Matches in SemOpenAlex for { <https://semopenalex.org/work/W4382935915> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W4382935915 abstract "While implementing renewable energy systems and model predictive control (MPC) could reduce non-renewable energy consumption, one challenge to building climate control using MPC is the weather forecast uncertainty. In this work, we propose a data-driven robust model predictive control (DDRMPC) framework to address climate control of a sustainable building with renewable hybrid energy systems under weather forecast uncertainty. The control and energy system configurations include heating, ventilation, and air conditioning, geothermal heat pump, photovoltaic panel, and electricity storage battery. Historical weather forecast and measurement data are gathered from the weather station to identify the forecast errors and for the use of uncertainty set construction. The data-driven uncertainty sets are constructed with multiple machine learning techniques, including principal component analysis with kernel density estimation, K-means clustering coupled with PCA and KDE, density-based spatial clustering of applications with noise, and the Dirichlet process mixture model. Lastly, a data-driven robust optimization problem is developed to obtain the optimal control inputs for a building with renewable energy systems. A case study on controlling a building with renewable energy systems located on the Cornell University campus is used to demonstrate the advantages of the proposed DDRMPC framework." @default.
- W4382935915 created "2023-07-04" @default.
- W4382935915 creator A5001264639 @default.
- W4382935915 creator A5062751420 @default.
- W4382935915 creator A5067525285 @default.
- W4382935915 date "2023-05-31" @default.
- W4382935915 modified "2023-09-25" @default.
- W4382935915 title "Thermal Comfort Control on Sustainable Building via Data-Driven Robust Model Predictive Control" @default.
- W4382935915 cites W1608758704 @default.
- W4382935915 cites W1973551257 @default.
- W4382935915 cites W2006392151 @default.
- W4382935915 cites W2031279008 @default.
- W4382935915 cites W2036841285 @default.
- W4382935915 cites W2053944611 @default.
- W4382935915 cites W2080407798 @default.
- W4382935915 cites W2090703109 @default.
- W4382935915 cites W2092977241 @default.
- W4382935915 cites W2100835769 @default.
- W4382935915 cites W2102519737 @default.
- W4382935915 cites W2110349823 @default.
- W4382935915 cites W2112091856 @default.
- W4382935915 cites W2166313543 @default.
- W4382935915 cites W2302819922 @default.
- W4382935915 cites W2600983611 @default.
- W4382935915 cites W2740924709 @default.
- W4382935915 cites W2791354555 @default.
- W4382935915 cites W2801221224 @default.
- W4382935915 cites W2908664238 @default.
- W4382935915 cites W2910907233 @default.
- W4382935915 cites W2980472264 @default.
- W4382935915 cites W3010647025 @default.
- W4382935915 cites W3040274799 @default.
- W4382935915 cites W3193939456 @default.
- W4382935915 cites W4223420024 @default.
- W4382935915 cites W4291302236 @default.
- W4382935915 cites W4298130628 @default.
- W4382935915 cites W4304118974 @default.
- W4382935915 cites W4318820612 @default.
- W4382935915 doi "https://doi.org/10.23919/acc55779.2023.10155818" @default.
- W4382935915 hasPublicationYear "2023" @default.
- W4382935915 type Work @default.
- W4382935915 citedByCount "0" @default.
- W4382935915 crossrefType "proceedings-article" @default.
- W4382935915 hasAuthorship W4382935915A5001264639 @default.
- W4382935915 hasAuthorship W4382935915A5062751420 @default.
- W4382935915 hasAuthorship W4382935915A5067525285 @default.
- W4382935915 hasConcept C106527866 @default.
- W4382935915 hasConcept C119599485 @default.
- W4382935915 hasConcept C119857082 @default.
- W4382935915 hasConcept C127413603 @default.
- W4382935915 hasConcept C154945302 @default.
- W4382935915 hasConcept C172205157 @default.
- W4382935915 hasConcept C188573790 @default.
- W4382935915 hasConcept C2775924081 @default.
- W4382935915 hasConcept C41008148 @default.
- W4382935915 hasConcept C41291067 @default.
- W4382935915 hasConcept C73555534 @default.
- W4382935915 hasConceptScore W4382935915C106527866 @default.
- W4382935915 hasConceptScore W4382935915C119599485 @default.
- W4382935915 hasConceptScore W4382935915C119857082 @default.
- W4382935915 hasConceptScore W4382935915C127413603 @default.
- W4382935915 hasConceptScore W4382935915C154945302 @default.
- W4382935915 hasConceptScore W4382935915C172205157 @default.
- W4382935915 hasConceptScore W4382935915C188573790 @default.
- W4382935915 hasConceptScore W4382935915C2775924081 @default.
- W4382935915 hasConceptScore W4382935915C41008148 @default.
- W4382935915 hasConceptScore W4382935915C41291067 @default.
- W4382935915 hasConceptScore W4382935915C73555534 @default.
- W4382935915 hasLocation W43829359151 @default.
- W4382935915 hasOpenAccess W4382935915 @default.
- W4382935915 hasPrimaryLocation W43829359151 @default.
- W4382935915 hasRelatedWork W1834608617 @default.
- W4382935915 hasRelatedWork W1999627569 @default.
- W4382935915 hasRelatedWork W2277421442 @default.
- W4382935915 hasRelatedWork W2380998760 @default.
- W4382935915 hasRelatedWork W2582212168 @default.
- W4382935915 hasRelatedWork W2899084033 @default.
- W4382935915 hasRelatedWork W4309744252 @default.
- W4382935915 hasRelatedWork W763609066 @default.
- W4382935915 hasRelatedWork W919102594 @default.
- W4382935915 hasRelatedWork W2585200381 @default.
- W4382935915 isParatext "false" @default.
- W4382935915 isRetracted "false" @default.
- W4382935915 workType "article" @default.