Adaptive demand-based control of heat pumps in non-residential buildings using supervised machine learningSukhanov, Ivan; Köse, Ahmet; Hani, Allan; Kovanen, Mika; Petlenkov, Eduard; Volkova, AnnaSmart Energy2026 / art. 100242 https://doi.org/10.1016/j.segy.2026.100242

Challenges, benefits, and open questions in data-driven commercial building cooling optimizationSukhanov, Ivan; Volkova, Anna; Köse, Ahmet; Hani, Allan; Petlenkov, EduardE3S Web of Conferences : BuildSim Nordic 20242024 / art. 06003 https://doi.org/10.1051/e3sconf/202456206003 Conference proceedings at Scopus Article at Scopus Article at WOS

Data-Driven Cold Draft Prevention in Commercial Buildings: Wind-Based Overpressure Optimization for Ventilation System EfficiencySukhanov, Ivan; Köse, Ahmet; Belikov, Juri; Tepljakov, Aleksei; Petlenkov, EduardProceedings of the 15th REHVA HVAC World Congress - CLIMA 2025. Vol. 3 Clima 2025 : 15th REHVA HVAC World Congress2026 / p. 1474–1483 https://doi.org/10.1007/978-3-032-10546-2_141

Demand side management in large-scale buildings with intraday impactKöse, Ahmet; Sukhanov, Ivan; Tepljakov, Aleksei; Hatipoğlu, İsa; Petlenkov, Eduard2025 21st International Conference on the European Energy Market (EEM)2025 / p. 1-6 https://doi.org/10.1109/EEM64765.2025.11050122 Conference proceedings at Scopus Article at Scopus Article at WOS

Fault detection and diagnostics for HVAC systems using heat meter data, statistical features, and data miningVasman, Sofia; Sukhanov, Ivan; Thalfeldt, Martin; Petlenkov, EduardEnergy and buildings2026 / art. 117343 https://doi.org/10.1016/j.enbuild.2026.117343

Practical real-time data-driven approach for district cooling plant operational optimizationSukhanov, Ivan; Köse, Ahmet; Tepljakov, Aleksei; Petlenkov, Eduard; Belikov, JuriIEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe 2024) : proceedings2024 / 5 p https://doi.org/10.1109/ISGTEUROPE62998.2024.10863248 Article at Scopus Article at WOS