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Title: :  A Survey on Machine Learning-Based Prediction of Air Quality Index
PaperId: :  15775
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 6 2021
DUI:    16.0415/IJARIIE-15775
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Miss. Sampada Bharat DeshmukhShri Chhatrapati Shivaji Maharaj College of Engineering, Ahmednagar
Miss. Komal Prakash ShirsatShri Chhatrapati Shivaji Maharaj College of Engineering, Ahmednagar
Miss. Sakshi Prashant DhotreShri Chhatrapati Shivaji Maharaj College of Engineering, Ahmednagar
Miss. Pooja Ravsaheb JejurkarShri Chhatrapati Shivaji Maharaj College of Engineering, Ahmednagar

Abstract

Computer Engineering
Air Quality Predication, Data Processing, Feature extraction, Classification, Machine Learning, Support Vector Machine (SVM) etc.
We used machine learning to estimate the air quality index of a certain place in order to forecast the air quality in India. India’s air quality index is a standard metric for indicating pollution levels (so2, no2, rspm, spm, etc.) across time. Many researchers are working on real-time air quality monitoring and forecasting in order to obtain reliable data that will aid in the development of new technologies. putting in place a variety of government policies relating to the For example, the environment or air pollution, as well as making critical judgments. There have been numerous recent advances in air quality forecasting. as well as monitoring strategies The majority of the approaches are automated. As a common analysis tool, machine learning (ML) is used. Because of its unique distinguishing characteristics For our predictive problem, we use cost estimation to improve the model’s efficiency. On this data, multiple Support Vector Machine (SVM) Machine Learning (ML) methods were used to estimate emission rate, and a comparison study was performed. These algorithms were written in Python, and the mean square error of each was calculated to ensure that they were accurate.

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IJARIIE Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. "A Survey on Machine Learning-Based Prediction of Air Quality Index" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 6 2021 Page 1203-1207
MLA Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. "A Survey on Machine Learning-Based Prediction of Air Quality Index." International Journal Of Advance Research And Innovative Ideas In Education 7.6(2021) : 1203-1207.
APA Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, & Miss. Pooja Ravsaheb Jejurkar. (2021). A Survey on Machine Learning-Based Prediction of Air Quality Index. International Journal Of Advance Research And Innovative Ideas In Education, 7(6), 1203-1207.
Chicago Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. "A Survey on Machine Learning-Based Prediction of Air Quality Index." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 6 (2021) : 1203-1207.
Oxford Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. 'A Survey on Machine Learning-Based Prediction of Air Quality Index', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 6, 2021, p. 1203-1207. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Survey_on_Machine_Learning_Based_Prediction_of_Air__Quality_Index_ijariie15775.pdf (Accessed : ).
Harvard Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. (2021) 'A Survey on Machine Learning-Based Prediction of Air Quality Index', International Journal Of Advance Research And Innovative Ideas In Education, 7(6), pp. 1203-1207IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Survey_on_Machine_Learning_Based_Prediction_of_Air__Quality_Index_ijariie15775.pdf (Accessed : )
IEEE Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar, "A Survey on Machine Learning-Based Prediction of Air Quality Index," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 6, pp. 1203-1207, Nov-Dec 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Survey_on_Machine_Learning_Based_Prediction_of_Air__Quality_Index_ijariie15775.pdf [Accessed : ].
Turabian Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. "A Survey on Machine Learning-Based Prediction of Air Quality Index." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 6 ().
Vancouver Miss. Sampada Bharat Deshmukh, Miss. Komal Prakash Shirsat, Miss. Sakshi Prashant Dhotre, and Miss. Pooja Ravsaheb Jejurkar. A Survey on Machine Learning-Based Prediction of Air Quality Index. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(6) : 1203-1207. Available from: https://ijariie.com/AdminUploadPdf/A_Survey_on_Machine_Learning_Based_Prediction_of_Air__Quality_Index_ijariie15775.pdf
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