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Innovative methodologies for the design of Zero-Emission and cost-effective Buildings enhanced by Artificial Intelligence

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Scientific Reports (opens in new window)

Author(s): Ivan Izonin; Illia Nesterenko; Athanasia K. Kazantzi; Roman Tkachenko; Roman Muzyka; Stergios Aristoteles Mitoulis
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/S41598-024-73738-5

Regression-based Model for Predicting Simulated vs Actual Building Performance Discrepancies (opens in new window)

Author(s): Ivan Izonin, Roman Tkachenko, Rosana Caro, Antonio LaTorre de la Fuente, Kyrylo Yemets, Stergios Aristoteles Mitoulis
Published in: Procedia Computer Science, Issue 251, 2025, ISSN 1877-0509
Publisher: Elsevier BV
DOI: 10.1016/j.procs.2024.11.161

Enhancing the FFT-LSTM Time-Series Forecasting Model via a Novel FFT-Based Feature Extraction–Extension Scheme (opens in new window)

Author(s): Kyrylo Yemets, Ivan Izonin, Ivanna Dronyuk
Published in: Big Data and Cognitive Computing, Issue 9, 2025, ISSN 2504-2289
Publisher: MDPI AG
DOI: 10.3390/bdcc9020035

Time Series Forecasting Model Based on the Adapted Transformer Neural Network and FFT-Based Features Extraction (opens in new window)

Author(s): Kyrylo Yemets, Ivan Izonin, Ivanna Dronyuk
Published in: Sensors, Issue 25, 2025, ISSN 1424-8220
Publisher: MDPI AG
DOI: 10.3390/s25030652

High-Fidelity Synthetic Data Generation Framework for Unique Objects Detection (opens in new window)

Author(s): Shakhovska, Natalya; Sydor, Bohdan; Liaskovska, Solomiya; Duran, Olga; Martyn, Yevgen; Віра, Володимир
Published in: computation, Issue 13, 2025, ISSN 2079-3197
Publisher: MDPI
DOI: 10.3390/COMPUTATION13050120

Systematic Generation and Evaluation of Synthetic Production Data for Industry 5.0 Optimization (opens in new window)

Author(s): Solomiia Liaskovska, Sviatoslav Tyskyi, Yevgen Martyn, Andy T. Augousti, Volodymyr Kulyk
Published in: Technologies, Issue 13, 2025, ISSN 2227-7080
Publisher: MDPI AG
DOI: 10.3390/technologies13020084

Advancements in AI-Based Information Technologies: Solutions for Quality and Security (opens in new window)

Author(s): Tetiana Hovorushchenko; Ivan Izonin; Hakan Kutucu
Published in: Systems, Issue 12, 2024, ISSN 2079-8954
Publisher: MDPI
DOI: 10.3390/SYSTEMS12020058

Scientific Reports (opens in new window)

Author(s): Ivan Izonin, Illia Nesterenko, Athanasia K. Kazantzi, Roman Tkachenko, Roman Muzyka, Stergios Aristoteles Mitoulis
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/S41598-024-73738-5

Multi-Step Dynamic Ensemble Selection to Estimate Software Effort (opens in new window)

Author(s): Akshay Jadhav; Shishir Kumar Shandilya; Ivan Izonin; Roman Muzyka
Published in: Applied Artificial Intelligence, Issue 38, 2024, ISSN 1087-6545
Publisher: Taylor & Francis
DOI: 10.1080/08839514.2024.2351718

Quality and Security of Critical Infrastructure Systems (opens in new window)

Author(s): Ivan Izonin, Tetiana Hovorushchenko, Shishir Kumar Shandilya
Published in: Big Data and Cognitive Computing, Issue 8, 2024, ISSN 2504-2289
Publisher: MDPI
DOI: 10.3390/BDCC8010010

Quality and Security of Critical Infrastructure Systems (opens in new window)

Author(s): Ivan Izonin; Tetiana Hovorushchenko; Shishir Kumar Shandilya
Published in: Big Data and Cognitive Computing, Issue 8, 2024, ISSN 2504-2289
Publisher: MDPI
DOI: 10.3390/BDCC8010010

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