Thomas Lei
Official Title: Assistant Professor
Faculty: Faculty of Health and Environmental Sciences
Email: thomas.lei@usj.edu.mo
Short Bio
PERSONAL INTRODUCTION
I am an environmental scientist and an expert on air quality modelling and monitoring. I have completed my doctoral degree in Science from University of Saint Joseph and Environment and Sustainability from Universidade NOVA de Lisboa. Over the past years, I have taught classes in the undergraduate and postgraduate levels at the Faculty of Health and Environmental Sciences (FHES) at the University of Saint Joseph (USJ). In addition, I have been an invited speaker to give a lecture in a workshop co-organized by Sustaincia and Hong Kong Data Lab. Furthermore, I have been an invited speaker to share my experience in sustainable career in Macao International Environmental Co-operation Forum & Exhibition (MIECF).
Being fluent in English, Mandarin, and Cantonese, I believe it would add great values to my teaching and research. In addition, I have been giving interviews to the media in Macau about my research and the issues of air quality in Macau, which included TDM Canal Macau, TDM Radio Macau, Macau Business, Hoje Macau, Jornal Tribuna de Macau, Macau News, and Plataforma Media. I have also attended a variety of international conferences in Portugal, Germany, Malaysia, Indonesia, Hong Kong, and Macau to present my research in both oral and poster presentation. My doctoral dissertation, “Air Quality Management in Macao – Assessment, Development of an Operational Forecast, and Future Perspectives,” examines the air quality trends in Macau and develop an air quality forecast for Macau in collaboration with the Macau Meteorological and Geophysical Bureau (SMG).
Google Scholar: https://scholar.google.com/citations?user=nGJybHsAAAAJ&hl=en
ResearchGate: https://www.researchgate.net/profile/Thomas-Mt-Lei
ORCID: https://orcid.org/0000-0001-7726-8820
SCOPUS: https://www.scopus.com/authid/detail.uri?authorId=57903812200
ACADEMIC ACTIVITIES
· Peer Reviewers of International Journal of Environmental Research and Public Health (IJERPH), MDPI
· Peer Reviewers of Atmosphere, MDPI
· Peer Reviewers of Energies, MDPI
· Peer Reviewers of Air, MDPI
· Peer Reviewers of Sustainability, MDPI
· Peer Reviewers of Sustainable Cities and Society, Elsevier B.V.
· Peer Reviewers of Air Quality, Atmosphere & Health (AQAH), Springer AG
· Peer Reviewers of Journal of Cleaner Production, Elsevier B.V.
INVITED SPEAKERS
Title: “Green Public Transport Industry Forecast”, The 2nd China (Macau) New Energy and Smart Transportation Trend Development Forum, co-organized by Nam Kwong International Conference and Exhibition Co. Ltd, China National Machinery Industry International Co. Ltd, and Sustaincia
Title “Sustainable Career and Air Pollution”, co-organized by Sustaincia and 2021 Macao International Environmental Co-operation Forum & Exhibition (MIECF 2021)
Title “Macao Air Quality Forecast Using Statistical Methods”, co-organized by Sustaincia and Hong Kong Data Lab
Title “Air Pollution in Macao”, organized by Macao Association of Environmental Protection Industry and 2019 Macao International Environmental Co-operation Forum & Exhibition (MIECF 2019).
