物联网驱动的课堂空气质量管理与深层次集群分析
A Pravin Renold1, A Arockia Abins2, Jeevaa Katiravan3
1School of Computer Science and Engineering, Vellore Institute of Technology, Chennai Campus, Chennai, India. pravinrenold.a@vit.ac.in.
本研究介绍了一种物联网系统,用于监测和预测教室空气质量和尘埃水平,使用深度层次集群分析和LSTM模型. 该系统为改善学生健康和生产力提供实时见解.
科学领域:
- 环境科学 环境科学
- 计算机科学 计算机科学
背景情况:
- 课堂空气质量不佳和高尘量会对学生的健康,舒适度和学业成绩产生负面影响.
- 需要有效的监测和预测系统来减轻这些不良影响.
研究的目的:
- 开发一个物联网 (IoT) 支持的系统,用于实时监测和预测教室空气质量和尘埃水平.
- 确定影响室内空气质量和教育环境中的尘埃积累的关键因素.
主要方法:
- 利用多个传感器收集教室空气质量数据.
- 应用了深度层次集群分析,以识别大数据集中的模式和趋势.
- 开发了一个长期短期记忆 (LSTM) 模型,根据集群数据准确预测空气质量和尘埃水平.
主要成果:
- 深度分层集群分析有效地揭示了空气质量和尘埃数据中隐藏的模式.
- 开发的LSTM模型在预测教室空气质量和尘埃水平方面表现得非常准确.
- 该系统被证明适合实时实施和在学校的实际应用.
结论:
- 拟议的物联网系统为管理教室空气质量提供了可行的解决方案.
- 实时监测和预测可以大大促进一个更健康的学习环境.
- 这种方法有可能提高学生的福祉和学术生产力.
更多相关视频
08:47Symptom Assessment of Patients with Allergic Rhinitis Using an Allergen Exposure Chamber
Published on: March 3, 2023
09:33Visualizing Field Data Collection Procedures of Exposure and Biomarker Assessments for the Household Air Pollution Intervention Network Trial in India
Published on: December 23, 2022
相关概念视频
Assessment of Ventilation II: Respiratory Depth and Rhythm
Respiratory depth measures the volume of air inhaled or exhaled during a breath. It can vary from shallow to deep and typically remains consistent when a person is at rest or asleep. Occasionally, individuals will automatically inhale deeply, known as sighing, which inflates the lungs with more air than normal breathing.
To assess respiratory depth, observe the degree of chest excursion or movement:
Assessment of Ventilation I: Respiratory Rate
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
Assessment of Respiration
Subjective Assessment: Nurses interview the patient to gather information directly during the subjective assessment. It includes questions about the individual's medical history, medications, and symptoms, focusing on past respiratory conditions like...
Laminar Flow: Problem Solving
Asthma-II: Pathophysiology and Classification
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Asthma-IV: Diagnostic and Management
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
