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@article{ART002998435},
author={Lee Bong Kyu},
title={An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2023},
volume={19},
number={3},
pages={65-70},
doi={10.29056/jsav.2023.09.07}

TY - JOUR
AU - Lee Bong Kyu
TI - An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)
JO - Journal of Software Assessment and Valuation
PY - 2023
VL - 19
IS - 3
PB - Korea Software Assessment and Valuation Society
SP - 65
EP - 70
SN - 2092-8114
AB - Although Deep Neural Network (DNN) shows excellent performance in pattern recognition such as image processing and voice recognition, it has the disadvantage of requiring intensive computing powers for real-time processing. This paper presents a programmable On-a-chip hardware for embedded smart applications based on Deep Neural Network (DNN) computations. To implement and test the proposed on-chip system, an FPGA-based development platform is produced and used. Since the main processor and related hardwares can be implemented in the same FPGA using the platform, all hardware blocks can be integrated and verified easily. A operation program is provided for On-a-chip system core initialization, operation, and software development environment. The effectiveness of the proposed On-a-chip system is shown through an experiment implementing an actual application system based on DNNs.
KW - DNN;Smart Applications;Embedded;Development platform;Error Backpropagation
DO - 10.29056/jsav.2023.09.07
ER -

Lee Bong Kyu. (2023). An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network). Journal of Software Assessment and Valuation, 19(3), 65-70.

Lee Bong Kyu. 2023, "An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)", Journal of Software Assessment and Valuation, vol.19, no.3 pp.65-70. Available from: doi:10.29056/jsav.2023.09.07

Lee Bong Kyu "An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)" Journal of Software Assessment and Valuation 19.3 pp.65-70 (2023) : 65.

Lee Bong Kyu. An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network). 2023; 19(3), 65-70. Available from: doi:10.29056/jsav.2023.09.07

Lee Bong Kyu. "An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)" Journal of Software Assessment and Valuation 19, no.3 (2023) : 65-70.doi: 10.29056/jsav.2023.09.07

Lee Bong Kyu. An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network). Journal of Software Assessment and Valuation, 19(3), 65-70. doi: 10.29056/jsav.2023.09.07

Lee Bong Kyu. An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network). Journal of Software Assessment and Valuation. 2023; 19(3) 65-70. doi: 10.29056/jsav.2023.09.07

Lee Bong Kyu. An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network). 2023; 19(3), 65-70. Available from: doi:10.29056/jsav.2023.09.07

Lee Bong Kyu. "An On-a-Chip System for Smart Applications based on DNN (Deep Neural Network)" Journal of Software Assessment and Valuation 19, no.3 (2023) : 65-70.doi: 10.29056/jsav.2023.09.07