Enabling Air Pollution Prediction through IoT and Machine Learning
Journal Title: International Journal of Trend in Scientific Research and Development - Year 2020, Vol 4, Issue 3
Abstract
Large scale industrialization and the increase in the number of factories and industries across major cities in the world have been contributing to the decreasing air quality. This is since a rapid increase in the population across the world has prompted the majority of the companies across the globe to adopt mass production activities to keep up with the increasing demand. This is evident in the fact that most of the big cities have an increasing number of cases of respiratory illnesses and asthmatic symptoms in the populous. Therefore, there is an urgent need to address these issues to provide a better environment and reduce such incidences. The Internet of Things or IoT platform is a quite a promising platform for this approach which has been getting increasingly affordable and approachable. Therefore, in the approach stipulated in this research, the IoT platform has been utilized in addition to the Machine Learning paradigms to achieve accurate air quality predictions. The proposed methodology utilizes K nearest neighbors and Linear Regression, along with the Hidden Markov Model for effective Pollution level estimation. Suraj Kapse | Akshay Kurumkar | Vighnesh Manthapurwar | Prof. Rajesh Tak "Enabling Air Pollution Prediction through IoT and Machine Learning" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-4 | Issue-3 , April 2020, URL: https://www.ijtsrd.com/papers/ijtsrd30739.pdf Paper Url :https://www.ijtsrd.com/engineering/information-technology/30739/enabling-air-pollution-prediction-through-iot-and-machine-learning/suraj-kapse
Authors and Affiliations
Suraj Kapse | Akshay Kurumkar | Vighnesh Manthapurwar | Prof. Rajesh Tak
A Study on Investors Perception Towards Sharemarket in Sharekhan Ltd
The study focuses on overall Quality of Working Life of Employees in Insulators and Electricals Company, Mandideep. Quality of Working Life of employees in organization cover all dimensions related to workplace that not...
Arduino Controlled Robotic Arm
The evolution of Internet of Things has been tremendous in todays generation. A Promising and challenging mission is the use of autonomous robot systems to automate tasks in the field of maintenance. Major concern of evo...
A cram on the interpretation of myth in Ngugi's 'œThe River Between'
A myth is a traditional story consisting of events that are ostensibly historical, though often supernatural, explaining the origins of a cultural practice or natural phenomenon. The word "myth" is derived from the Greek...
Analysis and Design of Residential Building G 1 using STAAD Pro
The development lately are far than the reach thanks to developing status that our country India holds. With development of country, development of residential buildings takes place. In this paper the planning of residen...
Cooling by using Earthen Pot
Demand for electric power is more in summer is concern for most utilities. However evaporating cooling required more amount of water which is main source as an evaporator, and this only work efficiently when humidity is...