基于人类呼气物理学的用户身份验证系统
Mukesh Karunanethy1, Rahul Tripathi1, Mahesh V Panchagnula1
1Department of Applied Mechanics and Biomedical Engineering, Indian Institute of Technology Madras, Chennai, Tamil Nadu, India.
PloS one
|April 22, 2024
概括
这项研究引入了一种使用呼气流体力学的新型生物识别系统. 呼吸中的独特的动签名能够准确地确认和识别用户,为个性化医疗应用铺平了道路.
科学领域:
- 生物识别信息 生物识别信息
- 流体力学 流体力学 流体力学
- 生物标志物 生物标志物
背景情况:
- 胸外气道的独特性表明,呼出的呼吸可以作为生物标志物.
- 之前的研究还没有探索出口呼吸的流体力学,用于生物识别.
研究的目的:
- 开发和评估一种基于呼气流体力学的新型生物识别系统.
- 为了测试这个假设,即呼出的呼吸中的流结构可以用于用户身份验证.
主要方法:
- 使用了经典的多维假设测试和机器学习模型.
- 开发了用于用户确认 (验证) 和用户识别的算法.
- 使用了94名受试者的呼气时间序列数据集.
主要成果:
- 用户确认算法实现了超过97%的真实确认率.
- 机器学习模型在用户确认方面表现出强的表现.
- 用户识别算法在50%以上的时间里成功地识别了两个嫌疑人中的用户.
- 在呼出的呼吸中发现了新的动荡签名.
结论:
- 呼气流体力学为新型生物识别系统提供了可行的基础.
- 该系统通过分析呼吸道变异,显示了个性化医疗的潜力.
- 这种方法为生物识别安全和医学诊断开辟了新的途径.
相关概念视频
Mechanism of Breathing I: Inspiration
1.5K
Introduction to Inspiration: The Respiratory System in Action
The respiratory system, an essential network for breathing, comprises the conducting and respiratory zones, each playing a crucial role in the overall process of respiration. Let us explore the detailed mechanism of inspiration, or inhalation, which is the first phase of the respiratory cycle.
Pathway of Air during Inspiration
During inspiration, air enters our body through the nose or mouth and moves through the conducting zone,...
The respiratory system, an essential network for breathing, comprises the conducting and respiratory zones, each playing a crucial role in the overall process of respiration. Let us explore the detailed mechanism of inspiration, or inhalation, which is the first phase of the respiratory cycle.
Pathway of Air during Inspiration
During inspiration, air enters our body through the nose or mouth and moves through the conducting zone,...
1.5K
Overview of Respiratory System
3.8K
The respiratory system is a complex biological apparatus that facilitates the exchange of gases, specifically oxygen and carbon dioxide, between our bodies and the environment. This system plays a vital role in the physiological process of respiration, an essential function for sustaining life.
What is the Respiratory System?
The respiratory system consists of a series of organs responsible for taking in oxygen and expelling carbon dioxide. The primary function of the respiratory system is to...
What is the Respiratory System?
The respiratory system consists of a series of organs responsible for taking in oxygen and expelling carbon dioxide. The primary function of the respiratory system is to...
3.8K
Mechanism of Breathing II: Expiration
1.1K
The Physiology of Expiration: A Seamless Respiratory Process
Expiration, or exhaling, is a complex physiological process that begins as the inspiratory muscles begin to relax. This relaxation triggers a series of events that epitomize the efficiency of the respiratory system.
Mechanism of Expiration:
Expiration, or exhaling, is a complex physiological process that begins as the inspiratory muscles begin to relax. This relaxation triggers a series of events that epitomize the efficiency of the respiratory system.
Mechanism of Expiration:
1.1K
Physical Assessment of the Respiratory Tract II: Inspection
285
Physical assessment of the respiratory tract through inspection is a crucial step in understanding the patient's respiratory health. It provides insights into the functioning of the respiratory system, the musculoskeletal structure, and even the patient's nutritional status. This comprehensive approach involves observing several vital aspects: chest configuration, breathing patterns, respiratory rates, skin color, and use of accessory muscles.
Chest Configuration
The chest configuration...
Chest Configuration
The chest configuration...
285
Breathing
59.2K
The process of breathing, inhaling and exhaling, involves the coordinated movement of the chest wall, the lungs, and the muscles that move them. Two muscle groups with important roles in breathing are the diaphragm, located directly below the lungs, and the intercostal muscles, which lie between the ribs. When the diaphragm contracts, it moves downward, increasing the volume of the thoracic cavity and creating more room for the lungs to expand. When the intercostal muscles contract, the ribs...
59.2K
Mechanism of Breathing III: The Accessory Muscles
2.3K
The Role of Accessory Muscles in the Respiratory System
The respiratory system is a complex network that relies on primary respiratory muscles like the diaphragm, but also involves accessory muscles to enhance lung expansion and airflow during both inhalation and exhalation.
Enhancing Inhalation with Accessory Muscles:
Accessory muscles such as the sternocleidomastoid, scalene, intercostal, and abdominal muscles are crucial when additional respiratory effort is required, such as during deep...
The respiratory system is a complex network that relies on primary respiratory muscles like the diaphragm, but also involves accessory muscles to enhance lung expansion and airflow during both inhalation and exhalation.
Enhancing Inhalation with Accessory Muscles:
Accessory muscles such as the sternocleidomastoid, scalene, intercostal, and abdominal muscles are crucial when additional respiratory effort is required, such as during deep...
2.3K


