Projects per year
Personal profile
Research interests
As climate change and climate shift upon us, extreme weather becomes more inevitable. Recorded data have also shown in recent years that cities around the world will experience more extreme heat waves events leading to increased rates of mortality and morbidity.
In order to mitigate the heat (i.e. air temperature), various engineering techniques have been applied in urban cities around the world. These techniques including blue, green and grey infrastructures. However, many challenges, and factors have restrained a wider applications of such engineering strategies in our urban society.
Dr.Ng have been a principal supervisor for 6 PhD and 1 Master by Research students to successfully completion within 4 years. She has good experience in working with students with multi-cultural background and leading them to success.
Dr Ng is available to supervise PhD and Master’s by Research in the following areas
- Using Green, Blue and Grey infrastructures to mitigate urban heat island
- Improving human thermal comfort in humantarian housing
- Water Resources modelling
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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3DPFNTRH: 2021 IAS Rainmaker Start Up – Reliable, fast, and sustainable structural construction assembly for remote housing using 3D printing: Feasibility Study
Bazli, M. (Principal Investigator/Chief Investigator A), Rajabipour, A. (Principal Investigator/Chief Investigator A), De Boer, F. (Principal Investigator/Chief Investigator A), Ng, A. (Principal Investigator/Chief Investigator A), Kutay, C. (Principal Investigator/Chief Investigator A), Fudge, M. (Principal Investigator/Chief Investigator A), Parashar, V. (Principal Investigator/Chief Investigator A) & Krishnan, K. (Principal Investigator/Chief Investigator A)
8/12/21 → 9/09/22
Project: Research
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A Predictive Model for Thermal Control in Precast T-Beam Concrete Utilizing Green Concrete and Achieve Early Stripping Strength
Ng, A. (Principal Investigator/Chief Investigator A)
9/09/25 → 6/01/29
Project: Research
Research output
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Uncertainty quantification in sequential hybrid deep transfer learning for solar irradiation predictions
Nourani, V., Behfar, N., Booij, M. J., Ng, A., Zhang, C. & Mohammadisepasi, S., 1 Feb 2025, In: Engineering Applications of Artificial Intelligence. 141, p. 1-21 21 p., 109874.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Citations (Scopus)8 Downloads (Pure) -
Application of the machine learning methods for GRACE data based groundwater modeling: A systematic review
Nourani, V., Jabbarian Paknezhad, N., Ng, A., Wen, Z., Dabrowska, D. & Üzelaltınbulat, S., May 2024, In: Groundwater for Sustainable Development. 25, p. 1-13 13 p., 101113.Research output: Contribution to journal › Review article › peer-review
18 Citations (Scopus) -
Application of wavelet and seasonal-based emotional ANN (EANN) models to predict solar irradiance
Nourani, V., Behfar, N., Ng, A., Zhang, C. & Sadikoglu, F., Dec 2024, In: Energy Reports. 12, p. 3258-3277 20 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)30 Downloads (Pure) -
Behavior of circular reinforced concrete columns strengthened with corrugated steel sheets and high-performance concrete
Hamoda, A., Shahin, R. I., Ahmed, M., Abadel, A. A., Ng, A. W. M. & Liang, Q. Q., Dec 2024, In: Structures. 70, p. 1-17 17 p., 107938.Research output: Contribution to journal › Article › peer-review
Open AccessFile9 Citations (Scopus)64 Downloads (Pure) -
Calibration, validation and uncertainty analysis of a SWAT water quality model
Das, S. K., Ahsan, A., Khan, M. H. R. B., Yilmaz, A. G., Ahmed, S., Imteaz, M., Tariq, M. A. U. R., Shafiquzzaman, M., Ng, A. W. M. & Al-Ansari, N., Apr 2024, In: Applied Water Science. 14, 4, p. 1-15 15 p., 86.Research output: Contribution to journal › Article › peer-review
Open AccessFile11 Citations (Scopus)72 Downloads (Pure) -
Uncertainty Assessment of Ensemble Base Machine Learning Modeling for Multi-step Ahead Forecasting of Dam Reservoir Inflows
Nourani, V., Nikoufar, B., Ng, A., Jabbarian Paknezhad, N. & Gökçekuş, H., 2024, (E-pub ahead of print) In: Iranian Journal of Science and Technology - Transactions of Civil Engineering. p. 1-21 21 p., 103603.Research output: Contribution to journal › Article › peer-review
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Application of meta-heuristic methods in the optimization of geometrical sections in trapezoidal channels in jump energy loss
Fatehi-Nobarian, B., Nourani, V. & Ng, A., 1 Aug 2023, In: Aqua Water Infrastructure, Ecosystems and Society. 72, 8, p. 1539-1552 14 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Citations (Scopus)68 Downloads (Pure)
Press/Media
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Rooftop gardens might save our wildlife. So why aren’t we making more?
19/02/21
1 item of Media coverage
Press/Media: Research
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Victoria University Researchers Broaden Understanding of Applied Water Science (Calibration, validation and uncertainty analysis of a SWAT water quality model)
Ng, A. & Tariq, A.
11/04/24
1 item of Media coverage
Press/Media: Research
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Researchers at Victoria University Have Published New Study Findings on Climate Change (Investigating the Relationship between Human Activity and the Urban Heat Island Effect in Melbourne and Four Other International Cities Impacted by COVID-19)
Ng, A. & Tariq, A.
9/12/22
1 item of Media coverage
Press/Media: Research
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