IoT-Based Air Quality Monitoring System with Machine Learning for Accurate and Real-time Data Analysis

07/02/2023
by   Hemanth Karnati, et al.
0

Air pollution in urban areas has severe consequences for both human health and the environment, predominantly caused by exhaust emissions from vehicles. To address the issue of air pollution awareness, Air Pollution Monitoring systems are used to measure the concentration of gases like CO2, smoke, alcohol, benzene, and NH3 present in the air. However, current mobile applications are unable to provide users with real-time data specific to their location. In this paper, we propose the development of a portable air quality detection device that can be used anywhere. The data collected will be stored and visualized using the cloud-based web app ThinkSpeak. The device utilizes two sensors, MQ135 and MQ3, to detect harmful gases and measure air quality in parts per million (PPM). Additionally, machine learning analysis will be employed on the collected data.

READ FULL TEXT

page 5

page 11

research
12/01/2018

Data-driven Air Quality Characterisation for Urban Environments: a Case Study

The economic and social impact of poor air quality in towns and cities i...
research
11/19/2018

Toward SATVAM: An IoT Network for Air Quality Monitoring

Air pollution is ranked as the second most serious risk for public healt...
research
10/25/2018

Urban Healthcare Big Data System Based on Crowdsourced and Cloud-Based Air Quality Indicators

The ever-accelerating process of globalization enables more than half th...
research
06/03/2020

AiR – An Augmented Reality Application for Visualizing Air Pollution

Air quality is a term used to describe the concentration levels of vario...
research
08/02/2023

Novel Physics-Based Machine-Learning Models for Indoor Air Quality Approximations

Cost-effective sensors are capable of real-time capturing a variety of a...
research
01/25/2023

A Novel IoT-Based System for Ten Pin Bowling

Bowling is a target sport that is popular among all age groups with prof...

Please sign up or login with your details

Forgot password? Click here to reset