Journal of Terahertz Science and Electronic Information Technology , Volume. 21, Issue 6, 819(2023)

PCB crosstalk prediction based on machine learning

CHEN Xingyu*, SHI Dan, and WANG Yunpeng
Author Affiliations
  • [in Chinese]
  • show less
    References(12)

    [1] [1] HOLLAUS K,BIRO O,CALDERA P,et al. Simulation of crosstalk on printed circuit boards by FDTD,FEM,and a circuit model[J]. IEEE Transactions on Magnetics, 2008,44(6):1486-1489.

    [2] [2] DEVABHAKTUNI V, BUNTING C F, GREEN D, et al. A new ANN-based modeling approach for rapid EMI/EMC analysis of PCB and shielding enclosures[J]. IEEE Transactions on Electromagnetic Compatibility, 2013,55(2):385-394.

    [3] [3] WATSON P M,GUPTA K C. EM-ANN models for microstrip vias and interconnects in dataset circuits[J]. IEEE Transactions on Microwave Theory & Techniques, 1996,44(12):2495-2503.

    [4] [4] LIAO C L, MUTNURY B, CHEN C H, et al. PCB stack-up design and optimization for next generation speeds[C]// 2016 IEEE 25th Conference on Electrical Performance of Electronic Packaging & Systems. San Diego,CA,USA:IEEE, 2017.

    [5] [5] CHAUDHARY V, DAVE I R, UPLA K P. Automatic visual inspection of printed circuit board for defect detection and classification[C]// 2017 International Conference on Wireless Communications, Signal Processing and Networking. Chennai, India:IEEE, 2017:732-737.

    [6] [6] YANG L,XU W,YANG C,et al. Electrostatic discharge characteristics simulation of printed-circuit-board with full-wave model[C]//2019 3rd International Conference on Circuits,System and Simulation(ICCSS). Nanjing,China:[s.n.], 2019.

    [7] [7] JING Xiaosong, ZHOU Runjing. Crosstalk analysis and simulation in high-speed PCB design[C]// 2007 8th International Conference on Electronic Measurement and Instruments. Xi'an,China:IEEE, 2007:437-440.

    [8] [8] ZHANG Yanli, An Qi, WANG Yanfang. Study of high-speed clock signal transmission based on PCB simulation[J]. The Computer Simulation, 2004(9):175-178.

    [9] [9] HOLLAUS K,BIRO O,CALDERA P,et al. Simulation of crosstalk on printed circuit boards by FDTD,FEM,and a circuit model[J].IEEE Transactions on Magnetics, 2008,44(6):1486-1489.

    [10] [10] MILSOM R F,SCOTT K J,CLARK G. Electrical simulation of multilayer PCB with non-parallel tracks and printed components[C]//The 8th International Zurich Symposium and Technical Exhibition on EMC. 1989:63-68.

    [11] [11] WU Nan, GU Wanbo, WANG Xudong. A novel efficient automatic modulation classification algorithm using deep LSTM aided convolutional networks[J/OL]. Journal of Terahertz Science and Electronic Information Technology. doi: 10.11805/TKYDA2020034.

    [12] [12] YU L C, WANG J K, LAI R, et al. Refining word embeddings using intensity scores for sentiment analysis[J]. IEEE/ACM Transactions on Audio,Speech,and Language Processing, 2018,26(3):671-681.

    Tools

    Get Citation

    Copy Citation Text

    CHEN Xingyu, SHI Dan, WANG Yunpeng. PCB crosstalk prediction based on machine learning[J]. Journal of Terahertz Science and Electronic Information Technology , 2023, 21(6): 819

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: May. 9, 2020

    Accepted: --

    Published Online: Jan. 19, 2024

    The Author Email: Xingyu CHEN (chenxingyu@bupt.edu.cn.)

    DOI:10.11805/tkyda2020679

    Topics