PUBLIC RELATIONS AND MEDIA COMMUNICATIONS
· Interviewed 25+ times by broadcasting and printed media
· List of Media Agencies (including TV and Radio Interviews)
o TDM Canal Macau
o TDM Radio Macau
o Macau Business
o Hoje Macau
o Jornal Tribuna de Macau
o Macau News
o Revista Macau
o Southern Finance
o PLATAFORMA Macau
Publications
PUBLICATIONS
1. Mosarat, Z., Rashid, M. M., Habib, A. A., Sanchita, S. P., Abadin, A. Z., Ghosh, A., & Lei, T. M. T. (2026). Role of Internet of Things and Artificial Intelligence in Water Distribution Networks. Water, 18(12), 1392. https://doi.org/10.3390/w18121392
2. Habib, A. A., Sanchita, S. P., Mahmud, T., Khairul, M. S. I., Hasan, M. K., Abadin, A. Z., & Lei, T. M. T. (2026). Smart Cities and Cyberattacks in Communication Networks: A Case Study of Water Treatment Plants. Intelligent Infrastructure and Construction, 2(2), 7. https://doi.org/10.3390/iic2020007
3. Lei, T. M. T., Liu, Y., Ye, W., Cheng, W. H., Molla, A. H., Chen, L.-W. A., & Wu, S. (2025). Preliminary Findings of Heavy Metal Contents from Road Dust and Health Risk Assessments Towards a More Sustainable Future in Macao. Sustainability, 17(23), 10433. https://doi.org/10.3390/su172310433
4. Lei, T. M. T., Ye, W., Liu, Y., Cheng, W. H., Molla, A. H., Chen, L.-W. A., & Wu, S. (2025). Quantification of Heavy Metals in Indoor Dust for Health Risk Assessment in Macao. Atmosphere, 16(11), 1294. https://doi.org/10.3390/atmos16111294
5. Altaf Hossain Molla, Zambri Harun, Thomas M.T. Lei, Manoj Kumar Nallapaneni, Development, optimization, and benchmarking of zone-specific deep learning architectures for air quality prediction in end-of-life vehicle recycling zones, Computers & Industrial Engineering, 2025, 111507, https://doi.org/10.1016/j.cie.2025.111507
6. Lei, T. M. T., Cai, J., Cheng, W.-H., Kurniawan, T. A., Molla, A. H., Mohd Nadzir, M. S., Kong, S. S.-K., & Chen, L.-W. A. (2025). Application of Deep Learning Techniques for Air Quality Prediction: A Case Study in Macau. Processes, 13(5), 1507. https://doi.org/10.3390/pr13051507
7. Molla, Altaf Hossain and Harun, Zambri and Lei, Thomas M.T. and Nallapaneni, Manoj Kumar, Development, Optimization, and Benchmarking of Zone-Specific Deep Learning Architectures for Air Quality Prediction in End-of-Life Vehicle Recycling Zones. Available at SSRN: https://ssrn.com/abstract=5192161 or http://dx.doi.org/10.2139/ssrn.5192161
8. Khan, M. M. H., Kurniawan, T. A., Chandra, I., & Lei, T. M. T. (2025). Modeling PM10 Emissions in Quarry and Mining Operations: Insights from AERMOD Applications in Malaysia. Atmosphere, 16(4), 369. https://doi.org/10.3390/atmos16040369
9. Biswas, P., Rashid, A., Habib, A. K. M. A., Mahmud, M., Motakabber, S. M. A., Hossain, S., Rokonuzzaman, M., Molla, A. H., Harun, Z., Khan, M. M. H., Cheng, W.-H., & Lei, T. M. T. (2025). Vehicle to Grid: Technology, Charging Station, Power Transmission, Communication Standards, Techno-Economic Analysis, Challenges, and Recommendations. World Electric Vehicle Journal, 16(3), 142. https://doi.org/10.3390/wevj16030142
10. Teoh YJ, Cheng WH, Wider W, Krishnan K, Yap CK, Chen Q, Jiang L, Lei TMT, Tanee T, Sudmoon R and Lee SY. Heavy metal accumulation in paddy plants and health risks: Insights from southern peninsular Malaysia and global research trends. Asian J. Agric. Biol. 2025: 2024135. DOI: https://doi.org/10.35495/ajab.2024.135
11. Lei, T. M. T., Cai, J., Molla, A. H., Kurniawan, T. A., & Kong, S. S.-K. (2024). Evaluation of Machine Learning Models in Air Pollution Prediction for a Case Study of Macau as an Effort to Comply with UN Sustainable Development Goals. Sustainability, 16(17), 7477. https://doi.org/10.3390/su16177477
