lstm

Open accessResearch ArticleArticle ID: acee-aid1035Views: 35Download: 26

A hybrid deep learning model to forecast air quality data based on COVID-19 outbreak in Mashhad, Iran

Maryam Zare Shahne*, Amir Sezavar and Fatemeh Najibi

Published on: 1st July, 2022

OCLC Number/Unique Identifier: 9555475715

The SARS-CoV-2 (COVID-19) pandemic outbreak has led to some lockdowns and changed human mobility and lifestyle in this country. Mashhad, one of the most polluted cities in Iran has experienced critical air pollution conditions in recent years. In the present study, the potential relationships between air quality conditions (such as popular index and criteria air pollutant concentration) and COVID-19 cases and deaths were investigated in Mashhad, Iran. To do that, the Long Short-Term Memory (LSTM) based hybrid deep learning architecture was implemented on AQI, meteorological data (such as temperature, sea level pressure, dew points, and wind speed), traffic index and impact number of death, and active cases COVID-19 from March 2019 to March 2022 in Mashhad. The results reveal the LSTM model could predict the AQI accurately. The lower error between the real and predicted AQI, including MSE, MSLE, and MAE is 0.0153, 0.0058, and 0.1043, respectively. Also, the cosine similarity between predicted AQI and real amounts of it is 1. Moreover, in the first peak of the pandemic (Aug 2021), we have the minimum amount of AQI. Meanwhile, by increasing the number of active cases and death and by starting lockdown, because the traffic is decreased, the air quality is good and the amount of AQI related to PM2.5 is 54.68. Furthermore, the decrease the active cases and death in pandemic causes a significant increase in AQI, which is 123.52 in Nov 2021, due to a decline in lockdowns, resumption of human activities, and probable temperature inversions.

Cite this Article CrossMark Publons Harvard Library HOLLIS GrowKudos ResearchGate Base Search OAI PMH Academic Microsoft Scilit Semantic Scholar Universite de Paris UW Libraries SJSU King Library SJSU King Library NUS Library McGill DET KGL BIBLiOTEK JCU Discovery Universidad De Lima WorldCat VU on WorldCat

Abstract DOI: 10.29328/journal.acee.1001035 Read Full Article HTML Read Full Article PDF

Search by University/Institution

Enter your University/Institution to find colleagues at HSPI.

Ensuring author's satisfaction with

Friendly and hassle-free publication process
Less production time of articles
Constructive peer-review
Enhancing journal reputation
Regular feedback system
Quick response to authors' queries

All Issues in 2025

January February March April May

All Issues in 2024

January February March April May June July August September October November December

All Issues in 2023

January February March April May June July August September October November December

Search Articles by Country

Get all latest articles in all Heighten Science Publications Inc journals by country.

Testmonials

The Clinical Journal of Obstetrics and Gynecology is an open access journal focused on scientific knowledge publication with emphasis laid on the fields of Gynecology and Obstetrics. Their services to...

Carole Assontsa

I like the quality of the print & overall service. The paper looks quite impressive. Hope this will attract interested readers. All of you have our best wishes for continued success.

Arshad Khan

I am glad to submit the article to Heighten Science Publications as it has a very smooth and fast peer-review process, which enables the researchers to communicate their work on time.

Anupam M

Your service is very good and fast reply, Also your service understand our situation and support us to publication our articles.

Palestine College of Nursing, Khan Younis, Gaza St...

Ayman M Abu Mustafa

The editorial process was quickly done. The galley proof was sent within a week after being accepted for publication. The editorial team was very helpful and responded promptly.

India

Rohit Kulshrestha

''Co-operation of Archives of Surgery and Clinical Research journal is appreciable. I'm impressed at the promptness of the publishing staff and the professionalism displayed. Thank you very much for y...

Anıl Gokce

I am delighted and satisfied with. Heighten Science Publications as my manuscript was thoroughly assessed and published on time without delay. Keep up the good work.

Ido-Ekiti/Afe Babalola University, Nigeria

Dr. Shuaib Kayode Aremu

"An amazing experience with the Journal of Advanced Pediatrics and Child Health. Very fast blind review with pertinent corrections and suggestions. I highly recommand both the journal and the editor."

Chaimae Khairoun

Dear colleagues! I am satisfied with our cooperation with you. Your service is at a high level. I hope for a future relationship. Let me know if I can get a paper version of the magazine with my artic...

Aksenov V.V

I wanna to thank Clinical Journal of Nursing Care and Practice for its effort to review and publish my manuscript. This is reputable journal. Thank you!

Atsedemariam Andualem

Browse by Subjects

Biology Group Journals

Engineering Group Journals

Clinical Group Journals

Medical Group Journals

Help ?

HSPI: We're glad you're here. Please click "create a new Query" if you are a new visitor to our website and need further information from us.

If you are already a member of our network and need to keep track of any developments regarding a question you have already submitted, click "take me to my Query."

Submit Article