Skip to main content
SpringerLink
Log in

Golden chip free Trojan detection leveraging probabilistic neural network with genetic algorithm applied in the training phase

  • Letter
  • Published:
Science China Information Sciences Aims and scope Submit manuscript

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

References

  1. Zhang X J, Zhang F, Guo S Z, et al. Optimal model search for hardware-trojan-based bit-level fault attacks on block ciphers. Sci China Inf Sci, 2018, 61: 039106

    Article  MathSciNet  Google Scholar 

  2. He J J, Zhao Y Q, Guo X L, et al. Hardware Trojan detection through chip-free electromagnetic side-channel statistical analysis. IEEE Trans VLSI Syst, 2017, 25: 2939–2948

    Article  Google Scholar 

  3. Elnaggar R, Chakrabarty K. Machine learning for hardware security: opportunities and risks. J Electron Test, 2018, 34: 183–201

    Article  Google Scholar 

  4. Xue MF, Wang J, Hu A Q. An enhanced classification-based golden chips-free hardware Trojan detection technique. In: Proceedings of IEEE Asian Hardware-Oriented Security and Trust, Yilan, 2016

    Google Scholar 

  5. Ahmadipour M, Hizam H, Othman M L, et al. Islanding detection method using ridgelet probabilistic neural network in distributed generation. Neurocomputing, 2019, 329: 188–209

    Article  Google Scholar 

  6. Nourian M A, Fazeli M, Hely D. Hardware Trojan detection using an advised genetic algorithm based logic testing. J Electron Test, 2018, 34: 461–470

    Article  Google Scholar 

Download references

Acknowledgements

This work was financially supported by National Natural Science Foundation of China (Grant No. 61832018).

Author information

Authors and Affiliations

  1. School of Microelectronics, Tianjin University, Tianjin, 300072, China

    Yanjiang Liu, Jiaji He, Haocheng Ma & Yiqiang Zhao

Authors
  1. Yanjiang Liu
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Jiaji He
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Haocheng Ma
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Yiqiang Zhao
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Yiqiang Zhao.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, Y., He, J., Ma, H. et al. Golden chip free Trojan detection leveraging probabilistic neural network with genetic algorithm applied in the training phase. Sci. China Inf. Sci. 63, 129401 (2020). https://doi.org/10.1007/s11432-019-9803-8

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11432-019-9803-8

Search

Navigation