人工旋转冰的回声状态属性和内存容量
1National Institute of Advanced Industrial Science and Technology (AIST), Research Center for Emerging Computing Technologies, Tsukuba, Ibaraki, 305-8568, Japan. tomohiro-taniguchi@aist.go.jp.
Scientific reports
|March 18, 2025
概括
使用磁道连接 (MTJs) 的人工旋转冰 (ASI) 显示了储库计算的潜力. 输入磁场强度严重影响内存容量,显示由于双极相互作用而损失回声状态属性.
科学领域:
- 凝聚物质物理学 凝聚物质物理学
- 计算神经科学是一种计算神经科学.
- 这就是Spintronics.
背景情况:
- 物理水库计算利用复杂的系统进行计算.
- 人工旋转冰 (ASI) 是一个由相互作用的纳米磁铁组成的多体系统.
- 磁道连接 (MTJs) 能够在ASI中读取电磁状态.
研究的目的:
- 调查使用基于MTJ的ASI用于依赖时间的信号识别的可行性.
- 评估基于MTJ的ASI的短期记忆和平价检查能力.
- 了解双极相互作用在 ASI 的计算特性中的作用.
主要方法:
- 基于MTJ的ASI系统的数值模拟.
- 评估短期记忆能力.
- 对等性检查能力的评估.
- 分析Lyapunov指数以确定回声状态属性.
主要成果:
- 模拟了对时间依赖信号的识别.
- 发现记忆和平价检查能力随着输入磁场强度显著变化.
- 双极相互作用被证明降低了回声状态属性.
- 观察到,在负和零莱普诺夫指数的边界附近,记忆能力发生了巨大的变化.
结论:
- 基于MTJ的ASI可以执行信号识别任务.
- 输入磁场强度和双极相互作用极大地影响ASI的计算性能.
- 回声状态属性对双极相互作用敏感,发生在负利亚普诺夫指数的边缘.
相关概念视频
Atomic Nuclei: Nuclear Spin State Overview
838
NMR-active nuclei have energy levels called 'spin states' that are associated with the orientations of their nuclear magnetic moments. In the absence of a magnetic field, the nuclear magnetic moments are randomly oriented, and the spin states are degenerate. When an external magnetic field is applied, the spin states have only 2 + 1 orientations available to them. A proton with = ½ has two available orientations. Similarly, for a quadrupolar nucleus with a nuclear spin value of...
838
Atomic Nuclei: Nuclear Spin State Population Distribution
908
Near absolute zero temperatures, in the presence of a magnetic field, the majority of nuclei prefer the lower energy spin-up state to the higher energy spin-down state. As temperatures increase, the energy from thermal collisions distributes the spins more equally between the two states. The Boltzmann distribution equation gives the ratio of the number of spins predicted in the spin −½ (N−) and spin +½ (N+) states.
908
Phase Transitions: Melting and Freezing
12.2K
Heating a crystalline solid increases the average energy of its atoms, molecules, or ions, and the solid gets hotter. At some point, the added energy becomes large enough to partially overcome the forces holding the molecules or ions of the solid in their fixed positions, and the solid begins the process of transitioning to the liquid state or melting. At this point, the temperature of the solid stops rising, despite the continual input of heat, and it remains constant until all of the solid is...
12.2K
Atomic Nuclei: Nuclear Relaxation Processes
598
In the absence of an external magnetic field, nuclear spin states are degenerate and randomly oriented. When a magnetic field is applied, the spins begin to precess and orient themselves along (lower energy) or against (higher energy) the direction of the field. At equilibrium, a slight excess population of spins exists in the lower energy state. Because the direction of the magnetic field is fixed as the z-axis, the precessing magnetic moments are randomly oriented around the z-axis.
598
Spin–Spin Coupling Constant: Overview
861
In bromoethane, the three methyl protons are coupled to the two methylene protons that are three bonds away. In accordance with the n+1 rule, the signal from the methyl protons is split into three peaks with 1:2:1 relative intensities. The methylene protons appear as a quartet, with the relative intensities of 1:3:3:1.
Qualitatively, any spin plus-half nucleus polarizes the spins of its electrons to the minus-half state. Consequently, the paired electron in the hydrogen–carbon bond must...
Qualitatively, any spin plus-half nucleus polarizes the spins of its electrons to the minus-half state. Consequently, the paired electron in the hydrogen–carbon bond must...
861
Atomic Nuclei: Nuclear Spin
1.6K
All atomic particles possess an intrinsic angular momentum, or 'spin'. Electrons, protons, and neutrons each have a spin value of ½, although protons and neutrons in nuclei may have higher half-integer spins owing to energetic factors.
Atomic nuclei have a net nuclear spin, , which can have an integer or half-integer value. In atomic nuclei, the spins of protons are paired against each other but not with neutrons, and vice versa. Consequently, an even number of protons does not...
Atomic nuclei have a net nuclear spin, , which can have an integer or half-integer value. In atomic nuclei, the spins of protons are paired against each other but not with neutrons, and vice versa. Consequently, an even number of protons does not...
1.6K


