Realization of Artificial Neural Networks on FPGA

被引：1

作者：

Ersoy, Mevlut ^{[1
]}

Kumral, Cem Deniz ^{[1
]}

机构：

[1] Suleyman Demirel Univ, Dept Comp Engn, Isparta, Turkey

来源：

ARTIFICIAL INTELLIGENCE AND APPLIED MATHEMATICS IN ENGINEERING PROBLEMS | 2020年 / 43卷

关键词：

Artificial Neural Networks; Field Programmable Gate Array; Very High Speed Integrated Circuit Hardware Description Language; Real time systems;

D O I：

10.1007/978-3-030-36178-5_31

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Artificial Neural Networks (ANNs) are generally modeled and used as software based. Software models are insufficient in real time applications where ANN output needs to be calculated. ANN has an architecture that can operate in parallel to calculate hidden layers. The fact that ANN has such an architecture makes it potentially fast in calculating certain transactions. However, the speed of these operations in real-time systems depends on the specification of the hardware. Therefore, ANN design has been realized on FPGA which is capable of parallel processing. In this way, the ANN structure was realized in a hardware structure and it was provided to be used on real-time structures.

引用

页码：418 / 428

页数：11

共 50 条

[31] Artificial Neural Networks Jamming on the Beat
Tikhonov, Alexey
Yamshchikov, Ivan
PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON COMPLEXITY, FUTURE INFORMATION SYSTEMS AND RISK (COMPLEXIS), 2021, : 37 - 44
[32] Artificial neural networks on reconfigurable meshes
Jenq, JF
Li, WN
PARALLEL AND DISTRIBUTED PROCESSING, 1998, 1388 : 234 - 242
[33] Immunological Recognition by Artificial Neural Networks
Jin Xu
Junghyo Jo
Journal of the Korean Physical Society, 2018, 73 : 1908 - 1917
[34] An FPGA-based memristor emulator for artificial neural network
Zhang, Zhang
Li, Chao
Zhang, Weiqi
Zhou, Jing
Liu, Gang
MICROELECTRONICS JOURNAL, 2023, 131
[35] Artificial neural networks in medical diagnosis
Amato, Filippo
Lopez, Alberto
Pena-Mendez, Eladia Maria
Vanhara, Petr
Hampl, Ales
Havel, Josef
JOURNAL OF APPLIED BIOMEDICINE, 2013, 11 (02) : 47 - 58
[36] PREDICTION BENCHMARK OF ARTIFICIAL NEURAL NETWORKS
Samek, David
ANNALS OF DAAAM FOR 2009 & PROCEEDINGS OF THE 20TH INTERNATIONAL DAAAM SYMPOSIUM, 2009, 20 : 621 - 622
[37] Immunological Recognition by Artificial Neural Networks
Xu, Jin
Jo, Junghyo
JOURNAL OF THE KOREAN PHYSICAL SOCIETY, 2018, 73 (12) : 1908 - 1917
[38] Evolving Neural Networks for Artificial Intelligence
Downing, Keith L.
BIOLOGICALLY INSPIRED COGNITIVE ARCHITECTURES 2011, 2011, 233 : 96 - 102
[39] Modeling a Permanent Magnet Synchronous Generator Used in Wind Turbine and the Realization of Voltage Control on the Model with Artificial Neural Networks
Colak, Ilhami
Bulbul, H. Ibrahim
Sagiroglu, Seref
Sahin, Murat
INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS (ICRERA), 2012,
[40] Artificial Neural Networks in Customer Segmentation
Ozan, Sukru
Iheme, Leonardo O.
2019 27TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2019,

← 1 2 3 4 5 →