Diffusion-based inpainting approach for multifunctional short-term load forecasting DOI
Luliang Zhang,

Zongxi Jiang,

Tianyao Ji

и другие.

Applied Energy, Год журнала: 2024, Номер 377, С. 124442 - 124442

Опубликована: Сен. 19, 2024

Язык: Английский

A two-stage probabilistic flexibility management model for aggregated residential buildings DOI
Saeed Akbari, João Martins, Luís M. Camarinha-Matos

и другие.

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115404 - 115404

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

0
Sensitivity Analysis of Physical Regularization in Physics-informed Neural Networks (PINNs) of Building Thermal Modeling DOI
Yongbao Chen, Huilong Wang, Zhe Chen

и другие.

Building and Environment, Год журнала: 2025, Номер unknown, С. 112693 - 112693

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

0
Continual Learning for Online Modeling of Nonstationary Systems DOI
Tong Liu

Elsevier eBooks, Год журнала: 2025, Номер unknown

Опубликована: Янв. 1, 2025

Язык: Английский

Процитировано

0
Dual-Modal Cross-Attention Integrated Model for Airport Terminal Cooling Load Prediction Using Variational Mode Decomposition DOI
Shenglei Wu, Yong Wang, H. Zhang

и другие.

Journal of Building Engineering, Год журнала: 2025, Номер unknown, С. 112344 - 112344

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0
Frequency-domain analysis for cooling load prediction: A Multi-Scale FourierGNN Crossformer approach DOI
Jian Cen,

Linzhe Zeng,

Xi Liu

и другие.

International Journal of Refrigeration, Год журнала: 2025, Номер unknown

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0
One-day-ahead electricity load forecasting of non-residential buildings using a modified Transformer-BiLSTM adversarial domain adaptation forecaster DOI

Sami Ben Brahim,

Manar Amayri, Nizar Bouguila

и другие.

International Journal of Dynamics and Control, Год журнала: 2025, Номер 13(5)

Опубликована: Апрель 26, 2025

Язык: Английский

Процитировано

0
Applications of Explainable Artificial Intelligence (XAI) and interpretable Artificial Intelligence (AI) in smart buildings and energy savings in buildings: A systematic review DOI
M. Haghighat,

Ehsan MohammadiSavadkoohi,

Niusha Shafiabady

и другие.

Journal of Building Engineering, Год журнала: 2025, Номер unknown, С. 112542 - 112542

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0
Research on predicting heat loads based on extracting temporal and spatial features of multiple buildings using data-driven methods DOI

Quanwei Tan,

Guijun Xue,

Wenju Xie

и другие.

Journal of Building Performance Simulation, Год журнала: 2024, Номер 17(5), С. 563 - 584

Опубликована: Июнь 12, 2024

Accurate heat load prediction is the key to ensure stable operation of thermal system and effective planning resources. However, current forecasting methods tend treat individual buildings as isolated entities, ignoring temporal spatial correlation between buildings. In this study, we propose a data-driven model based on spatiotemporal coupling predict short-term load. Firstly, among features various are analyzed by using autocorrelation function Spearman coefficient. Secondly, synchronous wavelet transform used eliminate high frequency noise characteristics building extracted improved Informer which concerned with multi-scale graphs. The experimental results show that proposed has better predictive performance than baseline model. It provides reference for accurate regulation system.

Язык: Английский

Процитировано

1
Forecasting operation of a chiller plant facility using data-driven models DOI
Behzad Salimian Rizi,

Afshin Faramarzi,

Amanda Pertzborn

и другие.

International Journal of Refrigeration, Год журнала: 2024, Номер 167, С. 70 - 89

Опубликована: Июль 23, 2024

Язык: Английский

Процитировано

1
Diffusion-based inpainting approach for multifunctional short-term load forecasting DOI
Luliang Zhang,

Zongxi Jiang,

Tianyao Ji

и другие.

Applied Energy, Год журнала: 2024, Номер 377, С. 124442 - 124442

Опубликована: Сен. 19, 2024

Язык: Английский

Процитировано

0