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相关概念视频

MOS Capacitor01:25

MOS Capacitor

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A Metal-Oxide-Semiconductor (MOS) capacitor is a fundamental structure used extensively in semiconductor device technology, particularly in the fabrication of integrated circuits and MOSFETs (metal-oxide-semiconductor field-effect transistors). The MOS capacitor consists of three layers: a metal gate, a dielectric oxide, and a semiconductor substrate.
The metal gate is typically made from highly conductive materials such as aluminum or polysilicon. Beneath the metal gate lies a thin layer of...
940
Understanding Memory01:19

Understanding Memory

603
Memory is the retention of information or experiences over time, facilitated through three main processes: encoding, storage, and retrieval. Encoding is the process of inputting information into the memory system. For instance, when listening to a lecture, watching a play, reading a book, or having a conversation, the brain is actively encoding information. This initial stage involves transforming sensory input into a form that can be processed and stored by the brain. Various factors, such as...
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Non-ohmic Devices00:51

Non-ohmic Devices

1.2K
In most substances, the current flow is proportional to the voltage applied to it. A simple relationship between the values of current, voltage, and resistance is known as Ohm's law. Nonohmic devices do not exhibit a linear relationship between voltage and current. One such device is the semiconducting circuit element known as a diode. A diode is a circuit device that allows current flow in only one direction.
Consider a simple circuit consisting of a battery, a diode, and a resistor. A...
1.2K
System of Memory01:23

System of Memory

6.4K
Memory is categorized into three major systems: sensory memory, short-term memory (STM), and long-term memory (LTM). These systems differ in their capacity and the duration for which they can hold information. Sensory memory captures raw sensory input from the environment, holding it for just a few seconds or less. For example, on hearing a brief, loud sound, like a car horn honking, the sound seems to linger in the mind for a moment even after it stops. This is an instance of sensory memory...
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Design Example: Resistive Touchscreen01:14

Design Example: Resistive Touchscreen

415
A device engineer plays a crucial role in designing user interfaces for mobile devices. One such interface is the resistive touchscreen, which fundamentally consists of two metallic layers: a flexible upper layer and a rigid lower layer, separated by a narrow gap. The high resistance between these two layers is a key characteristic of this design.
When a user touches the screen, the two layers make contact at a specific point known as the touchpoint. This contact reduces the resistance between...
415
Semiconductors01:22

Semiconductors

856
There is variation in the electrical conductivity of materials - metals, semiconductors, and insulators that are showcased with the help of the energy band diagrams.
Metals such as copper (Cu), zinc (Zn), or lead (Pb) have low resistivity and feature conduction bands that are either not fully occupied or overlap with the valence band, making a bandgap non-existent. This allows electrons in the highest energy levels of the valence band to easily transition to the conduction band upon gaining...
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相关实验视频

Updated: Sep 1, 2025

A Method for Growing Bio-memristors from Slime Mold
07:46

A Method for Growing Bio-memristors from Slime Mold

Published on: November 2, 2017

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基于电阻随机访问内存的计算内存芯片

Weier Wan1,2, Rajkumar Kubendran3,4, Clemens Schaefer5

  • 1Stanford University, Stanford, CA, USA. weierwan@stanford.edu.

Nature
|August 17, 2022
PubMed
概括
此摘要是机器生成的。

这项研究介绍了NeuRRAM,一种使用电阻随机存储器 (RRAM) 的新型计算内存 (CIM) 芯片. 对于边缘设备的人工智能 (AI) 任务,NeuRRAM实现了卓越的能源效率和精度.

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Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes
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Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes

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In Situ Transmission Electron Microscopy with Biasing and Fabrication of Asymmetric Crossbars Based on Mixed-Phased a-VOx
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In Situ Transmission Electron Microscopy with Biasing and Fabrication of Asymmetric Crossbars Based on Mixed-Phased a-VOx

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相关实验视频

Last Updated: Sep 1, 2025

A Method for Growing Bio-memristors from Slime Mold
07:46

A Method for Growing Bio-memristors from Slime Mold

Published on: November 2, 2017

9.0K
Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes
08:07

Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes

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In Situ Transmission Electron Microscopy with Biasing and Fabrication of Asymmetric Crossbars Based on Mixed-Phased a-VOx
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In Situ Transmission Electron Microscopy with Biasing and Fabrication of Asymmetric Crossbars Based on Mixed-Phased a-VOx

Published on: May 13, 2020

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科学领域:

  • 材料科学
  • 计算机工程
  • 人工智能

背景情况:

  • 边缘设备需要节能硬件来实现复杂的AI功能.
  • 使用电阻随机存储器 (RRAM) 的内存计算 (CIM) 通过整合内存和计算提供了一个解决方案.
  • 现有的RRAM-CIM芯片在平衡能源效率,模型多功能性和准确性方面面临挑战.

研究的目的:

  • 开发一个基于RRAM的CIM芯片,NeuRRAM,它克服了效率,多功能性和准确性之间的权衡.
  • 在多个设计层次上展示同时的改进:算法,架构,电路和设备.
  • 在前所未有的能源效率下直接在边缘设备上实现先进的AI功能.

主要方法:

  • 对RRAM-CIM设计的算法,架构,电路和设备进行协同优化.
  • 开发一种基于RRAM的新型CIM芯片,名为NeuRRAM.
  • 集成密集,模拟,非易失性RRAM设备用于内存计算.

主要成果:

  • 与之前的RRAM-CIM芯片相比,NeuRRAM的能效提高了两倍.
  • 该芯片通过为各种AI模型架构重新配置CIM核心来展示多功能性.
  • 推断的准确性与在各种AI任务中使用四位数量化的软件模型相比较,包括图像分类和语音识别.

结论:

  • 在基于RRAM的CIM技术中,NeuRRAM是一个显著的进步.
  • 协同优化方法成功地解决了效率-多功能性-准确性权衡问题.
  • 这项技术为边缘设备的高效准确人工智能处理铺平了道路.