12. Kurniawan, T. A., Khan, S., Mohyuddin, A., Haider, A., Lei, T. M., Othman, M. H., Goh, H. H., Zhang, D., Anouzla, A., Aziz, F., Mahmoud, M., Ali, I., Haddout, S., AbdulKareem-Alsultan, G., & Alkhadher, S. A. (2024). Technological Solutions for Air Pollution Control to mitigate climate change: An approach to facilitate global transition toward blue sky and net-zero emission. Chemical Papers. https://doi.org/10.1007/s11696-024-03594-0
13. Gorai, N., Bandyopadhyay, J., Halder, B., Ahmed, M. F., Molla, A. H., & Lei, T. M. T. (2024). Spatio-Temporal Variation in Landforms and Surface Urban Heat Island in Riverine Megacity. Sustainability, 16(8), 3383. https://doi.org/10.3390/su16083383
14. Utbah Rabuan, Mohd Shahrul Mohd Nadzir, Siti Zahanah Abdullah Sham, Sharifah Batrisyia Izzati Wan Shaiful Bahri, Jintu Borah, Shubhankar Majumdar, Thomas M. T. Lei, Sawal Hamid Md Ali, Muhammad Ikram A Wahab, and Noor Hidayah Mohd Yunus , Evaluations of Low-cost Air Quality Sensors for Particulate Matter (PM2.5) under Indoor and Outdoor Conditions , Sens. Mater., Vol. 35, No. 8, 2023, p. 2881-2895. https://doi.org/10.18494/SAM4393
15. Lei, T. M. T., & Ma, M. F. C. (2023). The Relationship between Roadside PM Concentration and Traffic Characterization: A Case Study in Macao. Sustainability, 15(14), 10993. https://doi.org/10.3390/su151410993
16. Xue, J., Wang, F., Zhang, K., Zhai, H., Jin, D., Duan, Y., Yaluk, E., Wang, Y., Huang, L., Li, Y., Lei, T., Fu, Q., Fu, J. S., & Li, L. (2023). Elucidate long-term changes of ozone in Shanghai based on an integrated machine learning method. Frontiers of Environmental Science & Engineering, 17(11). https://doi.org/10.1007/s11783-023-1738-5
17. Lei, T. M. T., Ng, S. C. W., & Siu, S. W. I. (2023). Application of ANN, XGBoost, and Other ML Methods to Forecast Air Quality in Macau. Sustainability, 15(6), 5341. https://doi.org/10.3390/su15065341
18. Lei, T. M. T., Chan, Y. W. I., & Mohd Nadzir, M. S. (2023). Monitoring PM2.5 at a Large Shopping Mall: A Case Study in Macao. Processes, 11(3), 914. https://doi.org/10.3390/pr11030914
19. Lei, T. M. T., Siu, S. W. I., Monjardino, J., Mendes, L., & Ferreira, F. (2022). Using Machine Learning Methods to Forecast Air Quality: A Case Study in Macao. Atmosphere, 13(9), 1412. https://doi.org/10.3390/atmos13091412
20. Lei, M. T., Monjardino J., Mendes L., Gonçalves D., Ferreira F. (2021) Statistical Methods to Forecast Air Quality in Taipa Ambient and Taipa Residential of Macao. In: Mensink C., Matthias V. (eds) Air Pollution Modeling and its Application XXVII. ITM 2019. Springer Proceedings in Complexity. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-63760-9_25
21. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2020). Statistical Forecast Applied to Two Macao Air Monitoring Stations. {IOP} Conference Series: Earth and Environmental Science, 489(1), 12018. https://doi.org/10.1088/1755-1315/489/1/012018
22. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2020). Statistical Forecast of Pollution Episodes in Macao during National Holiday and COVID-19. International Journal of Environmental Research and Public Health, 17(14), 5124. https://doi.org/10.3390/ijerph17145124
23. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2019). Macao air quality forecast using statistical methods. Air Quality, Atmosphere and Health, 12(9), 1049–1057. https://doi.org/10.1007/s11869-019-00721-9
24. Lei, M. T., Monjardino, J., Mendes, L., & Ferreira, F. (2019). Macao air quality forecast using statistical methods. International Journal of Environmental Impacts: Management, Mitigation and Recovery, 2(3), 249–258. https://doi.org/10.2495/ei-v2-n3-249-258
COMMUNICATIONS IN SCIENTIFIC MEETINGS
1. Lei, T. M. T. (2026). A Comparative Assessment of Heavy Metals in Outdoor and Indoor Dust and Its Implications for Sustainable Development in Macao. The 12th World Sustainability Forum, 21 – 24 August 2026, Hong Kong, China.
