Current Mirror Array: A Novel Circuit Topology for Combining Physical Unclonable Function and Machine Learning
文献类型：期刊论文
| 作者 | Wang, Zheng; Chen, Yi; Patil, Aakash; Jayabalan, Jayasanker; Zhang, Xueyong; Chang, Chip-Hong; Basu, Arindam |
| 刊名 | IEEE Transactions on Circuits and Systems I: Regular Papers
 |
| 出版日期 | 2017 |
| 文献子类 | 期刊论文 |
| 英文摘要 | Edge analytics support industrial Internet of Things by pushing some data processing capacity to the edge of the network instead of sending the streaming data captured by the sensor nodes directly to the cloud. It is advantageous to endow machine learners for data reduction with suitable security primitives for privacy protection in edge computing devices to conserve area and power consumption. In this paper, we propose a novel physical unclonable function (PUF) based on current mirror array (CMA) circuits that reuses the circuit implementation of a machine learner-the extreme learning machine (ELM), which is a randomized neural network. Seven different challenge activation and response readout schemes are proposed to realize different weak and strong PUF functions from within the same CMA array. ELM endowed with such reconfigurable challenge-response mechanism is more robust and adaptable to different authentication protocols and security functions. Measurement results on 0.35μm test chips demonstrate that the proposed strong PUF outperforms other state-of-the-art designs with smaller area/bit of 9x10⁻³⁶ μm² and lower native bit error rate (BER) of 0.16% with an added overhead of less than 2.5% power and 2.9% area over the native ELM implementation. |
| URL标识 | 查看原文 |
| 语种 | 英语 |
| WOS记录号 | WOS:000427578800014 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/11579]  |
| 专题 | 深圳先进技术研究院_集成所 |
| 作者单位 | IEEE Transactions on Circuits and Systems I: Regular Papers |
| 推荐引用方式 GB/T 7714 | Wang, Zheng,Chen, Yi,Patil, Aakash,et al. Current Mirror Array: A Novel Circuit Topology for Combining Physical Unclonable Function and Machine Learning[J]. IEEE Transactions on Circuits and Systems I: Regular Papers,2017. |
| APA | Wang, Zheng.,Chen, Yi.,Patil, Aakash.,Jayabalan, Jayasanker.,Zhang, Xueyong.,...&Basu, Arindam.(2017).Current Mirror Array: A Novel Circuit Topology for Combining Physical Unclonable Function and Machine Learning.IEEE Transactions on Circuits and Systems I: Regular Papers. |
| MLA | Wang, Zheng,et al."Current Mirror Array: A Novel Circuit Topology for Combining Physical Unclonable Function and Machine Learning".IEEE Transactions on Circuits and Systems I: Regular Papers (2017). |
入库方式： OAI收割
来源：深圳先进技术研究院
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