摘要
A prototype of fully flexible intelligent contact lens, which are shown in the impressive action movie series of "MISSION: IMPOSSIBLE", has become the Possible Mission in this work. Hereon, the system adopts analog-to-information processing method to build a specific Multi-Layer Perceptron network for image classification tasks with flexible devices and circuits, where the information is extracted from raw data of the sensing analog signal directly. Simulated with HSPICE of Level-62 TFT device model, for standard test image data set of MNIST, the classification accuracy of the presented flexible neural network circuit is up to 92.99%; meanwhile, the classification speed is as fast as 10k fps, and the energy consumption is low to only 15.16μJ. Additionally, for the imperfections of flexible devices of larger devices mismatch and process variations, the fault-tolerance of the system has been evaluated as well, which demonstrates the feasibility of the presented methods and lowers the barrier to integrated all kinds of FLEXIBLE Devices into a FULLY FLEXIBLE Systems with sensors, processing parts and even energy harvesting parts, etc., in the future wearable smart terminals.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | IEEE International Symposium on Circuits and Systems |
| 主期刊副标题 | From Dreams to Innovation, ISCAS 2017 - Conference Proceedings |
| 出版商 | Institute of Electrical and Electronics Engineers Inc. |
| ISBN(电子版) | 9781467368520 |
| DOI | |
| 出版状态 | 已出版 - 25 9月 2017 |
| 活动 | 50th IEEE International Symposium on Circuits and Systems, ISCAS 2017 - Baltimore, 美国 期限: 28 5月 2017 → 31 5月 2017 |
出版系列
| 姓名 | Proceedings - IEEE International Symposium on Circuits and Systems |
|---|---|
| ISSN(印刷版) | 0271-4310 |
会议
| 会议 | 50th IEEE International Symposium on Circuits and Systems, ISCAS 2017 |
|---|---|
| 国家/地区 | 美国 |
| 市 | Baltimore |
| 时期 | 28/05/17 → 31/05/17 |
联合国可持续发展目标
此成果有助于实现下列可持续发展目标:
-
可持续发展目标 7 经济适用的清洁能源
指纹
探究 'From "mISSION: IMPOSSIBLE" to mission possible: Fully flexible intelligent contact lens for image classification with analog-to-information processing' 的科研主题。它们共同构成独一无二的指纹。引用此
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver