Marco Pritoni
Publications
Viewing 25 of 108 publications
2026
, , , , , , , , , , and . "Bridging semantics, control specifications and assessment: A library for scalable demand flexibility controls." Control Engineering Practice 172 (2026) 106899.
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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 . "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 . "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
, 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 . "Commercial building HVAC demand flexibility with model predictive control: Field demonstration and literature insights." Energy and Buildings 345 (2025) 116097.
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, , , , , , , and . "BOPTEST as a Platform for Building Controls and Grid-Interactive Buildings Workforce Training." 2025.
, , , , , and . "HP-FLEX: Field demonstration of the semantics-driven configuration of a Model Predictive Control system to make heat pumps flexible." Phoenix, AZ, 2025.
, , , and . "An open control sequence specification to scale building demand flexibility via analytics software." Energy and Buildings 337 (2025) 115616.
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, , , and . "Extraction and Analysis of Time Series Data from Building Automation Systems Using Large Language Models." Phoenix, AZ: ASHRAE, 2025.
, , , , , , and . "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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, , , , , , , , , and . "A semantics-driven framework to enable demand flexibility control applications in real buildings." Advanced Engineering Informatics 64 (2025) 103049.
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2024
, , , and . "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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, , , , , and . "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.
, , , , and . "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.
, , , , , , , and . "Practical challenges of model predictive control (MPC) for grid interactive small and medium commercial buildings." ACEEE Summer Study . 2024.
, , , , , and . "Architecting the Future: Exploring Coordinated Control Frameworks for Connected Communities." ACEEE Summer Study . 2024.
, , , , , and . "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.
, , , , , , , and . "Innovating the next generation of commercial smart building software." ACEEE Summer Study . 2024.
, , , , , , , , and . "Demystifying Thermal Energy Storage Integrated Heat Pump Systems: Development of Generalized Sizing and Control Algorithms for Demand Flexibility." ACEEE Summer Study. 2024.
, , , , , , and . "Through the looking glass: analyzing barriers to adoption of advanced rooftop unit controls through human-centered observational research." ACEEE Summer Study . 2024.
, , , , , , , , , , , and . "Digital and Interoperable: The future of building automation is on the horizon. What’s in it for me?" ACEEE Summer Study . 2024.
, , , and . "Field Performance of Commercial Building Load Flexibility Using Model Predictive Control." 8th International High Performance Buildings Conference at Purdue. West Lafayette, IN, 2024.