Ozan Baris Mulayim

12 papers Journal 4Unranked 8
YearRankTypeTitle / Venue / Authors
2025 — conf
BuildingQA: A Benchmark for Natural Language Question Answering over Building Knowledge Graphs.
BuildSys
Ozan Baris Mulayim, Avia Anwar, Umut Mete Saka, Lazlo Paul, Anand Krishnan Prakash, Gabe Fierro, Marco Pritoni, Mario Bergés
2025 J jnl
Can Time-Series Foundation Models Perform Building Energy Management Tasks?
CoRR
Ozan Baris Mulayim, Pengrui Quan, Liying Han, Xiaomin Ouyang, Dezhi Hong, Mario Bergés, Mani Srivastava
2025 J jnl
Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC.
CoRR
Ozan Baris Mulayim, Elias N. Pergantis, Levi D. Reyes Premer, Bingqing Chen, Guannan Qu, Kevin J. Kircher, Mario Bergés
2025 — conf
I Can't Read All That! Improving the Usability of Semantic Models Using Concise, Ontology-Agnostic, Building-Specific Schemas.
BuildSys
Lazlo Paul, Ozan Baris Mulayim, Umut Mete Saka, Anand Krishnan Prakash, Gabe Fierro, Marco Pritoni
2025 — conf
Ibex-RL: Interpretable and Scalable Control via Physics-Informed Reinforcement Learning.
BuildSys
Ozan Baris Mulayim, Mario Bergés
2025 — conf
On the Impact of Simulated Occupancy Behavior Assumptions on Reinforcement Learning for HVAC Controls.
e-Energy
Ozan Baris Mulayim, Mario Bergés
2025 J jnl
Semantic Technologies in Practical Demand Response: An Informational Requirement-based Roadmap.
CoRR
Ozan Baris Mulayim, Yuvraj Agarwal, Mario Bergés, Steve Schaefer, Mitali Shah, Derek Supple
2024 — conf
Are Time Series Foundation Models Ready to Revolutionize Predictive Building Analytics?
BuildSys
Ozan Baris Mulayim, Pengrui Quan, Liying Han, Xiaomin Ouyang, Dezhi Hong, Mario Bergés, Mani Srivastava
2024 — conf
Large Language Models for the Creation and Use of Semantic Ontologies in Buildings: Requirements and Challenges.
BuildSys
Ozan Baris Mulayim, Lazlo Paul, Marco Pritoni, Anand Krishnan Prakash, Malavikha Sudarshan, Gabe Fierro
2024 — conf
Leveraging Grey Box Models for Enhanced Energy Flexibility in Centralized and Decentralized Single-Zone Multi-Node Systems.
SmartGridComm
Ozan Baris Mulayim, Mario Bergés
2024 J jnl
Unmasking the Role of Remote Sensors in Comfort, Energy and Demand Response.
CoRR
Ozan Baris Mulayim, Edson Severnini, Mario Bergés
2023 — conf
Unmasking the Thermal Behavior of Single-Zone Multi-Room Houses: An Empirical Study.
BuildSys
Ozan Baris Mulayim, Mario Bergés