A Hardware Descriptive Approach to Beetle Antennae Search
Yue, Zongcheng4; Li, Gang3; Jiang, Xiangyuan2; Li, Shuai1; Cheng, Jian3; Ren, Peng4
刊名IEEE ACCESS
2020
卷号8页码:89059-89070
关键词Field programmable gate arrays Hardware design languages Optimization Directive antennas Genetic algorithms Hardware FPGA beetle antennae search Verilog HDL optimization algorithm
ISSN号2169-3536
DOI10.1109/ACCESS.2020.2993600
通讯作者Ren, Peng(pengren@upc.edu.cn)
英文摘要Beetle antennae search (BAS) is a newly developed meta-heuristic algorithm which is effectively used for optimizing objective functions of complex forms or even unknown forms. The common practice for implementing meta-heuristic algorithms including the BAS largely relies on programming in a high-level language and executing the code on a computer platform. However, the high-level implementation of the BAS algorithm hinders it from being used in an embedding system, where real-time operations are normally required. To address this limitation, we present an approach to implementing the BAS algorithm on a field-programmable gate array (FPGA). Specifically, we program the BAS function in the Verilog hardware description language (HDL), which provides a tractable vehicle for implementing the BAS algorithm at the gate level on the FPGA chip. We simulate our Verilog HDL based BAS module with the Modelsim platform. Simulation results validate the feasibility of our proposed Verilog HDL implementation of the BAS. Additionally, we implement the BAS model on the Zynq XC7Z010 platform, with 132.5 mu s latency for model implementation.
资助项目National Natural Science Foundation of China[U1906217] ; Innovative Research Team Program for Young Scholars at Universities in Shandong Province[2020KJN010]
WOS关键词ALGORITHM ; FPGA ; OPTIMIZATION ; DESIGN
WOS研究方向Computer Science ; Engineering ; Telecommunications
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000538727700018
资助机构National Natural Science Foundation of China ; Innovative Research Team Program for Young Scholars at Universities in Shandong Province
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/39820]  
专题类脑芯片与系统研究
通讯作者Ren, Peng
作者单位1.Swansea Univ, Coll Engn, Swansea SA1 8EN, W Glam, Wales
2.Shandong Univ, Inst Marine Sci & Technol, Qingdao 266237, Peoples R China
3.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
4.China Univ Petr East China, Coll Oceanog & Space Informat, Qingdao 266580, Peoples R China
推荐引用方式
GB/T 7714
Yue, Zongcheng,Li, Gang,Jiang, Xiangyuan,et al. A Hardware Descriptive Approach to Beetle Antennae Search[J]. IEEE ACCESS,2020,8:89059-89070.
APA Yue, Zongcheng,Li, Gang,Jiang, Xiangyuan,Li, Shuai,Cheng, Jian,&Ren, Peng.(2020).A Hardware Descriptive Approach to Beetle Antennae Search.IEEE ACCESS,8,89059-89070.
MLA Yue, Zongcheng,et al."A Hardware Descriptive Approach to Beetle Antennae Search".IEEE ACCESS 8(2020):89059-89070.
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