Research Interest: Air traffic management, urban air mobility, aviation meteorology, weather-related flight risk, aviation safety, human factors, and data-driven decision-making in low-altitude transportation systems
Education
Bachelor of Management in Tourism Management, Jinan University (JNU 211), Guangzhou, China, 2018.09 -2022.06;
M.Sc. in Business Analytics, The Chinese University of Hong Kong, Hong Kong, China, 2022. 08-2023.11
Employment
Part-time Research Assistant - The Hong Kong Polytechnic University (PolyU), Hong Kong, China | 07.2022-Present
• Worked under the supervision of Assistant Professor Dr Seunghoo CHUNG.
• Transcribed 100 interview videos and analysed participants' negotiation roles.
• Organised negotiation materials, performed Excel-based data statistics, and compiled relevant literature.
Consulting Intern - Deloitte Consulting Co. Ltd., Beijing, China | 06.2021-09.2021
• Participated in an IT consulting project providing digital-transformation solutions for the service process of Shanghai Xiehe Hospital.
• Designed the front-end structure of an Oracle-based online finance system intended to improve the payment efficiency of 25,000+ patients by 60%.
• Demonstrated the finance system to client managers and prepared a training tutorial for 38 client finance staff.
• Conducted after-delivery management, provided technical support, and compiled an operation manual covering solutions and precautions for potential issues.
International Experience
International Exchange - Orlando Walt Disney World, Orlando, USA | 12.2019-02.2020
• Worked for two months as an operations department employee at Disney.
• Led international students in integrating cases, diagnosing causes, and updating the park system.
• Participated in park management and staff training.
• Completed a Corporate Analysis course with an A+ grade.
• Maintained relationships with the park manager and employees and helped develop an English foreign-teacher studio for Chinese students.
Core Research
Research 1: Forecast-to-Network Transfer Auditing under Retrospective Weather Perturbations: A WRF–LSTM Urban UAV Case Study.
This study audits how weather perturbations propagate through an urban UAV network using a retrospective Typhoon Saola WRF–LSTM case. Although many edge labels changed, few affected returned routes, leaving proxy service nearly unchanged. Results demonstrate network filtering, not forecast superiority or validated operational performance.
Main contributions of Research 1:
1) Establishes an end-to-end audit tracing weather changes from station forecasts to UAV network services.
2) Introduces AARA to evaluate coverage, feasibility, service, abstention, and request-level transitions.
3) Quantifies how thresholds, topology, routing, and abstention filter weather-induced network changes.
Research 2: An Auditable Aerospace Information System for Weather-Evidence Acquisition in Advanced Air Mobility Planning.
This paper develops an auditable aerospace information system that prioritizes historical weather dates for high-resolution data acquisition in advanced air mobility planning. It integrates provenance-aware data preparation, non-compensatory evidence tiers, warning-aware Top-K ranking, explicit acquisition states, and gated downstream reconstruction. In retrospective evaluation at K=40, the full rule captured 19/35 endpoint dates while retaining all 26 severe-warning dates and all 15 warning events, outperforming the simplified rule on safety-priority coverage. Twelve Waglan Island returns verified the acquisition workflow. Spatial sensitivity and the use of 2025 outcomes limit the findings to retrospective evidence rather than prospective operational validation.
Main contributions of Research 2:
1) Establishes an auditable aerospace information system integrating provenance, evidence tiers, reason-coded ranking, quality states, explicit downstream data-use restrictions, and governance.
2) Demonstrates that risk-aware ranking preserves severe-warning scenarios, sacrificing one endpoint hit to achieve substantially broader safety-priority coverage under fixed budgets.
3) Defines reproducible acquisition, quality-control, incorporation, and validation states while separating retrospective workflow evidence from future prospective operational validation requirements explicitly. Establishes an auditable aerospace information system.
Key Publications and Copyright
Journal Paper
[1] The impact of market integration on the quality of export products: A study based on manufacturing enterprises. Published in International Journal of Multidisciplinary Research and Growth Evaluation, 06.10.2022.
[2] The impact of digital inclusive finance on green total factor productivity of the service industry: New evidence from 30 provinces in China. Under review at PLOS ONE (SSCI Q2).
Conference Paper
[1] Research on the Impact of Rebate Marketing on Customer Brand Choice Behaviour. Published in the 2020 International Conference on Social Science and Education Research (Paper ID: SSER 00601), 25.09.2020.
[2] The Effectiveness and Newly Developed Approach of Customer Loyalty Programme: Regarding O2O Business Model and Current Market Environment (co-author). Published in the 2nd International Conference on Recent Innovations in Business, Management & Entrepreneurship (RBME-DEC-2020), 03.12.2020.
[3] Cui, Q., & Ng, K. H. H. (2026, July 1–4). Aerodynamic response and safety envelope assessment of eVTOL aircraft in urban micro-weather environments [Conference presentation]. The 29th Air Transport Research Society World Conference, Beijing, China.
Software Copyright
Full rights of computer software: Integrated Marketing & Sales Management System (IMSM), 24.09.2020.