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Predicting air quality trends in Malaysia’s largest cities: the role of urban population dynamics and COVID-19 effects

Wong Ming Wong Shian-Yang Tzeng Hao-Fan Mo Wunhong Su
Archives of Environmental Protection | 2024 | 50 | 2 | 65-74 | DOI: 10.24425/aep.2024.150553
Keywords Air quality index; COVID-19; Malaysia; Cluster Analysis; Generalized Additive Mixed Model;
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Abstract

This paper aims to explore the relationship between the Air Quality Index (AQI), COVID-19 incidence rates, and population density within Malaysia’s ten most populous cities from January 2018 to December 2021. Data were sourced from the Department of Statistics Malaysia, the World Air Quality Index Project, and Our World in Statistics. The methodology integrated population-based city classification and AQI assessment, cluster analysis through SPSS, and Generalized Additive Mixed Model (GAMM) analysis using R Studio despite encountering a data gap in AQI for five months in 2019. Cities were organized into three clusters based on their AQI: Cluster One included Ipoh, Penang, Kuala Lumpur, and Melaka, Cluster Two comprised Kuantan, Seremban, Johor Bahru, and Kota Bharu, Cluster Three featured Kota Kinabalu and Kuching. GAMM analysis revealed prediction accuracies for AQI variations of 58%, 60%, and 41% for the respective clusters, indicating a notable impact of population density on air quality. AQI variations remained unaffected by COVID-19, with a forecasted improvement in air quality across all clusters. The paper presents novel insights into the negligible impact of COVID-19 on AQI variations and underscores the predictive power of population dynamics on urban air quality, offering valuable perspectives for environmental and urban planning.
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Authors and Affiliations

Wong Ming Wong
1
ORCID: ORCID
Shian-Yang Tzeng
2
ORCID: ORCID
Hao-Fan Mo
3
ORCID: ORCID
Wunhong Su
4
ORCID: ORCID
  1. International College, Krirk University, Thailand
  2. School of Economics and Management, Quanzhou University of Information Engineering, China
  3. JinWen University of Science and Technology, Taiwan
  4. 4School of Accounting, Hangzhou Dianzi University, China

"Wybierz wolność"

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2017 | Nr 1 (49) 2017 Wolność | 74
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Abstract

Wygląda na to, że uczeni są dziś niepodlegli, mogą zajmować się, czym chcą, i ogłaszać, co im rozum dyktuje. A jednak...

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Authors and Affiliations

Włodzimierz Zawadzki

Chata z kraja

Jerzy Bralczyk
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2017 | Nr 4 (52) 2017 Skrajności | 74
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Abstract

Jak coś tak bardzo daleko z prawej, to już do lewej mu bliżej, zwłaszcza tej, co tak bardzo z lewa.

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Jerzy Bralczyk

Niesłusze myśli

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2018 | Nr 2 (54) 2018 Wpływy | 74
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Abstract

Obsesja sukcesu w nauce ma swoje koszty. Największym z nich jest strach przed ryzykiem.

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Włodzimierz Zawadzki

Bez happy endu

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2018 | Nr 4 (56) 2018 Horyzonty | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Włodzimierz Zawadzki

XYZ

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2018 | Nr 3 (55) 2018 Wspólnota | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Włodzimierz Zawadzki

Obojętny, czyli dający się jąć z obu stron

Katarzyna Kłosińska
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2020 | Nr 3 (63) Obojętność | 74
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Katarzyna Kłosińska

(Nie)śmiertelne fotografie

Tomasz Kozielec
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2023 | No 2 (74) Zanieczyszczenie | 74 | DOI: 10.24425/academiaPAN.2023.147012
Keywords fotografia
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Abstract

Zanieczyszczenia powietrza wpływają negatywnie na stan zachowania starych fotografii.
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Tomasz Kozielec
1
ORCID: ORCID
  1. Katedra Konserwacji-Restauracji Papieru i Skóry Uniwersytetu Mikołaja Kopernika w Toruniu

Rozbić szklany sufit

Ewa Wróblewska-Trochimiuk
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2017 | Nr 2 (50) 2017 Kobieta | 74
Keywords kobiety w nauce
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Abstract

Żeby wyrównać szanse kobiet i mężczyzn, potrzebne są głębokie zmiany skutkujące innym podejściem do humanistyki i odwróceniem procesu deprecjacji jej osiągnięć.

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Authors and Affiliations

Ewa Wróblewska-Trochimiuk

openSPACE dla wszystkich

Ewelina Zambrzycka-Kościelnicka
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2023 | No 3 (75) Postęp | 74 | DOI: 10.24425/academiaPAN.2023.147451
Keywords Centrum Badań Kosmicznych PAN misje kosmiczne openSPACE Program Operacyjny Polska Cyfrowa
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Abstract

950 tys. stron danych z 47 lat nieprzerwanej działalności Centrum Badań Kosmicznych PAN trafiło do openSPACE repozytorium otwartych danych wysokiej wartości z obserwacji Ziemi i kosmosu. Dane można pobierać nieodpłatnie, niezależnie od celu ich wykorzystania
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Authors and Affiliations

Ewelina Zambrzycka-Kościelnicka
1
  1. Centrum Badań Kosmicznych PAN

Śpiące królewny

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2016 | Nr 2 (46) 2016 Emocje | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Włodzimierz Zawadzki

