BTUS Energy Analytics

Shackelford, Jordan. Project Report: School Retrofit Demonstration of Lighting and Outlet Controls with LED Upgrades. Lawrence Berkeley National Laboratory , 2026.

Hart, Nora, Ashleigh Papakyriakou, Sonam Shah, Tom Abram, Nathan McKenzie, and Jessica Granderson. A Central Plant Retrofit Assessment Guide for Owners. Lawrence Berkeley National Laboratory , 2026.

Crowe, Eliot, Nora Hart, and John House. "Going Big on Small Buildings: Spotlight on efforts to improve controls for packaged rooftop HVAC units." Asilomar, Ca, 2024.

Granderson, Jessica, Samuel Fernandes, and Eliot Crowe. "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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Less, Brennan, and Iain S Walker. "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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Granderson, Jessica, Armando Casillas, Marco Pritoni, and Weiping Huang. "An open control sequence specification to scale building demand flexibility via analytics software." Energy and Buildings 337 (2025) 115616.

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Fernandes, Samuel, Eliot Crowe, Jessica Granderson, Brian Clarke, Jason Rodriguez, Robert Renz, Xiaohui Zhou, and Scott Hackel. Energy Management and Information Systems (EMIS) Technology Transfer Guidance for Implementing Smart Building Data Analytics. 2024.

Executive Summary PDF

Shackelford, Jordan. " Request for Proposal (RFP) for School Facility Energy Auditing and Benchmarking Services ." 2025.

Siegel, Lino Sanchez, Luis L Fernandes, Paul A Mathew, and Sang Hoon Lee. "A building performance-based approach to determining energy resilience for grocery stores in the event of a power outage." Science and Technology for the Built Environment (2025) 1–17.

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Mulayim, Ozan Baris, Anand Prakash, Lazlo Paul, and Marco Pritoni. "Extraction and Analysis of Time Series Data from Building Automation Systems Using Large Language Models." Phoenix, AZ: ASHRAE, 2025.

Earni, Shankar, Alex Hubbard, Amy Pevzner, Paul Sheaffer, Prakash Rao, Sean Wynne, and Ross Charland. Field Validation of Thermoelectric Generation System at Holcim Cement Plant in Alpena, Michigan. 2025.

Lin, Guanjing, John House, Yimin Chen, Jessica Granderson, and Wanpeng Zhang. "Active multi-mode data analysis to improve fault diagnosis in AHUs." Energy and Buildings (2025) 115621.

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Marnay, Chris, Tao Xu, Yuko Hirase, Patricio Mendoza-Araya, Nikos Hatziargyriou, and Shuai Lu. "Microgrids 2025 editorial." Applied Energy 381 (2025) 125348.

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Kramer, Hannah, Nora Hart, Alexandra Duncan, Joshua Kace, Haley Tong, and Jessica Granderson. Building Performance Software: Portfolio-Level Capabilities and Applications. 2024.

PDF Infographic

Shackelford, Jordan, Spencer M Dutton, Cynthia Regnier, Wanyu R Chan, and Alastair Robinson. Modeled Retrofit Package Performance for Schools. 2024.

Crowe, Eliot, Yimin Chen, Hayden Reeve, David Yuill, Amir Ebrahimifakhar, Yuxuan Chen, Lucas Troup, Amanda Smith, and Jessica Granderson. "Empirical Analysis of the Prevalence of HVAC Faults in Commercial Buildings." 2023.

Kramer, Hannah, Nora Hart, Jessica Granderson, and Tom Abram. Framework for Greenhouse Gas Emissions Reduction Planning: Building Portfolios. 2023.

Liu, Jingjing, Lili Yu, Rongxin Yin, Mary Ann Piette, Marco Pritoni, Armando Casillas, and Peter Schwartz. Factors Influencing Building Demand Flexibility. 2023.

Shackelford, Jordan, Alastair Robinson, Cynthia Regnier, and Sang Hoon Lee. Getting Beyond Widgets: Performance of Efficient Indoor Air Quality System Retrofit Packages for Schools. 2023.

Granderson, Jessica, Samuel Fernandes, Eliot Crowe, Mrinalini Sharma, David A Jump, and Devan Johnson. "Accuracy of hourly energy predictions for demand flexibility applications." Energy and Buildings Vol.295 No.113297 (2023).

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