Clayton Miller

55 papers Misc 3Journal 33Unranked 19

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	AI4X Roadmap: Artificial Intelligence for the advancement of scientific pursuit and its future directions. CoRR Stephen G. Dale, Nikita Kazeev, Alastair J. A. Price, Victor Posligua, Stephan Roche, O. Anatole von Lilienfeld, Konstantin S. Novoselov, Xavier Bresson, Gianmarco Mengaldo, Xudong Chen, Terence J. O'Kane, Emily R. Lines, Matthew J. Allen, Amandine E. Debus, Clayton Miller, Jiayu Zhou, Hiroko H. Dodge, David Rousseau, Andrey Ustyuzhanin, Ziyun Yan, Mario Lanza, Fabio Sciarrino, Ryo Yoshida, Zhidong Leong, Teck Leong Tan, Qianxiao Li, Adil Kabylda, Igor Poltavsky, Alexandre Tkatchenko, Sherif Abdulkader Tawfik, Prathami Divakar Kamath, Théo Jaffrelot Inizan, Kristin A. Persson, Bryant Y. Li, Vir Karan, Chenru Duan, Haojun Jia, Qiyuan Zhao, Hiroyuki Hayashi, Atsuto Seko, Isao Tanaka, Omar M. Yaghi, Tim Gould, Bun Chan, Stefan Vuckovic, Tianbo Li, Min Lin, Zehcen Tang, Yang Li, Yong Xu, Amrita Joshi, Xiaonan Wang, Leonard W. T. Ng, Sergei V. Kalinin, Mahshid Ahmadi, Jiyizhe Zhang, Shuyuan Zhang, Alexei A. Lapkin, Ming Xiao, Zhe Wu, Kedar Hippalgaonkar, Limsoon Wong, Lorenzo Bastonero, Nicola Marzari, Dorye Luis Esteras Cordoba, Andrei Tomut, Alba Quinones Andrade, Jose-Hugo Garcia
2025	—	`conf`	Advancing Non-intrusive Load Monitoring: Insights from the Winning Algorithms in the ADRENALIN 2024 Load Disaggregation Competition. EIA Nordic (2) Balázs András Tolnai, Rafael Sudbrack Zimmermann, Yangxinyu Xie, Ngoc Tran, Cihat Emre Çeliker, Zheng Grace Ma, Igor Sartori, Matt Amos, Gustaf Bengtsson, Synne Krekling Lien, Clayton Miller, Akram Hameed, Bo Nørregaard Jørgensen
2025	—	`conf`	How realistic are synthetic energy data? Feature-based evaluation of generated smart meter load profiles. BuildSys Nazar Demir, Talia Qaiser, Ada Canaydin, Chun Fu, Matias Quintana, Clayton Miller, Hussain Kazmi
2025	—	`conf`	Lessons Learned from the ADRENALIN Load Disaggregation Challenge. EIA Nordic (2) Balázs András Tolnai, Zheng Ma, Igor Sartori, Clayton Miller, Stephen White, Matt Amos, Gustaf Bengtsson, Akram Hameed, Bo Nørregaard Jørgensen
2025	J	`jnl`	Make yourself comfortable: Nudging urban heat and noise mitigation with smartwatch-based Just-in-time Adaptive Interventions (JITAI). CoRR Clayton Miller, Yun Xuan Chua, Matias Quintana, Binyu Lei, Filip Biljecki, Mario Frei
2025	—	`conf`	Poster Abstract: Field evaluation of body thermoregulation-based dynamic bedroom air temperature control to improve sleep. BuildSys Wenhao Zhang, Stefano Schiavon, Clayton Miller
2025	J	`jnl`	Sensors and Sensibilities: Exploring Interactions for Habitat Comfort with An Environmental-Physiological Sensing Eyewear In the Wild. Int. J. Hum. Comput. Stud. Sailin Zhong, Patrick Chwalek, Nathan Perry, David B. Ramsay, Clayton Miller, Denis Lalanne, Hamed S. Alavi, Joseph A. Paradiso
2024	J	`jnl`	Creating synthetic energy meter data using conditional diffusion and building metadata. CoRR Chun Fu, Hussain Syed Kazmi, Matias Quintana, Clayton Miller
2024	J	`jnl`	Exploring Urban Comfort through Novel Wearables and Environmental Surveys. CoRR Patrick Chwalek, Sailin Zhong, Nathan Perry, Tianqi Liu, Clayton Miller, Hamed S. Alavi, Denis Lalanne, Joseph A. Paradiso
2024	—	`conf`	Mind the Hazard: Modeling and Interpreting Comfort with Personalized Sensing. BuildSys Yufei Zhang, Matteo Favero, Patrick Chwalek, Sailin Zhong, Denis Lalanne, Joseph A. Paradiso, Clayton Miller, Andrew J. Sonta
2024	J	`jnl`	Recommender systems and reinforcement learning for building control and occupant interaction: A text-mining driven review of scientific literature. CoRR Wenhao Zhang, Matias Quintana, Clayton Miller
2024	J	`jnl`	What is a Digital Twin Anyway? Deriving the Definition for the Built Environment from over 15,000 Scientific Publications. CoRR Mahmoud Abdelrahman, Edgardo Macatulad, Binyu Lei, Matias Quintana, Clayton Miller, Filip Biljecki
