Principal investigator

Hongshan Guo

Assistant Professor, Department of Architecture, The University of Hong Kong

Human-building-climate systems, simulation, climate futures, and design-facing AI.

Portrait of Hongshan Guo

Appointments

Academic and professional trajectory

Assistant Professor

The University of Hong Kong

Department of Architecture.

Principal Data Scientist

Bank of New York Mellon

Led end-to-end ML deployment and model governance for daily USD 29-43 billion Federal Reserve account-balance forecasting.

Postdoctoral Researcher

Princeton University

Research at the intersection of building science, sensing, and environmental modeling.

Education

Training and disciplinary base

Ph.D., Architecture

Princeton University

Architectural Technology and Computational Design.

M.Eng., Mechanical Engineering

Columbia University

B.Eng., Architectural Engineering

Harbin Institute of Technology

HVAC Engineering.

Teaching

Courses and pedagogy

ARCH7476: Evidence-Based Generative Design

Students frame design problems as testable claims, collect evidence, and build reproducible analyses with strong visual communication artifacts.

Mixed MArch, undergraduate, and PhD

Course site

DESN2003: Research for Innovation

Research methodology from question framing through evidence gathering to communication, with tracks for frontier research and buildable outputs.

Undergraduate

Course site

CCGL9065: Our Response to Climate Change | Hong Kong 2100

Climate action through critique, debate, and speculative design, culminating in a public interactive art-and-science exhibition.

Undergraduate

Course site

Evidence-based design workflows that combine low-code tools with Python and Colab notebooks, with strong emphasis on reproducibility, uncertainty quantification, and visual communication.

Princeton mini-courses on IoT sensing and thermodynamics labs, 2015-2018.

Mentorship and service

Doctoral work, reviewing, and public-facing scholarship

Current supervision

  • Kanxuan He, PhD (HKU, 2025-): probabilistic control; first place at the ICML 2025 CO-BUILD Smart Building Competition.
  • Yu Chang, PhD (HKU, 2024-): cross-cultural thermal comfort; first-author review in Renewable and Sustainable Energy Reviews (2025).
  • Multi-agentic, physics-informed occupant modeling for environmental evaluation in architectural design.
  • Neuroarchitecture thesis using EEG to study occupant responses to spatial design conditions.

Professional service

  • ASHRAE Research Project 1959-TRP on metabolic rate standards revision, PI, awarded February 2026.
  • Reviewer for CVPR, ICML and NeurIPS workshops, and journals including Energy and Buildings, Building and Environment, Applied Energy, Energy, Journal of Building Engineering, Sustainable Cities and Society, and Urban Climate.
  • Co-Chair, Technical Development and Proceedings Integration, CAAD Futures 2025.
  • Industry collaboration with the Hong Kong Green Building Council and the Electrical and Mechanical Services Department.

Public scholarship

  • Exhibitor and co-author, Social Condenser Extraordinaire: Hong Kong's Municipal Services Buildings, Projecting Future Heritage: A Hong Kong Archive, La Biennale di Venezia collateral event, May-November 2025.
  • Lead instructor for the public student exhibition Our Response to Climate Change | Hong Kong 2100 at HKU.