Optimization of cold climate air-air heat pump sizing using simulation data
Pourquoi ce travail est dans la base
Une base qui oublie comment elle a trouvé un travail ne peut pas être vérifiée. Voici les voies qui ont admis celui-ci.
Notice bibliographique
Résumé
Appropriate sizing and selection are crucial to maximize the energy and cost savings potential of air-to-air heat pumps (ASHPs). This is especially true for cold-climate variable capacity air-to-air heat pumps (ccASHPs), which are able to adapt their performance according to the loads of the building across a broad range of ambient conditions. Proper system sizing depends on factors such as climate, building thermal loads, and heat pump performance characteristics. Incorrect sizing can result in comfort issues, poor performance, and higher-than-expected utility costs, hindering their adoption in the residential market.This paper extends a previous study presented at the ASHRAE HVAC Cold Climate Conference 2023 which analyzed optimal ccASHP sizing and its impact on annual heating consumption in seven major Canadian cities. While this provided a strong initial insight, further information was needed on various locations across Canada, and a greater variety of housing constructions. This paper expands the research by including cooling in the analysis and expanding the number of locations to better represent Canada’s diverse climates. Improvements have also been made to the input database to better represent the Canadian building stock, including more accurate region and vintage specific envelope performance data.The analysis utilizes an in-house tool based on the TRNSYS software, enabling the generation and simulation of numerous scenarios. This tool leverages Type 660 models, which employ a resistance-capacitance approach to provide a computationally efficient alternative to detailed building modelling in TRNSYS (i.e., Type 56). The building model is further enhanced by integrating it with a custom data-driven model that better represents the impacts of cycling and defrost.The study includes a sensitivity analysis to evaluate the savings potential of ccASHPs, varying building geometry to represent five typical single-family homes across 564 locations, and three construction types based on housing vintage/construction code adoption and province-specific values. The analysis examines two configurations (central and ductless systems). For each ccASHP, ten different rated cooling capacities, ranging from half a ton to five tons, are evaluated to determine the impact of optimal sizing.Results examine the annual energy, utility cost, and greenhouse gas savings achieved by installing various ccASHPs in typical single-family homes across Canada. These findings offer valuable insights for optimizing heat pump performance and promoting their adoption in cold-climate regions, and can be used by stakeholders as a starting point for stakeholders for sizing and selection specific to their given context.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,001 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,000 |
| Bibliométrie | 0,001 | 0,002 |
| Études des sciences et des technologies | 0,001 | 0,000 |
| Communication savante | 0,000 | 0,003 |
| Science ouverte | 0,001 | 0,001 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,000 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découle