2023	—	`conf`	A Dynamic Urban Digital Twin Integrating Longitudinal Thermal Imagery for Microclimate Studies. BuildSys Vasantha Ramani, Marcel Ignatius, Joie Lim, Filip Biljecki, Clayton Miller
2023	J	`jnl`	BIM-to-BRICK: Using graph modeling for IoT/BMS and spatial semantic data interoperability within digital data models of buildings. CoRR Filippo Vittori, Chuan Fu Tan, Anna Laura Pisello, Adrian Chong, Clayton Miller
2023	J	`jnl`	District-scale surface temperatures generated from high-resolution longitudinal thermal infrared images. CoRR Subin Lin, Vasantha Ramani, Miguel Martin, Pandarasamy Arjunan, Adrian Chong, Filip Biljecki, Marcel Ignatius, Kameshwar Poolla, Clayton Miller
2023	—	`conf`	Enhancing Classification of Energy Meters with Limited Labels using a Semi-Supervised Generative Model. BuildSys Chun Fu, Hussain Kazmi, Matias Quintana, Clayton Miller
2023	J	`jnl`	Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation. CoRR Chun Fu, Matias Quintana, Zoltán Nagy, Clayton Miller
2023	—	`conf`	From Personal Comfort to District Performance: Using Smartwatch and WiFi Data for Occupant-Driven Operation. BuildSys Martín Mosteiro-Romero, Matias Quintana, Clayton Miller, Rudi Stouffs
2023	—	`conf`	Introducing the Cool, Quiet City Competition: Predicting Smartwatch-Reported Heat and Noise with Digital Twin Metrics. BuildSys Clayton Miller, Matias Quintana, Mario Frei, Yun Xuan Chua, Chun Fu, Bianca Picchetti, Winston Yap, Adrian Chong, Filip Biljecki
2023	J	`jnl`	Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight. CoRR Antonio Liguori, Matias Quintana, Chun Fu, Clayton Miller, Jérôme Frisch, Christoph van Treeck
2023	J	`jnl`	Semantic segmentation of longitudinal thermal images for identification of hot and cool spots in urban areas. CoRR Vasantha Ramani, Pandarasamy Arjunan, Kameshwar Poolla, Clayton Miller
2023	J	`jnl`	Utilizing wearable technology to characterize and facilitate occupant collaborations in flexible workspaces. CoRR Kristi Maisha, Mario Frei, Matias Quintana, Yun Xuan Chua, Rishee Jain, Clayton Miller
2022	J	`jnl`	ALDI++: Automatic and parameter-less discord and outlier detection for building energy load profiles. CoRR Matias Quintana, Till Stoeckmann, June Young Park, Marian Turowski, Veit Hagenmeyer, Clayton Miller
2022	J	`jnl`	Cohort comfort models - Using occupants' similarity to predict personal thermal preference with less data. CoRR Matias Quintana, Stefano Schiavon, Federico Tartarini, Joyce Kim, Clayton Miller
2022	—	`conf`	ComfortLearn: enabling agent-based occupant-centric building controls. BuildSys Matias Quintana, Zoltán Nagy, Federico Tartarini, Stefano Schiavon, Clayton Miller
2022	J	`jnl`	Cozie Apple: An iOS mobile and smartwatch application for environmental quality satisfaction and physiological data collection. CoRR Federico Tartarini, Clayton Miller, Stefano Schiavon
2022	J	`jnl`	Elastic buildings: Calibrated district-scale simulation of occupant-flexible campus operation for hybrid work optimization. CoRR Martín Mosteiro-Romero, Clayton Miller, Adrian Chong, Rudi Stouffs
2022	—	`conf`	From model-centric to data-centric: a practical MPC implementation framework for buildings. BuildSys Sicheng Zhan, Matias Quintana, Clayton Miller, Adrian Chong
2022	J	`jnl`	Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned. CoRR Clayton Miller, Liu Hao, Chun Fu
2022	Misc	`conf`	Green Mark Certified Buildings Metadata from Singapore: Dataset. SenSys Yi Ting Teo, Matias Quintana, Muhammad Zikry Bin Sabarudin, Charlene Tan, Adrian Chong, Clayton Miller
2022	Misc	`conf`	Grey-Brick Buildings, an Open Data Set of Calibrated RC Models of Dutch Residential Building Heat Dynamics. SenSys Julien Leprince, Clayton Miller, Henrik Madsen, Kaustav Basu, Rik van der Vlist, Wim Zeiler
2022	J	`jnl`	InfraRed Investigation in Singapore (IRIS) Observatory: Urban heat island contributors and mitigators analysis using neighborhood-scale thermal imaging. CoRR Miguel Martin, Vasantha Ramani, Clayton Miller
2022	J	`jnl`	Longitudinal thermal imaging for scalable non-residential HVAC and occupant behaviour characterization. CoRR Vasantha Ramani, Miguel Martin, Pandarasamy Arjunan, Adrian Chong, Kameshwar Poolla, Clayton Miller
