1. PhD student, University of Bristol, Bristol, UK
2. Associate, WSP, Bristol, UK
3. Senior Lecturer in Infrastructure Resilience, Department of Civil Engineering, University of Bristol, Bristol, UK
4. Professor of Infrastructure Systems and Urban Innovation, Department of Civil Engineering, University of Bristol, Bristol, UK
5. Associate Professor in Civil Engineering, Department of Civil Engineering, University of Bristol, Bristol, UK (corresponding author: )