Research Assistant
ABOUT THE PROJECT
Shaping the Breeze is a Cities of Tomorrow R&D project developing Singapore’s first validated, performance-based natural ventilation (NV) design framework. The project combines IoT field measurement, CFD simulation, machine learning, and occupant behaviour research to produce design guidelines and a decision-support tool aligned with BCA Green Mark. Industry partners include BSD Pte Ltd, Frasers Property Singapore, and GreenZero Solutions.
RESPONSIBILITIES
Research Assistant (1) - Simulation & Modelling
- Set up, run, and post-process CFD simulations across residential, commercial, and educational building typologies using ANSYS Fluent or equivalent
- Conduct mesh independence studies, parametric sweeps, and sensitivity analyses across key design variables (orientation, opening size, building geometry)
- Develop and train surrogate/machine learning models on validated CFD outputs for rapid design-stage NV prediction
- Integrate simulation outputs with field measurement data for model calibration and validation
- Maintain structured simulation databases and support preparation of journal publications and technical deliverables
- Contribute actively to team project meetings, milestone reviews, and progress reporting
- Support preparation of all project deliverables including the CFD validation dataset, performance-based NV guidelines, decision-support tool, and final dissemination package
- Participate in stakeholder workshops with BCA, REDAS, and Frasers Property
REQUIREMENTS
- Bachelor’s (Honours) or Master’s degree in Mechanical Engineering, Building Science, Environmental Engineering, or a related discipline
- Experience with CFD software (ANSYS Fluent, OpenFOAM, or equivalent)
- Familiarity with Python or MATLAB for data processing and ML model development
- Knowledge of turbulence modelling (RANS, k-ε) and boundary condition setup is an advantage
- Motivated self-starter who can work independently and as part of a team
- Interest in sustainable buildings, tropical climate design, or urban environment research
HOW TO APPLY
Send your CV and a brief statement of interest (max 1 page) to kai_zheng@sutd.edu.sg with the subject line “Research Assistant Application – [indicate Research Assistant 1 or Research Assistant 2] – [Your Name]”.
Shortlisted candidates will be contacted for an interview.