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Clayton Miller

National University of Singapore · SG
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Area of research
Building and Construction · Environmental Engineering
Research interest
Research interests include Computer science, Architectural engineering, Benchmarking, Thermal comfort, Environmental science, and Engineering.
h-index
citations
2,459
works
34
NIH funding
primary concept
email

Recent publications

What is a Digital Twin anyway? Deriving the definition for the built environment from over 15,000 scientific publications
Building and Environment 2025cited by 53position: middledoi
Revealing building operating carbon dynamics for multiple cities
Nature Sustainability 2025cited by 11position: middledoi
BIM-to-BRICK: Using graph modeling for IoT/BMS and spatial semantic data interoperability within digital data models of buildings
Energy and Buildings 2025cited by 10position: lastdoi
Make yourself comfortable: Nudging urban heat and noise mitigation with smartwatch-based Just-in-time Adaptive Interventions (JITAI)
Building and Environment 2025cited by 6position: firstdoi
Mitigating operational greenhouse gas emissions in ageing residential buildings using an Urban Digital Twin dashboard
Energy and Buildings 2024cited by 22position: middledoi
Creating synthetic energy meter data using conditional diffusion and building metadata
Energy and Buildings 2024cited by 21position: lastdoi
A dataset exploring urban comfort through novel wearables and environmental surveys
Scientific Data 2024cited by 5position: middledoi
Towards Human-centric Digital Twins: Leveraging Computer Vision and Graph Models to Predict Outdoor Comfort
Sustainable Cities and Society 2023cited by 84position: middledoi
Ten questions concerning occupant-centric control and operations
Building and Environment 2023cited by 74position: middledoi
Ten questions concerning data-driven modelling and forecasting of operational energy demand at building and urban scale
Building and Environment 2023cited by 63position: lastdoi
A review and reflection on open datasets of city-level building energy use and their applications
Energy and Buildings 2023cited by 60position: lastdoi
A hybrid active learning framework for personal thermal comfort models
Building and Environment 2023cited by 48position: middledoi
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation
Applied Thermal Engineering 2023cited by 41position: lastdoi
Cozie Apple: An iOS mobile and smartwatch application for environmental quality satisfaction and physiological data collection
Journal of Physics Conference Series 2023cited by 31position: lastdoi
Experimental evaluation of thermal adaptation and transient thermal comfort in a tropical mixed-mode ventilation context
Building and Environment 2023cited by 19position: middledoi
Infrared thermography in the built environment: A multi-scale review
Renewable and Sustainable Energy Reviews 2022cited by 95position: lastdoi
The ASHRAE Great Energy Predictor III competition: Overview and results
Singapore Management University Institutional Knowledge (InK) (Singapore Management University) 2022cited by 91position: first
Personal comfort models based on a 6‐month experiment using environmental parameters and data from wearables
Indoor Air 2022cited by 60position: lastdoi
BEEM: Data-driven building energy benchmarking for Singapore
Energy and Buildings 2022cited by 53position: lastdoi
Cohort comfort models — Using occupant’s similarity to predict personal thermal preference with less data
Building and Environment 2022cited by 49position: lastdoi
Fifty shades of grey: Automated stochastic model identification of building heat dynamics
Energy and Buildings 2022cited by 40position: middledoi
Energy balances, thermal performance, and heat stress: Disentangling occupant behaviour and weather influences in a Dutch net-zero energy neighborhood
Energy and Buildings 2022cited by 32position: lastdoi
Review of machine learning techniques for mosquito control in urban environments
Ecological Informatics 2021cited by 100position: lastdoi
Data science for building energy efficiency: A comprehensive text-mining driven review of scientific literature
Energy and Buildings 2021cited by 59position: middledoi
Introducing IEA EBC annex 79: Key challenges and opportunities in the field of occupant-centric building design and operation
Building and Environment 2020cited by 295position: middledoi
EnergyStar++: Towards more accurate and explanatory building energy benchmarking
Applied Energy 2020cited by 160position: lastdoi
Humans-as-a-Sensor for Buildings—Intensive Longitudinal Indoor Comfort Models
Buildings 2020cited by 131position: lastdoi
SynCity: Using open data to create a synthetic city of hourly building energy estimates by integrating data-driven and physics-based methods
Applied Energy 2020cited by 109position: middledoi
Project Coolbit: can your watch predict heat stress and thermal comfort sensation?
Environmental Research Letters 2020cited by 90position: middledoi
Apples or oranges? Identification of fundamental load shape profiles for benchmarking buildings using a large and diverse dataset
Applied Energy 2019cited by 90position: middledoi

Grants

No grants ingested yet.

Frequent collaborators

Matías Quintana · National University of Singapore9 papers (2019–2025)Adrian Chong · National University of Singapore5 papers (2021–2025)Filip Biljecki · National University of Singapore5 papers (2022–2025)Chun Fu · National University of Singapore4 papers (2022–2024) · 4 papers (2019–2022)Federico Tartarini · The University of Sydney3 papers (2022–2023)Mario Frei · National University of Singapore3 papers (2023–2025)Hussain Kazmi · KU Leuven3 papers (2022–2024)Binyu Lei · National University of Singapore3 papers (2023–2025)Mahmoud Abdelrahman · National University of Singapore3 papers (2020–2025)Zeynep Duygu Tekler · National University of Singapore2 papers (2023–2023)Stefano Schiavon · University of California, Berkeley2 papers (2022–2023)Negin Nazarian · UNSW Sydney2 papers (2019–2020)Jonathan Roth · National University of Singapore2 papers (2020–2022)Yun Xuan Chua · National University of Singapore2 papers (2023–2025)Sicheng Zhan · National University of Singapore2 papers (2021–2023) · 2 papers (2017–2017)Yue Lei · National University of Singapore2 papers (2023–2023)Kameshwar Poolla · University of California, Berkeley2 papers (2020–2022)Prageeth Jayathissa · National University of Singapore2 papers (2019–2020)
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