Marco Pritoni

Publications

Viewing 25 of 108 publications

2026

Pereira, Flavia De Andrade, Marco Pritoni, Armando Casillas, Jessica Granderson, Lazlo Paul, Anand Prakash, Conor Shaw, Dimitrios Rovas, Susana Martin-Toral, Donal Finn, and James O’Donnell. "Bridging semantics, control specifications and assessment: A library for scalable demand flexibility controls." Control Engineering Practice 172 (2026) 106899.

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Mulayim, Ozan Baris, Anand Prakash, Yuvraj Agarwal, Mario Bergés, Marco Pritoni, Derek Supple, Steve Schaefer, and Mitali Shah. "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.

Ham, Sang woo, Donghun Kim, Lazlo Paul, Armando Casillas, Anand Prakash, Richard E Brown, and Marco Pritoni. "Machine learning-enhanced MPC for demand flexibility in small commercial buildings: An experimental study." Energy and Buildings 360 (2026) 117324.

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Pritoni, Marco, Anand Prakash, Lazlo Paul, Weiping Huang, Roman Kukharchuk, Stephen Dawson-Haggerty, Matthias Sulzer, and Michael Wetter. "Digitalizing Building Control Deployment for Retrofits: A Case Study on Demand-Flexible Control Sequences." IBPSA-USA Building Simulation Conference. Vol. 12. IBPSA-USA, 2026.

2025

Pritoni, Marco, and Thomas Mills. Demonstration Trials of AI/ML Edge+Cloud Suite (CRADA Final Report). Office of Scientific and Technical Information (OSTI), 2025.

Mulayim, Ozan Baris, Avia Anwar, Umut Mete Saka, Lazlo Paul, Anand Prakash, Gabe Fierro, Marco Pritoni, and Mario Bergés. "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.

Zanetti, Ettore, David Blum, Hongxiang Fu, Chris Weyandt, Marco Pritoni, and Mary Ann Piette. "Commercial building HVAC demand flexibility with model predictive control: Field demonstration and literature insights." Energy and Buildings 345 (2025) 116097.

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Paul, Lazlo, Ettore Zanetti, Jingjing Liu, Armando Casillas, Anand Prakash, David Blum, Robert Nirenberg, and Marco Pritoni. "BOPTEST as a Platform for Building Controls and Grid-Interactive Buildings Workforce Training." 2025.

Paul, Lazlo, Sang woo Ham, Anand Prakash, Armando Casillas, Tao Yang, and Marco Pritoni. "HP-FLEX: Field demonstration of the semantics-driven configuration of a Model Predictive Control system to make heat pumps flexible." Phoenix, AZ, 2025.

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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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.

Paul, Lazlo, Flavia De Andrade Pereira, Anand Prakash, Sang woo Ham, Jingjuan Feng, Rich Brown, and Marco Pritoni. "Open building operating system: a grid-responsive semantics-driven control platform for buildings." Science and Technology for the Built Environment 31.3 (2025) 294–311.

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Pereira, Flavia deAndrade, Kyriakos Katsigarakis, Dimitrios Rovas, Marco Pritoni, Conor Shaw, Lazlo Paul, Anand Prakash, Susana Martin-Toral, Donal Finn, and James O’Donnell. "A semantics-driven framework to enable demand flexibility control applications in real buildings." Advanced Engineering Informatics 64 (2025) 103049.

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2024

Chiosa, Roberto, Marco Savino Piscitelli, Marco Pritoni, and Alfonso Capozzoli. "A portable application framework for energy management and information systems (EMIS) solutions using Brick semantic schema." Energy and Buildings 323 (2024) 114802.

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Mulayim, Ozan Baris, Lazlo Paul, Marco Pritoni, Anand Prakash, Malavikha Sudarshan, and Gabe Fierro. "Large Language Models for the Creation and Use of Semantic Ontologies in Buildings: Requirements and Challenges." Proceedings of the 11th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. ACM, 2024. 312–317.

Prakash, Anand, Flavia deAndrade Pereira, Mario Bergés, Marco Pritoni, and Burcu Akinci. "Ontologies at Work: Analyzing Information Requirements for Model Predictive Control in Buildings." Proceedings of the 11th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. ACM, 2024. 214–218.

Pereira, Guillermo, Cynthia Regnier, Lazlo Paul, Marco Pritoni, and Cecilia Johnson. "Bringing demand flexibility to market: Insight on emerging business models from U.S. projects." 2024.

ACEEE 2024 Summer Study Poster PDF

Ham, Sang woo, Lazlo Paul, Armando Casillas, Anand Prakash, Donghun Kim, Richard E Brown, Marco Pritoni, and Peter Grant. "Practical challenges of model predictive control (MPC) for grid interactive small and medium commercial buildings." ACEEE Summer Study . 2024.

Paul, Lazlo, Marco Pritoni, Cynthia Regnier, Jason S MacDonald, Richard E Brown, and Cecilia Johnson. "Architecting the Future: Exploring Coordinated Control Frameworks for Connected Communities." ACEEE Summer Study . 2024.

Huang, Weiping, Armando Casillas, Marco Pritoni, Shreya Agarwal, Rongxin Yin, and Anand Prakash. "Analyzing The Impact Of Energy Efficient ASHRAE Guideline 36 Control Sequences On Demand Flexibility Potential Of Commercial Buildings: A Multi-Region Analysis." ACEEE Summer Study . 2024.

Casillas, Armando, Jessica Granderson, Yimin Chen, John House, Guanjing Lin, Weiping Huang, Guhan Velmurugan, and Marco Pritoni. "Innovating the next generation of commercial smart building software." ACEEE Summer Study . 2024.

Casillas, Armando, Thomas Defauw, Sang woo Ham, Dre Helmns, Lazlo Paul, Anand Prakash, Weiping Huang, Peter Grant, and Marco Pritoni. "Demystifying Thermal Energy Storage Integrated Heat Pump Systems: Development of Generalized Sizing and Control Algorithms for Demand Flexibility." ACEEE Summer Study. 2024.

Agarwal, Shreya, Marco Pritoni, Jessica Collier, Jeff Wanner, Ruth Taylor, Meghan McNulty, and Mary M Bryan. "Through the looking glass: analyzing barriers to adoption of advanced rooftop unit controls through human-centered observational research." ACEEE Summer Study . 2024.

Pritoni, Marco, Michael Wetter, Lazlo Paul, Weiping Huang, Steven Bushby, Parastoo Delgoshaei, Michael Poplawski, Avijit Saha, Gabe Fierro, Matt Steen, Joel Bender, and Paul Ehrlich. "Digital and Interoperable: The future of building automation is on the horizon. What’s in it for me?" ACEEE Summer Study . 2024.

Zanetti, Ettore, David Blum, Marco Pritoni, and Mary Ann Piette. "Field Performance of Commercial Building Load Flexibility Using Model Predictive Control." 8th International High Performance Buildings Conference at Purdue. West Lafayette, IN, 2024.