2. Lei, T. M. T. (2025). The Application of Machine Learning in Air Quality Management for a Sustainable Future. 2nd International Conference on Engineering and Technologies for Sustainable Development (ICETSD 2025), 15 – 16 August 2025, Bali, Indonesia.
3. Lei, T. M. T., Cai, J., Molla, A. H., Kurniawan, T. A., & Kong, S. S.-K. (2024). Evaluation of Machine Learning Models in Air Pollution Prediction for a Case Study of Macau as an Effort to Comply with UN Sustainable Development Goals. Global Congress on Sustainable Growth & Development (GCSGD) 2024, 12 December 2024, Nilai, Malaysia.
4. Lei, T. M. T. & Ma, M. F. C. (2024). The Relationship between Roadside PM Concentration and Traffic Characterization: A Case Study in Macao. The 16th International Commission on Atmospheric Chemistry and Global Pollution (iCACGP) Symposium and 18th International Global Atmospheric Chemistry (IGAC) Science Conference (iCACGP-IGAC Conference 2024), 9 – 13 September 2024, Kuala Lumpur, Malaysia.
5. Lei, T. M. T. (2024). Respondent – Climate Justice and Human Rights. Conference on Integral Ecology and Sustainable Development 2024, 21 – 22, June 2024, Hong Kong, China.
6. Lei, T. M. T., Ng, S. C. W., & Siu, S. W. I. (2023). Application of ANN, XGBoost, and Other ML Methods to Forecast Air Quality in Macau. 2023 American Chemistry Society (ACS) Global Innovation Imperative (GII), 8 – 10 December 2023, Kuala Lumpur, Malaysia.
7. Lei, T. M. T. (2023). Panelist – Roundtable Dialogue: Climate Change & Sustainability. ASEAN Social Business Conference (ASBC) 2023 – Beyond Hybridity, 2 – 3 November 2023, Nilai, Malaysia.
8. Lei, T. M. T., Siu, S. W. I., Monjardino, J., Mendes, L., & Ferreira, F. (2023). Using Machine Learning Methods to Forecast Air Quality: A Case Study in Macao. Symposium on Environmental Science and Sustainable Technology – Bridging Macao and the Greater Bay Area (ESST 2023), 26 – 27 October 2023, Macau, China
9. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2023). Statistical Forecast of Pollution Episodes in Macao during National Holiday and COVID-19. The 5th International Conference on Advances in Civil and Ecological Engineering Research (ACEER 2023), 4 – 7 July 2023, Macau, China.
10. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2019). Statistical Forecast Applied to Two Macao Air Monitoring Stations, ASAAQ15, 15th International Conference on Atmospheric Sciences and Applications to Air Quality, 28 – 30 October 2019, Kuala Lumpur, Malaysia
11. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2019). The Use of Statistical Methods to Forecast Air Quality in Taipa Island of Macao. ITM 2019 – 37th International Technical Meeting on Air Pollution Modelling and its Application, 23 – 27 September 2019, Hamburg, Germany
12. Lei, M. T., Monjardino, J., Mendes, L., Gonçalves, D., & Ferreira, F. (2019). Macao air quality forecast using statistical methods. Air Pollution 2019, 27th International Conference on Modelling, Monitoring, and Management of Air Pollution, 26 – 28 June 2019, Aveiro, Portugal
13. Ferreira, F., Lei, M. T., Monjardino, J., & Mendes, L. (2019). Macao air quality forecast using statistical methods. The 25th International Sustainable Development Research Society (ISDRS) Conference: Sustaining Resources for the Future, 26 – 28, June 2019, Nanjing, China
Modules
Year 1 Bachelor
Year 2 Bachelor
Year 3 Bachelor
Year 1 Doctorate
Year 1 Master


