Matches in SemOpenAlex for { <https://semopenalex.org/work/W2974647966> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2974647966 abstract "In the context of building heating systems control in office buildings, the current state-of-the-art applies either a deterministic Model Predictive Control (MPC) controller together with a nonlinear model, or a linearized model with a stochastic MPC controller. Deterministic MPC considers only one realization of the external disturbances, which can lead to a low performance solution if the forecasts of the disturbances are not accurate. Similarly, linear models are simplified representations of the building dynamics and might fail to capture some relevant behavior. In this paper, we improve upon the current literature by combining these two approaches, i.e. we adopt a nonlinear model together with a stochastic MPC controller. We consider a scenario-based MPC (SBMPC), where many realizations of the disturbances are considered, so as to include more possible future trajectories for the external disturbances. The adopted scenario generation method provides statistically significant scenarios, whereas so far in the current literature only approximate methods have been applied. Moreover, we use Modelica to obtain the model description, which allows to have a more accurate and nonlinear model. Lastly, we perform simulations comparing standard MPC vs SBMPC vs an optimal control approach with measurements of the external disturbances, and we show how our proposed scenario-based MPC controller can achieve a better performance compared to standard deterministic MPC." @default.
- W2974647966 created "2019-09-26" @default.
- W2974647966 creator A5017142204 @default.
- W2974647966 creator A5020638649 @default.
- W2974647966 creator A5026547410 @default.
- W2974647966 creator A5049055444 @default.
- W2974647966 creator A5083674976 @default.
- W2974647966 date "2019-08-01" @default.
- W2974647966 modified "2023-09-23" @default.
- W2974647966 title "Scenario-based Model Predictive Control Approach for Heating Systems in an Office Building" @default.
- W2974647966 cites W1908007089 @default.
- W2974647966 cites W1983622617 @default.
- W2974647966 cites W1984515777 @default.
- W2974647966 cites W1991115896 @default.
- W2974647966 cites W1993726338 @default.
- W2974647966 cites W2048047354 @default.
- W2974647966 cites W2079994361 @default.
- W2974647966 cites W2113810680 @default.
- W2974647966 cites W2123871098 @default.
- W2974647966 cites W2130108104 @default.
- W2974647966 cites W2163121678 @default.
- W2974647966 cites W2166313543 @default.
- W2974647966 cites W2180271301 @default.
- W2974647966 cites W2399440847 @default.
- W2974647966 cites W2792270834 @default.
- W2974647966 cites W2885645302 @default.
- W2974647966 cites W2886605681 @default.
- W2974647966 cites W4211147054 @default.
- W2974647966 doi "https://doi.org/10.1109/coase.2019.8842846" @default.
- W2974647966 hasPublicationYear "2019" @default.
- W2974647966 type Work @default.
- W2974647966 sameAs 2974647966 @default.
- W2974647966 citedByCount "1" @default.
- W2974647966 countsByYear W29746479662022 @default.
- W2974647966 crossrefType "proceedings-article" @default.
- W2974647966 hasAuthorship W2974647966A5017142204 @default.
- W2974647966 hasAuthorship W2974647966A5020638649 @default.
- W2974647966 hasAuthorship W2974647966A5026547410 @default.
- W2974647966 hasAuthorship W2974647966A5049055444 @default.
- W2974647966 hasAuthorship W2974647966A5083674976 @default.
- W2974647966 hasBestOaLocation W29746479662 @default.
- W2974647966 hasConcept C105795698 @default.
- W2974647966 hasConcept C121332964 @default.
- W2974647966 hasConcept C127413603 @default.
- W2974647966 hasConcept C133731056 @default.
- W2974647966 hasConcept C151730666 @default.
- W2974647966 hasConcept C154945302 @default.
- W2974647966 hasConcept C158622935 @default.
- W2974647966 hasConcept C172205157 @default.
- W2974647966 hasConcept C203479927 @default.
- W2974647966 hasConcept C2775924081 @default.
- W2974647966 hasConcept C2779343474 @default.
- W2974647966 hasConcept C2781089630 @default.
- W2974647966 hasConcept C33923547 @default.
- W2974647966 hasConcept C37785467 @default.
- W2974647966 hasConcept C41008148 @default.
- W2974647966 hasConcept C44154836 @default.
- W2974647966 hasConcept C47446073 @default.
- W2974647966 hasConcept C62520636 @default.
- W2974647966 hasConcept C6557445 @default.
- W2974647966 hasConcept C86803240 @default.
- W2974647966 hasConceptScore W2974647966C105795698 @default.
- W2974647966 hasConceptScore W2974647966C121332964 @default.
- W2974647966 hasConceptScore W2974647966C127413603 @default.
- W2974647966 hasConceptScore W2974647966C133731056 @default.
- W2974647966 hasConceptScore W2974647966C151730666 @default.
- W2974647966 hasConceptScore W2974647966C154945302 @default.
- W2974647966 hasConceptScore W2974647966C158622935 @default.
- W2974647966 hasConceptScore W2974647966C172205157 @default.
- W2974647966 hasConceptScore W2974647966C203479927 @default.
- W2974647966 hasConceptScore W2974647966C2775924081 @default.
- W2974647966 hasConceptScore W2974647966C2779343474 @default.
- W2974647966 hasConceptScore W2974647966C2781089630 @default.
- W2974647966 hasConceptScore W2974647966C33923547 @default.
- W2974647966 hasConceptScore W2974647966C37785467 @default.
- W2974647966 hasConceptScore W2974647966C41008148 @default.
- W2974647966 hasConceptScore W2974647966C44154836 @default.
- W2974647966 hasConceptScore W2974647966C47446073 @default.
- W2974647966 hasConceptScore W2974647966C62520636 @default.
- W2974647966 hasConceptScore W2974647966C6557445 @default.
- W2974647966 hasConceptScore W2974647966C86803240 @default.
- W2974647966 hasLocation W29746479661 @default.
- W2974647966 hasLocation W29746479662 @default.
- W2974647966 hasOpenAccess W2974647966 @default.
- W2974647966 hasPrimaryLocation W29746479661 @default.
- W2974647966 hasRelatedWork W1482293971 @default.
- W2974647966 hasRelatedWork W1971360108 @default.
- W2974647966 hasRelatedWork W1991899812 @default.
- W2974647966 hasRelatedWork W2037797404 @default.
- W2974647966 hasRelatedWork W2077770696 @default.
- W2974647966 hasRelatedWork W2135217555 @default.
- W2974647966 hasRelatedWork W2356710096 @default.
- W2974647966 hasRelatedWork W2381254651 @default.
- W2974647966 hasRelatedWork W2383384882 @default.
- W2974647966 hasRelatedWork W2385861654 @default.
- W2974647966 isParatext "false" @default.
- W2974647966 isRetracted "false" @default.
- W2974647966 magId "2974647966" @default.
- W2974647966 workType "article" @default.