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

Zongxi Jiang,

Tianyao Ji

et al.

Applied Energy, Journal Year: 2024, Volume and Issue: 377, P. 124442 - 124442

Published: Sept. 19, 2024

Language: Английский

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

et al.

Energy and Buildings, Journal Year: 2025, Volume and Issue: unknown, P. 115404 - 115404

Published: Feb. 1, 2025

Language: Английский

Citations

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

et al.

Building and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 112693 - 112693

Published: Feb. 1, 2025

Language: Английский

Citations

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

Elsevier eBooks, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

Language: Английский

Citations

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

et al.

Journal of Building Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 112344 - 112344

Published: March 1, 2025

Language: Английский

Citations

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

Linzhe Zeng,

Xi Liu

et al.

International Journal of Refrigeration, Journal Year: 2025, Volume and Issue: unknown

Published: April 1, 2025

Language: Английский

Citations

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

et al.

International Journal of Dynamics and Control, Journal Year: 2025, Volume and Issue: 13(5)

Published: April 26, 2025

Language: Английский

Citations

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

et al.

Journal of Building Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 112542 - 112542

Published: April 1, 2025

Language: Английский

Citations

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

et al.

Journal of Building Performance Simulation, Journal Year: 2024, Volume and Issue: 17(5), P. 563 - 584

Published: June 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.

Language: Английский

Citations

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

Afshin Faramarzi,

Amanda Pertzborn

et al.

International Journal of Refrigeration, Journal Year: 2024, Volume and Issue: 167, P. 70 - 89

Published: July 23, 2024

Language: Английский

Citations

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

Zongxi Jiang,

Tianyao Ji

et al.

Applied Energy, Journal Year: 2024, Volume and Issue: 377, P. 124442 - 124442

Published: Sept. 19, 2024

Language: Английский

Citations

0