Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Neural Circuits01:25

Neural Circuits

1.3K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.3K
Auditory Pathway01:15

Auditory Pathway

5.4K
Auditory pathways constitute the complex neural circuits responsible for transmitting and interpreting auditory information from the peripheral auditory system to the brain. Sound waves are initially captured by the outer ear, funneled through the ear canal, and reach the tympanic membrane (eardrum). These vibrations are transmitted via the middle ear's ossicles to the inner ear's cochlea.
When viewed cross-sectionally, the cochlea reveals the scala vestibuli and scala tympani flanking...
5.4K
Neural Regulation01:37

Neural Regulation

39.5K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
39.5K
Classification of Signals01:30

Classification of Signals

484
In signal processing, signals are classified based on various characteristics: continuous-time versus discrete-time, periodic versus aperiodic, analog versus digital, and causal versus noncausal. Each category highlights distinct properties crucial for understanding and manipulating signals.
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
484
Force Classification01:22

Force Classification

1.2K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.2K
Neural Control of Respiration01:18

Neural Control of Respiration

2.5K
The neural regulation of respiration is a meticulously coordinated process primarily controlled by the respiratory centers located within the brainstem. These centers, composed of specialized neurons, transmit nerve impulses that control the contraction and relaxation of our respiratory muscles.
Respiratory Centers in the Brainstem
Two primary areas comprise the respiratory center: the medullary respiratory center in the medulla oblongata and the pontine respiratory group in the pons. The...
2.5K

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

An optimized deep neural network with explainable artificial intelligence framework for brain tumour classification.

Network (Bristol, England)·2025
查看所有相关文章

相关实验视频

Updated: Jul 13, 2025

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
04:17

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning

Published on: May 10, 2024

790

使用优化卷积神经网络和基于人工智能的可解释性分析来检测语音病理.

Roohum Jegan1, R Jayagowri1

  • 1Department of Electronics and Communication Engineering, BMS College of Engineering, Bengluru, Karnataka, India.

Computer methods in biomechanics and biomedical engineering
|October 18, 2023
PubMed
概括

这项研究引入了一个优化的卷积神经网络 (CNN) 用于检测健康和病态的声音. 人工蜂群 (ABC) 算法提高了CNN的准确性,改善了语音障碍的检测.

科学领域:

  • 医疗成像医学成像
  • 人工智能的人工智能
  • 信号处理 信号处理

背景情况:

  • 区分健康和病态的声音对于诊断语音障碍至关重要.
  • 传统方法可能缺乏对微妙的声音变化所需的精度.
  • 计算机辅助诊断为客观的语音评估提供了一个有希望的途径.

研究的目的:

  • 为健康和病态语音检测提出一种非侵入性的计算机辅助评估方法.
  • 优化卷积神经网络 (CNN) 使用人工蜂群 (ABC) 算法进行增强的语音分析.
  • 为了验证拟议的方法在不同语音数据集上的性能.

主要方法:

  • 语音样本被转化为时间频率表示的Mel谱图.
  • 一个CNN模特被训练使用这些光谱图来进行语音分类.
  • 通过人工蜂群 (ABC) 算法优化了CNN的参数.
  • 为了解释性,使用了梯度加权类激活映射 (Grad-CAM).

主要成果:

  • 与传统的CNN相比,ABC优化的CNN模型的准确性提高了1.02%.
  • 该方法显示了数据独立的歧视性表示能力.
  • 在SVD,AVPD和VOICED数据集上进行了评估,证实了强大的性能.
关键词:
语音病理学检测检测 声音病理学检测可解释的人工智能图像质地特征 图像质地特征这就是MEL光谱图.优化了CNN和CNN的优化

更多相关视频

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.1K
Objectification of Tongue Diagnosis in Traditional Medicine, Data Analysis, and Study Application
05:56

Objectification of Tongue Diagnosis in Traditional Medicine, Data Analysis, and Study Application

Published on: April 14, 2023

2.5K

相关实验视频

Last Updated: Jul 13, 2025

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
04:17

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning

Published on: May 10, 2024

790
Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
09:47

Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches

Published on: December 15, 2023

1.1K
Objectification of Tongue Diagnosis in Traditional Medicine, Data Analysis, and Study Application
05:56

Objectification of Tongue Diagnosis in Traditional Medicine, Data Analysis, and Study Application

Published on: April 14, 2023

2.5K

结论:

  • 建议的非侵入性,优化的CNN方法有效地检测病态声音.
  • ABC优化显著提高了CNN在语音分析中的性能.
  • 使用Grad-CAM的可解释AI (XAI) 在诊断决策中提供了透明度.