Building & Industrial Energy Systems Division
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, , , , , , , and . "Semantic Technologies in Practical Demand Response: An Information Requirement-based Roadmap." Proceedings of the 17th ACM International Conference on Future and Sustainable Energy Systems. ACM, 2026. 670–694.
, and . Demonstration Trials of AI/ML Edge+Cloud Suite (CRADA Final Report). Office of Scientific and Technical Information (OSTI), 2025.
, , , , , , , and . "BuildingQA: A Benchmark for Natural Language Question Answering over Building Knowledge Graphs." Proceedings of the 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. ACM, 2025. 65–75.
, , , , , , , and . "Digitalizing Building Control Deployment for Retrofits: A Case Study on Demand-Flexible Control Sequences." IBPSA-USA Building Simulation Conference. Vol. 12. IBPSA-USA, 2026.
, , , , , , , and . United States Data Center Energy Usage Report: 2025 Update. 2026.
, , , , , and . "Consumer safety-oriented scheduling of rotating power outages during heat waves." Applied Energy 416 (2026) 127983.
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. Project Report: School Retrofit Demonstration of Lighting and Outlet Controls with LED Upgrades. Lawrence Berkeley National Laboratory , 2026.
, , and . Defining Power Efficient Residential Electric Appliances and Equipment. Berkeley, Ca: Lawrence Berkeley National Laboratory , 2026.
, , , , , and . A Central Plant Retrofit Assessment Guide for Owners. Lawrence Berkeley National Laboratory , 2026.
, and . "Machine learning-enhanced hybrid modeling approach for better identification of a building thermal network model and improved prediction." Energy and Buildings 359 (2026) 117285.
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, , , and . "MCP-enabled agentic AI workflow for building energy modelling: framework and use cases." Journal of Building Performance Simulation (2026) 1–27.
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, , , , , , and . "A techno-economic analysis of net-zero transition in Chile’s building sector." Energy 334 (2025) 137511.
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, , , , , , and . "Machine learning-enhanced MPC for demand flexibility in small commercial buildings: An experimental study." Energy and Buildings 360 (2026) 117324.
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, , and . "Going Big on Small Buildings: Spotlight on efforts to improve controls for packaged rooftop HVAC units." Asilomar, Ca, 2024.
, , , , , , , , , and . "Smart building HVAC control challenge: experience and solutions from the ADRENALIN project." Journal of Building Performance Simulation (2026) 1–22.
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, , and . "A hybrid statistical-engineering approach to enhance the performance of non-routine event detection in building energy savings estimation." Energy and Buildings 360 (2026) 117318.
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, and . "Characterizing peak electricity demand for U.S. households: an assessment of end-use loads and demand factors." Applied Energy 410 (2026) 127422.
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, and . "Good practices for documenting AI-based studies on energy and buildings." Energy and Buildings 355 (2026) 117043.
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, , , , , , , and . "Air pollutant exposure concentrations from cooking a meal with a gas or induction cooktop and the effectiveness of two recirculating range hoods with filters." Indoor Environments 1.4 (2024).
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