Imagen de Portada

Towards Machine Learning-based Model Predictive Control for HVAC Control in Multi-Context Buildings at Scale via Ensemble Learning

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Deng, Yang, Liu, Yaohui, Liang, Rui, Zhao, Dafang, Xie, Donghua, Taniguchi, Ittetsu, Wang, Dan
Formato:	Preprint
Publicado:	2025
Materias:	Artificial Intelligence Machine Learning Systems and Control
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Data-driven HVAC Control Using Symbolic Regression: Design and Implementation
por: Ozawa, Yuki, et al.
Publicado: (2023)

Improving Building Temperature Forecasting: A Data-driven Approach with System Scenario Clustering
por: Zhao, Dafang, et al.
Publicado: (2024)

A Unified Energy Management Framework for Multi-Timescale Forecasting in Smart Grids
por: Zhao, Dafang, et al.
Publicado: (2024)

Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC
por: Mulayim, Ozan Baris, et al.
Publicado: (2025)

Small HVAC Control Demonstrations in Larger Buildings Often Overestimate Savings
por: Khabbazi, Arash J., et al.
Publicado: (2026)

A Safe and Data-efficient Model-based Reinforcement Learning System for HVAC Control
por: Ding, Xianzhong, et al.
Publicado: (2024)

Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning
por: Liang, Rui, et al.
Publicado: (2024)

Continual Reinforcement Learning for HVAC Systems Control: Integrating Hypernetworks and Transfer Learning
por: Bekal, Gautham Udayakumar, et al.
Publicado: (2025)

The Smart Buildings Control Suite: A Diverse Open Source Benchmark to Evaluate and Scale HVAC Control Policies for Sustainability
por: Goldfeder, Judah, et al.
Publicado: (2024)

Counter-Dyna: Data-Efficient RL-Based HVAC Control using Counterfactual Building Models
por: de Vargas, Jan Marco Ruiz, et al.
Publicado: (2026)

A Learning-based Model Predictive Control Scheme with Application to Temperature Control Units
por: Xie, Jing, et al.
Publicado: (2024)

Hierarchical Control Framework Integrating LLMs with RL for Decarbonized HVAC Operation
por: Zhong, Dianyu, et al.
Publicado: (2026)

Least-Squares Multi-Step Koopman Operator Learning for Model Predictive Control
por: Wu, Liang, et al.
Publicado: (2026)

Privacy-aware Fully Model-Free Event-triggered Cloud-based HVAC Control
por: Feng, Zhenan, et al.
Publicado: (2024)

A Privacy-Preserving Framework for Cloud-Based HVAC Control
por: Feng, Zhenan, et al.
Publicado: (2023)

BESTOpt: A Modular, Physics-Informed Machine Learning based Building Modeling, Control and Optimization Framework
por: Jiang, Zixin, et al.
Publicado: (2026)

Learning-based Rigid Tube Model Predictive Control
por: Gao, Yulong, et al.
Publicado: (2023)

Employing Federated Learning for Training Autonomous HVAC Systems
por: Hagström, Fredrik, et al.
Publicado: (2024)

Priority-based Energy Allocation in Buildings through Distributed Model Predictive Control
por: Li, Hongyi, et al.
Publicado: (2024)

Ensemble Control of Stochastic Oscillators via Periodic and Feedback Control
por: Ito, Kaito, et al.
Publicado: (2025)

An Equivalent and Unified Virtual Battery Modeling Framework for Flexibility Characterization of Building HVAC Systems
por: Zhu, Qi, et al.
Publicado: (2025)

Multi-Objective Learning Model Predictive Control
por: Nair, Siddharth H., et al.
Publicado: (2024)

Online Intention Prediction via Control-Informed Learning
por: Zhou, Tianyu, et al.
Publicado: (2026)

Safe model-based Reinforcement Learning via Model Predictive Control and Control Barrier Functions
por: Dzhumageldyev, Kerim, et al.
Publicado: (2025)

Information-triggered Learning with Application to Learning-based Predictive Control
por: Zheng, Kaikai, et al.
Publicado: (2024)

Reinforcement Learning-based Model Predictive Control for Greenhouse Climate Control
por: Mallick, Samuel, et al.
Publicado: (2024)

Go Beyond Black-box Policies: Rethinking the Design of Learning Agent for Interpretable and Verifiable HVAC Control
por: An, Zhiyu, et al.
Publicado: (2024)

Active Learning-based Model Predictive Coverage Control
por: Rickenbach, Rahel, et al.
Publicado: (2023)

Decision-Focused Learning for Neural Network-Constrained HVAC Scheduling
por: Favaro, Pietro, et al.
Publicado: (2025)

Data-Driven Multi-Modal Learning Model Predictive Control
por: Kopp, Fionna B., et al.
Publicado: (2024)

Risk-Averse Ensemble Control for Control-Affine Systems
por: Scagliotti, Alessandro, et al.
Publicado: (2026)

A Game‐Theoretic Reinforcement Learning Approach for Multiobjective Optimization of Building HVAC Systems Subject to Unmeasurable Disturbances
por: Junaid Anwar, et al.
Publicado: (2025)

Learning Ensembles of Vision-based Safety Control Filters
por: Tabbara, Ihab, et al.
Publicado: (2024)

DexCtrl: Towards Sim-to-Real Dexterity with Adaptive Controller Learning
por: Zhao, Shuqi, et al.
Publicado: (2025)

Learning Event‐Triggered Model Predictive Control From Data With Hierarchical Reinforcement Learning
por: Rui Ren, et al.
Publicado: (2025)

Multi-segment Soft Robot Control via Deep Koopman-based Model Predictive Control
por: Lv, Lei, et al.
Publicado: (2025)

Exact Learning of Linear Model Predictive Control Laws using Oblique Decision Trees with Linear Predictions
por: Ren, Jiayang, et al.
Publicado: (2025)

Learning to Solve Parametric Mixed-Integer Optimal Control Problems via Differentiable Predictive Control
por: Boldocký, Ján, et al.
Publicado: (2025)

Approximate Model Predictive Control for Microgrid Energy Management via Imitation Learning
por: Liu, Changrui, et al.
Publicado: (2025)

Online Control-Informed Learning
por: Liang, Zihao, et al.
Publicado: (2024)