Congratulations to Ajaykumar (Ajay) Manivannan, who successfully defended his Ph.D. thesis and obtained his doctorate in Mechanical Engineering from the University of Ottawa. His thesis, “Characterization and Analysis of Human Vertical Mobility in Complex Urban Environments: Interplay with Horizontal Mobility and Implications for High-Density Urban Design”, supervised by Roland Bouffanais, tackles a blind spot of mobility research: as cities grow denser and taller, human movement is still mostly studied in two dimensions. Using barometric and multi-sensor data with machine learning, he developed methods to detect vertical movements, revealed for the first time the spatiotemporal patterns of vertical mobility and their interplay with horizontal mobility, and used network science to show how the layout of an integrated vertical development—Kampung Admiralty in Singapore—shapes the way its users move. Ajay joined the group in Singapore as a research assistant in 2016.
Publications with Ajaykumar Manivannan
Journal articles
- A. Manivannan, W. C. B. Chin, S. Gopalakrishnan, D. Wong, T. Schroepfer & R. Bouffanais, “Effects of the Interplay Between Topology and Function of an Integrated Urban Development on Patterns of User Movement”, Scientific Reports, 14, 7021 (2024). [DOI] [PDF]
- S. Gopalakrishnan, D. Wong, W. C. B. Chin, A. D. S. Srikanth, A. Manivannan, R. Bouffanais & T. Schroepfer, “Vertical Cities: Emergent Patterns of Movement and Space Use in Dense Vertically Integrated Urban Built Environments”, International Journal on Smart and Sustainable Cities, 1, 23400005 (2023). [DOI] [PDF]
- A. Manivannan, E. J. Willemse, B. T. Balamurali, W. C. B. Chin, Y. Zhou, B. Tünçer, A. Barrat & R. Bouffanais, “A Framework for the Identification of Human Vertical Displacement Activity Based on Multi-Sensor Data”, IEEE Sensors Journal, 22(8), 8011–8029 (2022). [DOI] [PDF]
- A. Manivannan, W. C. B. Chin, A. Barrat & R. Bouffanais, “On the Challenges and Potential of Using Barometric Sensors to Track Human Activity”, Sensors, 20, 6786 (2020). [DOI] [PDF]
- A. Manivannan, W. Q. Yow, R. Bouffanais & A. Barrat, “Are the Different Layers of a Social Network Conveying the Same Information?”, EPJ Data Science, 7, 34 (2018). [DOI] [PDF]
Conference papers
- S. Gopalakrishnan, C. Hablani, D. Wong, A. D. S. Srikanth, A. Manivannan, R. Bouffanais & T. Schroepfer, “Evaluation of Spatial Performance in Vertically Integrated Developments Using a Network Science-Based Approach”, Proceedings of the International Conference ARCC-EAAE 2022, Miami, FL, pp. 391–398 (2022). [PDF]
- S. Gopalakrishnan, D. Wong, A. Manivannan, R. Bouffanais & T. Schroepfer, “User-Driven Emergent Patterns of Space Use in Vertically Integrated Urban Environments”, Proceedings of the International Conference ARCC 2021, Tucson, AZ, pp. 215–222 (2021). [PDF]
- S. Gopalakrishnan, D. Wong, A. Manivannan, R. Bouffanais & T. Schroepfer, “Mapping Emergent Patterns of Movement and Space Use in Vertically Integrated Urban Developments”, International Symposium for Architecture + Urban Design (SimAUD 2021), online, pp. 1–4 (2021). [PDF]










