基于表面电肌图识别电子味觉的识别
Asif Ullah1, Fengqi Zhang2, Zhendong Song1
1Institute of Intelligent Manufacturing, Shenzhen Polytechnic University, 4089 Shahe West Road, Shenzhen 518055, China.
Biosensors
|August 28, 2024
概括
这项研究探讨了使用表面电肌图 (sEMG) 的电子口味 (E-Taste) 识别. 研究人员达到高达84.79%的准确性,为新的味道感应技术铺平了道路.
科学领域:
- 神经科学是一个神经科学.
- 生物医学工程 生物医学工程
- 感官科学 感官科学
背景情况:
- 大脑计算机接口 (BCI) 传统上使用EEG,MEG,EMG和fMRI来识别味觉.
- 关于使用非侵入性方法识别电子口味 (E-Taste) 的研究有限.
研究的目的:
- 研究使用表面电肌图 (sEMG) 识别E-Taste感觉的可行性.
- 开发和评估基于面部肌肉活动的E-Taste分类机器学习模型.
主要方法:
- 一个带有银电极的E-Taste设备刺激了舌头.
- 表面电肌图 (sEMG) 电极记录了面部肌肉活动.
- 一个随机的森林分类器被应用到预处理的sEMG数据.
主要成果:
- 实现了5倍的交叉验证准确率,达到70.43%.
- 个人参与者分析的最高准确率为84.79%.
- 用8个特征进行特征提取,结果达到72.56%的准确率.
结论:
- sEMG在识别电子味觉方面表现有前途.
- 这项研究为开发先进的E-Taste识别系统提供了基础.
- 未来的工作可以改进特征提取和机器学习模型,以提高准确性.
相关概念视频
Gustation
47.7K
Gustation is a chemical sense that, along with olfaction (smell), contributes to our perception of taste. It starts with the activation of receptors by chemical compounds (tastants) dissolved in the saliva. The saliva and filiform papillae on the tongue distribute the tastants and increase their exposure to the taste receptors.
47.7K
Taste Buds and Receptors
1.9K
Gustation, or the sense of taste, is intrinsically linked to the anatomical structures located on the tongue. This organ's surface, along with the entirety of the oral cavity, is adorned with stratified squamous epithelium. Evident on the tongue are elevated structures known as papillae (singular = papilla), which house the mechanisms for the transduction of gustatory stimuli. Four distinct types of papillae exist, each identified by their unique morphological attributes: the circumvallate,...
1.9K
The Physiology of Taste
3.8K
The perception of a salty flavor is facilitated by sodium ions within the oral salivary fluid. Upon consumption of a salty substance, salt crystals disassemble, leading to the liberation of its constituents—Na+ and Cl- ions. These ions subsequently dissolve into the salivary fluid present in the oral cavity. The external environment of the gustatory cells experiences an elevation in Na+ concentration, thereby establishing a potent concentration gradient. This gradient propels the...
3.8K
Tactile and Chemical Senses
288
Tactile senses encompass touch, temperature, and pain, each mediated by specific receptors. Touch receptors detect mechanical energy or pressure against the skin. Sensory fibers from these receptors enter the spinal cord and relay information to the brain stem. Here, most fibers cross over to the opposite side of the brain. The touch information then moves to the thalamus, which projects a map of the body's surface onto the somatosensory areas of the parietal lobes in the cerebral cortex.
288


