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Juan Gomez-Romero et al.
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Christian Finck et al.
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Jose Villar et al.
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Gianluca Serale et al.
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Jonathan Reynolds et al.
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M. Killian et al.
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Mischa Schmidt et al.
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Georgios D. Kontes et al.
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Yuchun Li et al.
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Francesco Smarra et al.
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Achin Jain et al.
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Abdul Afram et al.
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Soren Ostergaard Jensen et al.
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Chirag Deb et al.
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Occupant-behavior driven appliance scheduling for residential buildings
Amin Mirakhorli et al.
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Konstantin Klein et al.
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Jie Shi et al.
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Yi Zong et al.
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Roe De Coninck et al.
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Nikitha Radhakrishnan et al.
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Antonio E. Ruano et al.
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Michael Dahl Knudsen et al.
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Fabrizio Ascione et al.
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Roel De Coninck et al.
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David Sturzenegger et al.
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Evangelos Vrettos et al.
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Scheduling and Provision of Secondary Frequency Reserves by Aggregations of Commercial Buildings
Evangelos Vrettos et al.
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G. T. Costanzo et al.
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M. Razmara et al.
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Predictive control of multizone heating, ventilation and air-conditioning systems in non-residential buildings
Antoine Garnier et al.
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Frederik Ruelens et al.
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Yaohui Zeng et al.
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Ruilong Deng et al.
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Weijie Mai et al.
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Peter D. Lund et al.
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Antonino Marvuglia et al.
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Cara R. Touretzky et al.
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