Clayton Miller
Orcid: 0000-0002-1186-4299
According to our database1,
Clayton Miller
authored at least 42 papers
between 2015 and 2023.
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Bibliography
2023
Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight.
CoRR, 2023
Semantic segmentation of longitudinal thermal images for identification of hot and cool spots in urban areas.
CoRR, 2023
BIM-to-BRICK: Using graph modeling for IoT/BMS and spatial semantic data interoperability within digital data models of buildings.
CoRR, 2023
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation.
CoRR, 2023
Utilizing wearable technology to characterize and facilitate occupant collaborations in flexible workspaces.
CoRR, 2023
District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images.
CoRR, 2023
A Dynamic Urban Digital Twin Integrating Longitudinal Thermal Imagery for Microclimate Studies.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023
From Personal Comfort to District Performance: Using Smartwatch and WiFi Data for Occupant-Driven Operation.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023
Introducing the Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat and Noise with Digital Twin Metrics.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023
Enhancing Classification of Energy Meters with Limited Labels using a Semi-Supervised Generative Model.
Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023
2022
Longitudinal thermal imaging for scalable non-residential HVAC and occupant behaviour characterization.
CoRR, 2022
Cozie Apple: An iOS mobile and smartwatch application for environmental quality satisfaction and physiological data collection.
CoRR, 2022
InfraRed Investigation in Singapore (IRIS) Observatory: Urban heat island contributors and mitigators analysis using neighborhood-scale thermal imaging.
CoRR, 2022
Elastic buildings: Calibrated district-scale simulation of occupant-flexible campus operation for hybrid work optimization.
CoRR, 2022
Smartwatch-based ecological momentary assessments for occupant wellness and privacy in buildings.
CoRR, 2022
Cohort comfort models - Using occupants' similarity to predict personal thermal preference with less data.
CoRR, 2022
ALDI++: Automatic and parameter-less discord and outlier detection for building energy load profiles.
CoRR, 2022
Targeting occupant feedback using digital twins: Adaptive spatial-temporal thermal preference sampling to optimize personal comfort models.
CoRR, 2022
Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned.
CoRR, 2022
From model-centric to data-centric: a practical MPC implementation framework for buildings.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022
Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022
Towards smartwatch-driven just-in-time adaptive interventions (JITAI) for building occupants.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022
Grey-Brick Buildings, an Open Data Set of Calibrated RC Models of Dutch Residential Building Heat Dynamics.
Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022
Trimming outliers using trees: winning solution of the large-scale energy anomaly detection (LEAD) competition.
Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, 2022
2021
Ecol. Informatics, 2021
Using Google Trends as a proxy for occupant behavior to predict building energy consumption.
CoRR, 2021
Personal thermal comfort models using digital twins: Preference prediction with BIM-extracted spatial-temporal proximity data from Build2Vec.
CoRR, 2021
Limitations of machine learning for building energy prediction: ASHRAE Great Energy Predictor III Kaggle competition error analysis.
CoRR, 2021
Proceedings of the SenSys '21: The 19th ACM Conference on Embedded Networked Sensor Systems, Coimbra, Portugal, November 15, 2021
Fifty shades of black: uncovering physical models from symbolic regressions for scalable building heat dynamics identification.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021
Operational characteristics of residential air conditioners with temporally granular remote thermographic imaging.
Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021
2020
CoRR, 2020
Spacematch: Using environmental preferences to match occupants to suitable activity-based workspaces.
CoRR, 2020
Proceedings of the BuildSys '20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, 2020
2019
More Buildings Make More Generalizable Models - Benchmarking Prediction Methods on Open Electrical Meter Data.
Mach. Learn. Knowl. Extr., 2019
CoRR, 2019
Proceedings of the 6th ACM International Conference on Systems for Energy-Efficient Buildings, 2019
2017
Predicting success of energy savings interventions and industry type using smart meter and retrofit data from thousands of non-residential buildings.
Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments, 2017
2015
Forensically discovering simulation feedback knowledge from a campus energy information system.
Proceedings of the Symposium on Simulation for Architecture & Urban Design, 2015