AI Agent-Based Intelligent Urban Digital Twin (I-UDT): Concept, Methodology, and Case Studies

Smart Cities, Год журнала: 2025, Номер 8(1), С. 28 - 28

Опубликована: Фев. 11, 2025

The concept of digital twins (DTs) has expanded to encompass buildings and cities, with urban building energy modeling (UBEM) playing a crucial role in predicting urban-scale consumption via individual use interactions. As virtual model within (UDTs), UBEM offers the potential for managing sustainable cities. However, UDTs face challenges regard integrating large-scale data relying on bottom-up approaches. In this study, we propose an AI agent-based intelligent twin (I-UDT) enhance DTs’ technical realization UBEM’s service functionality. Integrating GPT UDT enabled efficient integration fragmented city-scale extraction features, addressing limitations traditional UBEM. This framework ensures continuous updates streamlined provision updated information users future studies. research establishes I-UDT lays foundation implementations. case studies include (1) analysis, (2) prediction, (3) feature engineering, (4) services 3500 Seoul. Through these studies, was integrated analyzed scattered data, predicted consumption, derived conditioned areas, evaluated benchmark.

Язык: Английский

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Parametric archetype: An incremental learning model based on a similarity measure for building material stock aggregation

Automation in Construction, Год журнала: 2025, Номер 172, С. 106064 - 106064

Опубликована: Фев. 20, 2025

Язык: Английский

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Multi-source data fusion-driven urban building energy modeling

Sustainable Cities and Society, Год журнала: 2025, Номер unknown, С. 106283 - 106283

Опубликована: Март 1, 2025

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Multi-objective hyperparameter optimization of artificial neural network in emulating building energy simulation

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115643 - 115643

Опубликована: Март 1, 2025

Язык: Английский

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Explaining building energy efficiency prediction through architectural and engineering solutions considering environmental impacts using a hybrid model

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115614 - 115614

Опубликована: Март 1, 2025

Язык: Английский

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