A deep learning based astronomical target detection framework for multi-colour photometry sky survey projects

P Jia, Y Zheng, M Wang, Z Yang - Astronomy and Computing, 2023 - Elsevier
Multi-colour photometry sky survey projects would obtain celestial object images of different
colours with a wide field telescope and several different filters. Images of different colours …

Energy-efficient acceleration of deep neural networks on realtime-constrained embedded edge devices

B Kim, S Lee, AR Trivedi, WJ Song - IEEE Access, 2020 - ieeexplore.ieee.org
This paper presents a hardware management technique that enables energy-efficient
acceleration of deep neural networks (DNNs) on realtime-constrained embedded edge …

R2D2: Removing ReDunDancy Utilizing Linearity of Address Generation in GPUs

D Ha, Y Oh, WW Ro - Proceedings of the 50th Annual International …, 2023 - dl.acm.org
A generally used GPU programming methodology is that adjacent threads access data in
neighbor or specific-stride memory addresses and perform computations with the fetched …

Hardware accelerator systems for embedded systems

WJ Song - Advances in Computers, 2021 - Elsevier
This chapter describes various engineering considerations and constraints to deploy neural
network applications in embedded systems and presents a variety of processing solutions to …

[引用][C] RelSim: Computational framework for lifetime reliability assessment of heterogeneous accelerator systems

S Jung, Y Chon, J Hwang, B Kim, A Trivedi, W Song - Available at SSRN 4198756, 2022