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 95
- Downloads 0
Analysis of Accounting Standards IFRS and IND AS
1. Meaning - Indian Accounting Standards abbreviated as Ind AS are a set of accounting standards notified by the Ministry of Corporate Affairs which are converged with International Financial Reporting Standards IFRS IND...
Analyzation of Weak Convergence on L^p Space
In this paper a study on duality, weak convergences and weak sequential compactness on L^p space. A new generalized L^p space is investigated from the weak sequential convergence. Some more special types and properties o...
Study of Polyaniline Coated Fabrics for Electromagnetic Shielding Properties
The interference of Electromagnetic among the appliances is one of the major problems to be solved at present. Electro-conductive media can generate and transport free charges, which can act as an electromagnetic shieldi...
Formation of Professional Competencies of Future Technicians Mechanics in the Conditions of Educational Standarts Implementation
A future specialist needs not only solid knowledge of the subjects studied, but also the ability to respond quickly to requests from a dynamically changing reality. The main task of didactics at present is not only to in...
Piroxicam Nanostructured Lipid Carrier Drug Delivery System
Objective Nanostructured lipid carrier NLC based topical gel of Piroxicam PXM was formulated with the aim of controlled release action and to reduce systemic side effect for the treatment of an arthritic condition. Metho...