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Draguna Vrabie

pacific northwest national laboratory

28H-index
190Paper Count
9.2KCitation Count
Published Papers 22
Publication Date
Physics vs structure: A systematic benchmark of learning strategies for multi-zone building thermal dynamics
err2026-04-12
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PREAI
errSoumya Vasisht; Cary Faulkner; Elad Michael; Aaron Tuor; Ján Drgoňa; Draguna Vrabie
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Physics-informed machine learning for building performance simulation-A review of a nascent field
err2025-05-14
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errOAAI
errZixin Jiang; Xuezheng Wang; Han Li; Tianzhen Hong; Fengqi You; Ján Drgoňa; Draguna Vrabie; Bing Dong
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Ten questions concerning reinforcement learning for building energy management
err2023-08-01
err38
errOAAI
errNagy, Zoltan; Henze, Gregor; Dey, Sourav; Arroyo, Javier; Helsen, Lieve; Zhang, Xiangyu; Chen, Bingqing; Amasyali, Kadir; Kurte, Kuldeep; Zamzam, Ahmed; Zandi, Helia; Drgona, Jan; Quintana, Matias; McCullogh, Steven; Park, June Young; Li, Han; Hong, Tianzhen; Brandi, Silvio; Pinto, Giuseppe; Capozzoli, Alfonso; Vrabie, Draguna; Berges, Mario; Nweye, Kingsley; Marzullo, Thibault; Bernstein, Andrey
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System modeling for grid-interactive efficient building applications
err2023-06-01
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PREAI
errYe, Yunyang; Faulkner, Cary A.; Xu, Rong; Huang, Sen; Liu, Yuan; Vrabie, Draguna L.; Zhang, Jian; Zuo, Wangda
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Sparse Control Synthesis for Uncertain Responsive Loads With Stochastic Stability Guarantees
err2022-01-01
err1
errOAAI
errNandanoori, Sai Pushpak; Kundu, Soumya; Lian, Jianming; Vaidya, Umesh; Vrabie, Draguna; Kalsi, Karanjit
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Occupant preference-aware load scheduling for resilient communities
err2021-12-01
err7
errOAAI
errWang, Jing; Huang, Sen; Zuo, Wangda; Vrabie, Draguna
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Sensor impacts on building and HVAC controls: A critical review for building energy performance
err2021-11-01
err68
errOAAI
errBae, Yeonjin; Bhattacharya, Saptarshi; Cui, Borui; Lee, Seungjae; Li, Yanfei; Zhang, Liang; Im, Piljae; Adetola, Veronica; Vrabie, Draguna; Leach, Matt; Kuruganti, Teja
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Control co-design of commercial building chiller plant using Bayesian optimization
err2021-09-01
err24
errOAAI
errBhattacharya, Arnab; Vasisht, Soumya; Adetola, Veronica; Huang, Sen; Sharma, Himanshu; Vrabie, Draguna L.
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Sensor impact evaluation and verification for fault detection and diagnostics in building energy systems: A review
err2021-08-01
err32
errOAAI
errZhang, Liang; Leach, Matt; Bae, Yeonjin; Cui, Borui; Bhattacharya, Saptarshi; Lee, Seungjae; Im, Piljae; Adetola, Veronica; Vrabie, Draguna; Kuruganti, Teja
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Physics-constrained deep learning of multi-zone building thermal dynamics
err2021-07-01
err79
errOAAI
errDrgona, Jan; Tuor, Aaron R.; Chandan, Vikas; Vrabie, Draguna L.
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A learning-based time-efficient framework for building energy performance evaluation
err2020-12-01
err4
errOAAI
errBhattacharya, Saptarshi; Chen, Yan; Huang, Sen; Vrabie, Draguna
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All you need to know about model predictive control for buildings
err2020-01-01
err469
errOAAI
errDrgona, Jan; Arroyo, Javier; Cupeiro Figueroa, Iago; Blum, David; Arendt, Krzysztof; Kim, Donghun; Olle, Enric Perarnau; Oravec, Juraj; Wetter, Michael; Vrabie, Draguna L.; Helsen, Lieve
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