WiseEDA: LLMs in RF Circuit Design

被引:0
|
作者
Jin, Hangjiang [1 ]
Wang, Junchao [1 ]
Sheng, Junjie [1 ]
Wu, Yifan [1 ]
Chen, Jiayu [1 ]
Wang, Yaqi [1 ]
Liu, Jun [1 ]
机构
[1] Hangzhou Dianzi Univ, Innovat Ctr Elect Design Automat Technol, Hangzhou 310018, Peoples R China
关键词
RFIC; EDA; LLM; Netlist; NEURAL-NETWORKS; ALGORITHM;
D O I
10.1016/j.mejo.2025.106607
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As the complexity of Radio Frequency Integrated Circuit (RFIC) design increases, the significance of Electronic Design Automation (EDA) becomes more pronounced. This paper proposes a circuit design methodology utilizing Large Language Models (LLMs), incorporating tools for topology selection and netlist optimization based on a particle swarm optimization algorithm. These tools are driven by LLMs, enabling engineers to describe their requirements in natural language. The LLM then selects suitable topologies and automatically configures relevant parameters for the optimizer, facilitating the automated netlist circuit design. Experimental results demonstrate that, after equipping the LLM with relevant knowledge through prompt engineering, it can optimize the values of capacitors, inductors, and other parameters in the band-pass filter netlist. This ensures that the filter's S11 and S21 performance meet the specified requirements within a particular frequency band, thereby confirming the feasibility of employing LLMs in the automated circuit design process.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] RF circuit design in reliability
    Xiao, EJ
    Yuan, JS
    2003 IEEE RADIO FREQUENCY INTEGRATED CIRCUITS (RFIC) SYMPOSIUM, DIGEST OF PAPERS, 2003, : 575 - 578
  • [2] RF circuit design in reliability
    Xiao, EJ
    Yuan, JS
    2003 IEEE MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM DIGEST, VOLS 1-3, 2003, : A61 - A64
  • [3] The RF and Microwave Circuit Design Cookbook
    Maas, SA
    MICROWAVES & RF, 1998, 37 (10) : 70 - 70
  • [4] RF and Microwave Circuit Design: Theory and Applications
    Chu, James
    IEEE MICROWAVE MAGAZINE, 2024, 25 (10) : 80 - 82
  • [5] RF CIRCUIT DESIGN INTEGRATED WITH MICROSTRIP DGS
    Chen, X. Q.
    Weng, L. H.
    Guo, Y. C.
    Shi, X. W.
    PROGRESS IN ELECTROMAGNETICS RESEARCH M, 2008, 3 : 141 - 152
  • [6] A design of RF receiving circuit of RFID reader
    Zhang, JM
    Xie, ZM
    Lai, SL
    Wu, ZH
    2004 4th INTERNATIONAL CONFERENCE ON MICROWAVE AND MILLIMETER WAVE TECHNOLOGY PROCEEDINGS, 2004, : 406 - 409
  • [7] LDMOS modeling for analog and RF circuit design
    Canepari, A
    Bertrand, G
    Giry, A
    Minondo, M
    Blanchet, F
    Jaouen, H
    Reynard, B
    Jourdan, N
    Chante, JP
    PROCEEDINGS OF ESSDERC 2005: 35TH EUROPEAN SOLID-STATE DEVICE RESEARCH CONFERENCE, 2005, : 469 - 472
  • [8] A solution for unified RF system and circuit design
    Spoto, J
    ELECTRONIC ENGINEERING DESIGN, 2002, 74 (906): : 39 - +
  • [9] Implementing OCEAN Scripts in RF Circuit Design
    Vasjanov, Aleksandr
    Barzdenas, Vaidotas
    Liobe, John C.
    2013 NORCHIP, 2013,
  • [10] RF and Microwave Circuit Design: Theory and Applications
    Roberg, Michael
    MICROWAVE JOURNAL, 2024, 67 (01) : 110 - 110