2022	J	`jnl`	Smartwatch-based ecological momentary assessments for occupant wellness and privacy in buildings. CoRR Clayton Miller, Renee Christensen, Jin Kai Leong, Mahmoud Abdelrahman, Federico Tartarini, Matias Quintana, Andre Matthias Müller, Mario Frei
2022	J	`jnl`	Targeting occupant feedback using digital twins: Adaptive spatial-temporal thermal preference sampling to optimize personal comfort models. CoRR Mahmoud Abdelrahman, Clayton Miller
2022	—	`conf`	Towards smartwatch-driven just-in-time adaptive interventions (JITAI) for building occupants. BuildSys Clayton Miller, Yun Xuan Chua, Mario Frei, Matias Quintana
2022	—	`conf`	Trimming outliers using trees: winning solution of the large-scale energy anomaly detection (LEAD) competition. BuildSys Chun Fu, Pandarasamy Arjunan, Clayton Miller
2021	—	`conf`	Fifty shades of black: uncovering physical models from symbolic regressions for scalable building heat dynamics identification. BuildSys Julien Leprince, Clayton Miller, Mario Frei, Henrik Madsen, Wim Zeiler
2021	J	`jnl`	Limitations of machine learning for building energy prediction: ASHRAE Great Energy Predictor III Kaggle competition error analysis. CoRR Clayton Miller, Bianca Picchetti, Chun Fu, Jovan Pantelic
2021	Misc	`conf`	Longitudinal personal thermal comfort preference data in the wild. SenSys Matias Quintana, Mahmoud Abdelrahman, Mario Frei, Federico Tartarini, Clayton Miller
2021	—	`conf`	Operational characteristics of residential air conditioners with temporally granular remote thermographic imaging. BuildSys Pandarasamy Arjunan, Gregory Dobler, Kyungmin Lee, Clayton Miller, Filip Biljecki, Kameshwar Poolla
2021	J	`jnl`	Personal thermal comfort models using digital twins: Preference prediction with BIM-extracted spatial-temporal proximity data from Build2Vec. CoRR Mahmoud Abdelrahman, Adrian Chong, Clayton Miller
2021	J	`jnl`	Review of machine learning techniques for mosquito control in urban environments. Ecol. Informatics Ananya Joshi, Clayton Miller
2021	J	`jnl`	Using Google Trends as a proxy for occupant behavior to predict building energy consumption. CoRR Chun Fu, Clayton Miller
2020	—	`conf`	Balancing thermal comfort datasets: We GAN, but should we? BuildSys Matias Quintana, Stefano Schiavon, Kwok Wai Tham, Clayton Miller
2020	J	`jnl`	Balancing thermal comfort datasets: We GAN, but should we? CoRR Matias Quintana, Stefano Schiavon, Kwok Wai Tham, Clayton Miller
2020	J	`jnl`	Build2Vec: Building Representation in Vector Space. CoRR Mahmoud Abdelrahman, Adrian Chong, Clayton Miller
2020	J	`jnl`	Humans-as-a-sensor for buildings: Intensive longitudinal indoor comfort models. CoRR Prageeth Jayathissa, Matias Quintana, Mahmoud Abdelrahman, Clayton Miller
2020	J	`jnl`	Spacematch: Using environmental preferences to match occupants to suitable activity-based workspaces. CoRR Tapeesh Sood, Patrick Janssen, Clayton Miller
2020	J	`jnl`	The ASHRAE Great Energy Predictor III competition: Overview and results. CoRR Clayton Miller, Pandarasamy Arjunan, Anjukan Kathirgamanathan, Chun Fu, Jonathan Roth, June Young Park, Chris Balbach, Krishnan Gowri, Zoltán Nagy, Anthony Fontanini, Jeff Haberl
2019	J	`jnl`	EnergyStar++: Towards more accurate and explanatory building energy benchmarking. CoRR Pandarasamy Arjunan, Kameshwar Poolla, Clayton Miller
2019	J	`jnl`	More Buildings Make More Generalizable Models - Benchmarking Prediction Methods on Open Electrical Meter Data. Mach. Learn. Knowl. Extr. Clayton Miller
2019	—	`conf`	Towards Class-Balancing Human Comfort Datasets with GANs. BuildSys Matias Quintana, Clayton Miller
2017	—	`conf`	Predicting success of energy savings interventions and industry type using smart meter and retrofit data from thousands of non-residential buildings. BuildSys Clayton Miller
2015	—	`conf`	Forensically discovering simulation feedback knowledge from a campus energy information system. SpringSim (SimAUD) Clayton Miller, Arno Schlueter