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Mingzhe Liu

Instructional Assistant Professor

Texas A&M University

United States

Research Interests

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Articles (20)

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2026

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Collaborators (11)

Zhihong Pang

Assistant Professor

Louisiana State University

UNITED STATES

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Jin Wen

Department Head, Professor

Pennsylvania State University

UNITED STATES

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Wei-An Chen

University of Texas System

UNITED STATES

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Mohamed Hamdy

Full Professor

Norwegian University of Science and Technology

NORWAY

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JUAN SHANG

Assistant Professor

Kyushu University

JAPAN

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Zheng O'Neill

Texas A&M University

UNITED STATES

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Yuan Gao

Associate Professor

Kyushu University

JAPAN

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Muhammad Waseem

Research Assistant Professor

University of Virginia

UNITED STATES

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Liang Zhang

Assistant Professor

University of Arizona

UNITED STATES

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Rongling Li

Technical University of Denmark

DENMARK

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Zehuan Hu

University of Tokyo

JAPAN

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Mingzhe Liu

Research Interests

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Articles (20)

Optimizing renewable energy systems with hybrid action space reinforcement learning: A case study on achieving net zero energy in Japan

ImputeLLM: A prompt-free large language model framework for robust time-series imputation in HVAC systems

Digital twin-enabled multi-agent control for energy-efficient wood drying in desiccant-assisted heat pump systems

Reprogramming language models for energy: Few-shot solar forecasting across urban Japan

Comparative study of energy flexibility in model predictive control of single- and variable-speed heat pumps with active thermal energy storage

On predictive device-level controls for water source heat pumps in multi-family residential buildings

A nationwide assessment of energy flexibility from predictive-controlled heat pump and active thermal energy storage system for building electrification

Multidisciplinary modeling and evaluation of hybrid hydrogel desiccant coated heat exchanger

Scientific machine learning (SciML) for building technology: A new paradigm for design and operations

A revolutionary neural network architecture with interpretability and flexibility based on Kolmogorov–Arnold for solar radiation and temperature forecasting

Energy resilience in the built environment: A comprehensive review of concepts, metrics, and strategies

Quantitative analysis of energy justice in demand response: Insights from real residential data in Texas, USA

Unlocking predictive insights and interpretability in deep reinforcement learning for Building-Integrated Photovoltaic and Battery (BIPVB) systems

Large language models for building energy applications: Opportunities and challenges

Comparative Analysis of Battery and Thermal Energy Storage for Residential Photovoltaic Heat Pump Systems in Building Electrification

Accelerating Reinforcement Learning controller training for building energy management: A hybrid co-simulation approach

Long-Term field testing of the accuracy and HVAC energy savings potential of occupancy presence sensors in A Single-Family home

Design and Operation of PCM-Embedded Radiant Cooling (PERC) System for Enhanced Energy Flexibility

Energy Performance Analysis of a Dedicated Outdoor Air System with a Desiccant Wheel through Julia-Based Modeling

Operating Temperature Optimization for a 5th Generation District Heating and Cooling Network Using Model Predictive Control

Collaborators (11)

Zhihong Pang

Jin Wen

Wei-An Chen

Mohamed Hamdy

JUAN SHANG

Zheng O'Neill

Yuan Gao

Muhammad Waseem

Liang Zhang

Rongling Li

Zehuan Hu

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