Ty mów, a ja zdrów

Michał Głowiński
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2016 | Nr 1 (45) 2016 Ingerencje | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Authors and Affiliations

Michał Głowiński

Uczone

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2016 | Nr 3 (47) 2016 Osobowości | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Włodzimierz Zawadzki

Ja na kolana padłem

Michał Głowiński
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2016 | Nr 4 (48) 2016 Kontrola | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Authors and Affiliations

Michał Głowiński

Zmarszczki czasoprzestrzeni

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2017 | Nr 3 (51) 2017 Automatyzacja | 74
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Authors and Affiliations

Włodzimierz Zawadzki

Podrzutki

Włodzimierz Zawadzki
ACADEMIA. Magazyn Polskiej Akademii Nauk | 2018 | Nr 1 (53) 2018 Konsumpcja | 74
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Abstract

The Bulletin of the Polish Academy of Sciences: Technical Sciences (Bull.Pol. Ac.: Tech.) is published bimonthly by the Division IV Engineering Sciences of the Polish Academy of Sciences, since the beginning of the existence of the PAS in 1952. The journal is peer‐reviewed and is published both in printed and electronic form. It is established for the publication of original high quality papers from multidisciplinary Engineering sciences with the following topics preferred: Artificial and Computational Intelligence, Biomedical Engineering and Biotechnology, Civil Engineering, Control, Informatics and Robotics, Electronics, Telecommunication and Optoelectronics, Mechanical and Aeronautical Engineering, Thermodynamics, Material Science and Nanotechnology, Power Systems and Power Electronics.

Journal Metrics: JCR Impact Factor 2018: 1.361, 5 Year Impact Factor: 1.323, SCImago Journal Rank (SJR) 2017: 0.319, Source Normalized Impact per Paper (SNIP) 2017: 1.005, CiteScore 2017: 1.27, The Polish Ministry of Science and Higher Education 2017: 25 points.

Abbreviations/Acronym: Journal citation: Bull. Pol. Ac.: Tech., ISO: Bull. Pol. Acad. Sci.-Tech. Sci., JCR Abbrev: B POL ACAD SCI-TECH Acronym in the Editorial System: BPASTS.

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Włodzimierz Zawadzki

I fell to my knees

Michał Głowiński
ACADEMIA. The magazine of the Polish Academy of Sciences | 2016 | Nr 4 (48) Control | 74
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Abstract

Once a ban on speaking in foreign languages in public is introduced, one’s head can cease to be a fighting tool, and will be used solely in accordance with its original purpose.

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Michał Głowiński

To intervene, or not?

Michał Głowiński
ACADEMIA. The magazine of the Polish Academy of Sciences | 2016 | Nr 1 (45) Interventions | 74
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Abstract

The more heavy-handed a government is, the more eagerly it interprets even the most delicate of criticisms as an unauthorized attempt to intervene in its internal affairs.

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Michał Głowiński

Why go to extremes?

Jerzy Bralczyk
ACADEMIA. The magazine of the Polish Academy of Sciences | 2017 | Nr 4 (56) 2017 Extremes | 74
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Abstract

When something is very, very far to the right, it actually becomes closer to the left – especially to the very, very far left.

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Jerzy Bralczyk

Sleeping beauties

Włodzimierz Zawadzki
ACADEMIA. The magazine of the Polish Academy of Sciences | 2016 | Nr 2 (46) Emotions | 74
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Abstract

Whatever can be conceived, sooner or later can be done.

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Włodzimierz Zawadzki

Ripples in spacetime

Włodzimierz Zawadzki
ACADEMIA. The magazine of the Polish Academy of Sciences | 2017 | Nr 3 (55) 2017 Automation | 74
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Abstract

Some works are smarter than their authors.

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Włodzimierz Zawadzki

(Im)mortal Photographs

Tomasz Kozielec
ACADEMIA. The magazine of the Polish Academy of Sciences | 2023 | No 2 (78) Pollution | 74 | DOI: 10.24425/academiaPAS.2023.147033
Keywords photography
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Abstract

Air pollution adversely affects the state of preservation of old photographs.
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Authors and Affiliations

Tomasz Kozielec
1
  1. Department of Conservationand Restoration of Paperand Leather at the Nicolaus Copernicus University in Toruń

Breaking through the glass ceiling

Ewa Wróblewska-Trochimiuk
ACADEMIA. The magazine of the Polish Academy of Sciences | 2017 | Nr 2 (54) 2017 Women | 74
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Abstract

Truly ensuring equal opportunities for men and women will require a profound change in how the humanities are perceived, together with a reversal of the tendency to belittle achievements in the field.

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Authors and Affiliations

Ewa Wróblewska-Trochimiuk

openSPACE for Everyone

Ewelina Zambrzycka-Kościelnicka
ACADEMIA. The magazine of the Polish Academy of Sciences | 2023 | No 3 (79) Progress | 74 | DOI: 10.24425/academiaPAS.2023.147472
Keywords PAS Centre for Space Research space missions openSPACE Digital Poland Operatinal Programme
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Abstract

950,000 pages of data from 47 years of uninterrupted activity of the PAS Space Research Centre have been deposited in the openSPACE repository of high-value open Earth and space observation data. The data can be freely downloaded, to be used for any purpose
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Authors and Affiliations

Ewelina Zambrzycka-Kościelnicka
1
  1. Space Research Centreof the Polish Academyof Sciences

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