Skip to main content

Model-based and data-driven approaches for building automation and control

Publication ,  Conference
Wei, T; Chen, X; Li, X; Zhu, Q
Published in: IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD
November 5, 2018

Smart buildings in the future are complex cyber-physical-human systems that involve close interactions among embedded platform (for sensing, computation, communication and control), mechanical components, physical environment, building architecture, and occupant activities. The design and operation of such buildings require a new set of methodologies and tools that can address these heterogeneous domains in a holistic, quantitative and automated fashion. In this paper, we will present our design automation methods for improving building energy efficiency and offering comfortable services to occupants at low cost. In particular, we will highlight our work in developing both model-based and data-driven approaches for building automation and control, including methods for co-scheduling heterogeneous energy demands and supplies, for integrating intelligent building energy management with grid optimization through a proactive demand response framework, for optimizing HVAC control with deep reinforcement learning, and for accurately measuring in-building temperature by combining prior modeling information with few sensor measurements based upon Bayesian inference.

Duke Scholars

Published In

IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD

DOI

ISSN

1092-3152

ISBN

9781450359504

Publication Date

November 5, 2018
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Wei, T., Chen, X., Li, X., & Zhu, Q. (2018). Model-based and data-driven approaches for building automation and control. In IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD. https://doi.org/10.1145/3240765.3243485
Wei, T., X. Chen, X. Li, and Q. Zhu. “Model-based and data-driven approaches for building automation and control.” In IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD, 2018. https://doi.org/10.1145/3240765.3243485.
Wei T, Chen X, Li X, Zhu Q. Model-based and data-driven approaches for building automation and control. In: IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD. 2018.
Wei, T., et al. “Model-based and data-driven approaches for building automation and control.” IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD, 2018. Scopus, doi:10.1145/3240765.3243485.
Wei T, Chen X, Li X, Zhu Q. Model-based and data-driven approaches for building automation and control. IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD. 2018.

Published In

IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD

DOI

ISSN

1092-3152

ISBN

9781450359504

Publication Date

November 5, 2018