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Han Li

University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)

Berkeley, CA

United States

SCHOLARLY PAPERS

3

DOWNLOADS

170

TOTAL CITATIONS

0

Scholarly Papers (3)

1.

An Online Meta-Learning Approach for Learning Grey-Box Representative Thermal Dynamics Models for Residential Buildings

Number of pages: 28 Posted: 30 Jan 2024
Georgia Institute of Technology, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 86 (765,566)

Abstract:

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Building thermal dynamics, Data-driven model, Meta-learning, Thermostat dataset, Recurrent neural networks

2.

Short-Term Electricity Load Forecasting: Application-Driven Evaluation of Machine Learning Models Across Spatial and Temporal Scales

Number of pages: 37 Posted: 30 May 2024
affiliation not provided to SSRN, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab), University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab), University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab), Vienna University of Technology, affiliation not provided to SSRN and Vienna University of Technology
Downloads 70 (961,006)

Abstract:

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Short-Term Load Forecasting, Machine Learning, Multi-step ahead forecasting, neural networks, Tree-based methods

3.

Large Language Model Agents in the Building Energy Sector: All You Need to Know About Applications, Infrastructure, Limitation, and Best Practice

Number of pages: 30 Posted: 01 Jun 2026
affiliation not provided to SSRN, University of Arizona, affiliation not provided to SSRN, affiliation not provided to SSRN, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 14 (1,555,090)

Abstract:

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Large language model agent, Agentic AI system design, hallucination mitigation, building energy sector