Computational Design Laboratory

Computational Urban Form: Jinmo Rhee’s PhD Dissertation Defense

Representative forms of an “urban form type” in rust belt cities. Image credit: Jinmo Rhee 2024.

PhD-CD candidate Jinmo Rhee will defend his dissertation on May 9, 11AM. Please see details below.

Title
Computational Methods for the Identification and Comparative Analysis of Urban Form Types: A Case Study of Rust Belt Cities

Date
May 9, 2024, 11 am – 1:30 pm

Location (Virtual)
Please contact Alison Petrucci (apetrucc@cmu.edu) for access info.

Abstract
This dissertation presents a novel methodological framework that allows for the comparative analysis of city structures by identifying urban form types, interweaving a data scientific perspective into urban morphology. Proposing a concept of neighboring urban form around individual buildings as a key constituent of the city, a new kind of urban form dataset and method to identify urban form types is introduced. This framework was applied to three Rust Belt cities—Cleveland, Detroit, and Pittsburgh—as a case study. A deep learning model was employed to capture the morphological features from the urban dataset for these cities, clustered them to yield types of urban spaces, and examined the morphological characteristics of each type. These types delineate patterns of urban fabric and reveal urban structures distinctive to these cities. Through site surveys and expert interviews, I validated the proposed method’s capacity to provide more granular classification of urban forms and lead to more nuanced understanding of city space than conventional urban analysis methods. This dissertation contributes to the field of urban form studies, opening a new perspective to the analysis of urban spaces and redefining urban types and fabric from data science.

See Final Draft

Author
Jinmo Rhee, PhD Candidate in Computational Design

Advisory Committee
Dr. Daniel Cardoso Llach (Chair)
Associate Professor, School of Architecture, Carnegie Mellon University

Dr. Ramesk Krishnamurti
Professor Emeritus, School of Architecture, Carnegie Mellon University

Dr. Bhiska Raj Ramakrishnan
Professor, Language Technologies Institute and School of Computer Science, Carnegie Mellon University

Author: Daniel Cardoso Llach
Category: News