A Multi-faceted Evaluation of Parametric and Non-parametric Modelling in Complex Urban Infrastructure Design

Casey Allen; Casey Hill; Alex Davis; Casey Moore

Authors

Casey Allen PhD
Casey Hill Associate Professor
Alex Davis Professor
Casey Moore Dr. Sc

Keywords:

Urban Infrastructure Design, Parametric Modelling, Non-parametric Modelling, Sustainable Engineering, Performance Metrics, Scalability, Complex Datasets

Abstract

This study conducts a comprehensive analysis of parametric versus non-parametric modelling approaches to urban infrastructure design. Employing a mixed-methods approach, it evaluates performance metrics such as precision, adaptability, and scalability. Findings suggest that parametric models offer superior adaptability in complex, data-driven environments, while non-parametric models excel in resource-constraint scenarios. These insights inform future integration strategies of these methodologies in sustainable urban engineering projects.

Author Biographies

Casey Allen, PhD

PhD
Technical University of Munich
Arcisstraße 21, 80333 Munich, Germany

Casey Hill, Associate Professor

Associate Professor
University of Toronto
27 King's College Cir, Toronto, ON M5S, Canada

Alex Davis, Professor

Professor
University of Melbourne
Parkville, Melbourne, VIC 3010, Australia

Casey Moore, Dr. Sc

Dr. Sc
Massachusetts Institute of Technology
77 Massachusetts Ave, Cambridge, MA 02139, USA

References

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