ACM | OccuSys
ACM BuildSys 2026 Workshop · Banff, Canada · June 22–25, 2026
Occupant-Centric Energy Systems (OccuSys)

Modeling and Control Beyond Static Boundaries: Integrating human-building interaction, adaptive comfort, behavioral intelligence, and grid-responsive control.

Workshop June 22, 2026 Location Banff, Canada ACM BuildSys 2026 Register

About the Workshop

The energy transition creates a critical opportunity to rethink how buildings model, predict, and respond to occupant behavior. From personalized thermal comfort control and human-in-the-loop systems to data-driven behavior modeling and adaptive automation, emerging technologies enable buildings to become truly occupant-centric energy systems.

Occupant-aware approaches are essential for:

Despite rapid advances in reinforcement learning, IoT-enabled automation, and smart building control, occupant behavior modeling remains fragmented across disciplines. OccuSys brings together researchers and practitioners working at the intersection of human behavior, building systems, and energy management.

The workshop aims to:

  1. Share frameworks, datasets, and best practices for occupant-centric modeling and control
  2. Identify research gaps and future directions in adaptive comfort and human-aware energy systems
  3. Foster interdisciplinary collaboration between academia and industry

Program

Keynote Speakers

Dolaana Khovalyg

Prof. Dolaana Khovalyg

EPFL – Laboratory of Integrated Comfort Engineering (ICE)

Closing the Loop on the Human Body: Sensing, Modeling, and Control for Occupant-Centric Buildings

Abstract:

Occupant-centric building research has advanced rapidly in areas such as occupancy detection, preference learning, reinforcement learning-based HVAC control, and personal comfort systems, yet these advances remain largely disconnected.

The human body, one of the most informative signal sources in a building, is still treated as a black box inferred indirectly through surveys or ambient sensors.

Closing this loop requires coordinated progress across three tightly coupled layers: scalable physiological sensing, personalized models that translate sparse biomarkers into actionable estimates of thermal state, and adaptive controllers that act on these estimates to balance energy, comfort, and well-being.

This keynote presents an integrated view of how these layers can work together, drawing on research at the Laboratory of Integrated Comfort Engineering (ICE) at EPFL.

Misha Pavel

Prof. Misha Pavel

Northeastern University

Human-System Identification and Control: Lessons from Healthcare to Grid-Interactive Buildings

Abstract:

Smart health systems provide a valuable model for a central challenge in smart buildings: how to identify, predict, and improve human-system behavior in everyday environments. In healthcare, system identification, control theory, and unobtrusive sensing have been used to model patient behaviors, detect meaningful changes in routines, and design personalized interventions.

This presentation examines human-system identification and control across smart health and the smart built environment. We explore control-theoretic models of human behavior used to predict and improve patient health behaviors, and we consider how similar ideas can support occupant modeling in buildings. We also survey the broader smart health landscape, emphasizing shared challenges such as noisy field data, individual differences, delayed feedback, privacy, and interventions that must work within daily life.

We reflect on applying these ideas to a longitudinal study of occupant thermostat use and other human-building behaviors in homes. Finally, we contrast the strengths and pitfalls of these distinct modeling philosophies, providing a definitive roadmap for modeling human behavior to improve well-being of people and the built environment.

Time Session
07:00 – 08:00 Breakfast
08:00 – 08:05 Welcome
W. Luo / M. Kane
08:05 – 08:45 Keynote: Closing the Loop on the Human Body: Sensing, Modeling, and Control for Occupant-Centric Buildings
D. Khovalyg
08:45 – 09:25 Keynote: Human-System Identification and Control: Lessons from Healthcare to Grid-Interactive Buildings
M. Pavel
09:25 – 10:00 Panel: Occupant-centric Controls
Moderated by W. Luo & A. Mohammadi
  • Scalable Adaptive AC Control in Real Sleep Environments: A Pilot Deployment with Lightweight Reinforcement Learning
    W. Zhang, A. Chong, S. Schiavon, C. Miller
  • Considering Causality toward Robust Occupant-Centric Control
    J. Ko, L. Wang, S. Lee
  • Behaviour-based thermal control in Indian Homes
    K. Panicker, P. Anand, A. George
10:00 – 10:30 Coffee Break
10:30 – 12:00 Activity: Messy Data, Shared Methods: A Hands-On Exchange with the Whole Energy Homes Longitudinal Dataset on Occupant Behaviors in their Home
M. Kane & M. Pathak
12:00 – 13:00 Lunch
13:00 – 13:50 Panel: Occupant Simulations and Assessment
Moderated by W. Luo & A. Mohammadi
  • Research of Residential Occupant Behavior Establishment for Building Energy Simulation
    P. Fang, Y. Tang, K. Huang, R. Hwang
  • Enhancing Resilience in Residential Buildings: Assessing Comfort under Blackout Scenarios with a Modular Multi-Zone White-Box Modeling Approach
    H. Cheng, V. Hagenmeyer, H. Çakmak
  • Simulation of Temperature in a Naturally Ventilated Office Space Using Machine Learning and Comparison with Traditional Whole-Building Temperature Modelling
    C. Watson, S. Gauthier, C. Vanderwel, S. Stein
  • OccuReward: LLM-Guided Occupant-Centric Reward Shaping for Demographic Equity in Grid-Interactive Buildings
    S. Zaregarizi, K. Yavari
  • Towards Generative Occupants: LLM Agents in Physics-Based Building Simulation
    L. Nicholas, S. Gauthier, E. Gerding, S. Stein
13:50 – 14:45 Activity: Interactive Discussion and Synthesis
Moderated by M. Kane, M. Pathak, W. Luo & A. Mohammadi

In closing, the workshop will feature an interactive discussion with the audience and speakers to synthesize a path toward an interdisciplinary research roadmap for human-system model development and use.


Keynote format: 25–30 minute presentation + 10–15 minute discussion
Panel format: 7 minute presentation + 3 minute discussion per paper


Topics of Interest

We invite original research, position papers, and work-in-progress submissions on all aspects of occupant behavior modeling and control for energy management. Topics include, but are not limited to:


Submission

Submissions must be unpublished and not under review for any other venue. Papers must be at most 4 pages (single-spaced, US Letter 8.5” × 11”), including figures, tables, and appendices. The format must follow the official ACM proceedings template (sigconf format) (LaTeX preferred or Word) and comply with ACM formatting requirements (9-pt font). Authors must anonymize their manuscripts by enabling the anonymous option and using the anonsuppress section where appropriate. Papers that do not comply with size, formatting, or anonymization requirements will not be reviewed.

All papers must be in Portable Document Format (PDF) and submitted via

occusys26.hotcrp.com .

Registration is handled through
buildsys.acm.org/2026 .


Important Dates (AoE)


Organizing Committee


Contact

For questions, please contact:

z.nagy@tue.nl