局部主动记忆振荡器使可控制的复杂行为和频域提取成为可能
Yanghao Wang1, Pek Jun Tiw1, Yuheng Liu1
1Beijing Advanced Innovation Center for Integrated Circuits, School of Integrated Circuits, Peking University, Beijing 100871, China.
在Mott过渡附近的氧化瓦纳设备为神经形态计算提供了新的可能性. 一个新的模型和控制方法使复杂的计算成为可能,超越了传统的方法.
科学领域:
- 材料科学 材料科学 材料科学
- 凝聚物质物理学 凝聚物质物理学
- 计算神经科学是一种神经科学.
背景情况:
- 在Mott过渡附近的物理非线性是神经形态计算的关键.
- 当前的研究往往简化了Mott设备,缺乏复杂动态的统一模型.
研究的目的:
- 为氧化瓦纳设备开发一个热力学紧模型.
- 为非线性振荡器行为提出基于注射的控制方法.
主要方法:
- 使用了电气测量和局部活性原理.
- 开发了用于氧化瓦纳设备的热力学紧模型.
- 研究了用于频率划分,随机振荡和频率锁定的非线性振荡器控制.
主要成果:
- 在复杂的非线性动态中展示了基于注射的控制方法.
- 在混沌的边缘展示了一个用于频域信息提取的单一设备.
- 实现了与特定任务的双层卷积神经网络相美的性能.
结论:
- 桥梁物理非线性,电路动力学和计算理论.
- 在神经形态计算中促进了向本地活跃设备的转变.
- 通过统一的理论模型进行先进的动态神经形态计算.
更多相关视频
10:22Interictal High Frequency Oscillations Detected with Simultaneous Magnetoencephalography and Electroencephalography as Biomarker of Pediatric Epilepsy
Published on: December 6, 2016
06:31Reconstitution of Cell-cycle Oscillations in Microemulsions of Cell-free Xenopus Egg Extracts
Published on: September 27, 2018
相关概念视频
Frequency-Domain Interpretation of PD Control
The proportional control gain, combined with the...
Time and frequency -Domain Interpretation of PI Control
Acting as a low-pass filter, the PI controller slows the system's response and extends settling times. This requires...
Time and frequency -Domain Interpretation of Phase-lead Control
The design of phase-lead control involves the strategic placement of poles and zeros to balance steady-state error and system...
Time and frequency -Domain Interpretation of Phase-lag Control
Phase-lag controllers do not place a pole at zero, but instead influence the steady-state error by amplifying any...
Linear Approximation in Frequency Domain
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
Load-frequency control
