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
Keywords
Related Articles
- EP ID EP686270
- DOI -
- Views 109
- Downloads 0
Concept of Hybrid Energy Storage Systems in Microgrid
Public awareness of the need to reduce global warming and the significant increase in the prices of conventional energy sources have encouraged many countries to provide new energy policies that promote the renewable ene...
Importance International Financial Management Finance
Quick globalization, the financial crisis and the ever-changing business environment make the current financial management more complicated than ever. Since the financial decisions taken by the International Finance Mana...
A Review Design of Effective Braking and Efficient Transmission System
This paper focuses on the designing, simulation and fabrication of brake disc and a constant speed two stage reduction gearbox for an All Terrain Vehicle ATV . In our paper, we have presented an efficient gearbox and bra...
A Study on State Bank of India’s Doorstep Banking Service
The government has imposed strict movement regulations amid the COVID 19 lockdown in the country. All bank account holders fail to withdraw their money and meet the banks directly. It has become tough to lead their life...
‘No Free Lunches’ and Their Efficacy Analyzing the Role of Foreign Aid in US Foreign Policy
Foreign aid is often equated with the ‘no free lunch’ aphorism by many which means nothing comes for free, not even the aid money or commodities that apparently seems to be a manifestation of the spirit of benevolence or...