending touch interaction information and other stimuli, which will lead to new human-to-machine applications. However, TI applications require very low latency between devices, as the system’s latency can result from the communication ch...

Full description

Bibliographic Details
Main Authors: da Silva, L.M.D (Author), Dias, L.A (Author), Fernandes, M.A.C (Author), Silva, S.N (Author)
Format: Article
Language:English
Published: MDPI 2022
Subjects:
Online Access:View Fulltext in Publisher
LEADER 02365nam a2200409Ia 4500
001 10.3390-s22093556
008 220706s2022 CNT 000 0 und d
020 |a 14248220 (ISSN) 
245 1 0 |a Prediction Techniques on FPGA for Latency Reduction on Tactile Internet 
260 0 |b MDPI  |c 2022 
856 |z View Fulltext in Publisher  |u https://doi.org/10.3390/s22093556 
520 3 |a Tactile Internet (TI) is a new internet paradigm that enables sending touch interaction information and other stimuli, which will lead to new human-to-machine applications. However, TI applications require very low latency between devices, as the system’s latency can result from the communication channel, processing power of local devices, and the complexity of the data processing techniques, among others. Therefore, this work proposes using dedicated hardware-based reconfigurable computing to reduce the latency of prediction techniques applied to TI. Finally, we demonstrate that prediction techniques developed on field-programmable gate array (FPGA) can minimize the impacts caused by delays and loss of information. To validate our proposal, we present a comparison between software and hardware implementations and analyze synthesis results regarding hardware area occupation, throughput, and power consumption. Furthermore, comparisons with state-of-the-art works are presented, showing a significant reduction in power consumption of ≈1300× and reaching speedup rates of up to ≈52×. © 2022 by the authors. Licensee MDPI, Basel, Switzerland. 
650 0 4 |a Communications channels 
650 0 4 |a Data handling 
650 0 4 |a Electric power utilization 
650 0 4 |a Field programmable gate arrays (FPGA) 
650 0 4 |a Forecasting 
650 0 4 |a FPGA 
650 0 4 |a Interaction information 
650 0 4 |a Internet application 
650 0 4 |a latency 
650 0 4 |a Latency 
650 0 4 |a Latency reduction 
650 0 4 |a Low latency 
650 0 4 |a Prediction techniques 
650 0 4 |a Reconfigurable architectures 
650 0 4 |a Reconfigurable hardware 
650 0 4 |a robotic 
650 0 4 |a Robotic 
650 0 4 |a tactile internet 
650 0 4 |a Tactile internet 
650 0 4 |a Touch interaction 
700 1 0 |a da Silva, L.M.D.  |e author 
700 1 0 |a Dias, L.A.  |e author 
700 1 0 |a Fernandes, M.A.C.  |e author 
700 1 0 |a Silva, S.N.  |e author 
773 |t Sensors