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

Project Information

ZEBAI

Grant agreement ID: 101138678

DOI

10.3030/101138678

EC signature date 14 December 2023

Start date 1 January 2024

End date 31 December 2028

Funded under

• Climate, Energy and Mobility

Total cost

€ 4 355 763,85

EU contribution

€ 3 879 168,25

Coordinated by

UNIVERSIDAD POLITECNICA DE MADRID
Spain

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 .

Deliverables

Documents, reports (4)

Report on existing European material catalogues for construction

This report will compile the different catalogues that contain information on performance, sustainability aspects and/or cost of mature construction materials selected from a complete survey at a European level. An analysis of the structure of the catalogues, their access requirements and the commonalities and differences between them will be included.

Report on the methods and models for the simulation error minimisation

We will review and analyse the existing methods and models for the simulation error minimization and corresponding tools for it. We will prepare a report based on the results obtained. This will help determine the direction of execution (D5.5)

Methodology Design Handbook [MDH]

In this document, the best strategy to ambitiously tackle the ZEB optimization problem will be formulated in order to guarantee the quality and robustness of the IA proposed solutions. A detailed description on inputs/outputs, constraints, quality functions and freedom degree of the solution space will be presented.

ZEBAI Methodology Handbook [ZMH]

The methodology handbook proposes new design methodologies and related design processes that have been used for the design of zero-emission and cost-effective buildings.

Data Management Plan (1)

Data Management Plan [DMP]

This document describes the DM life cycle for the data to be collected, stored, processed, shared, and/or generated. It includes information on the data's format, collection methodology, storage, backup, sharing and access, analysis and processing, ethics and legal considerations, and roles and responsibilities of the individuals involved. This deliverable will be in effect throughout the project. An initial release will be provided in month 6, but updates will be delivered in month 30 and 60.

Data sets, microdata, etc (1)

Retrospective cases dataset (BIM building models and sensor datasets)

We will collect a dataset of retrospective cases of monitored buildings already existing and their corresponding digital models for simulation.

Publications

Peer reviewed articles (17)

Sensors

Author(s): Izonin, Ivan; Muzyka, Roman; Tkachenko, Roman; Dronyuk, Ivanna; Yemets, Kyrylo; MITOULIS, STERGIOS ARISTOTELES
Published in: Sensors, Issue 24, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/S24154762

Regression-based Model for Predicting Simulated vs Actual Building Performance Discrepancies

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

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

A transformer-based time series forecasting model with an efficient data preprocessing scheme

Author(s): Kyrylo Yemets, Michal Gregus
Published in: Bulletin of Electrical Engineering and Informatics, Issue 14, 2025, ISSN 2302-9285
Publisher: Institute of Advanced Engineering and Science
DOI: 10.11591/EEI.V14I4.9280

Time Series Forecasting Model Based on the Adapted Transformer Neural Network and FFT-Based Features Extraction

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

Nature-inspired swarm optimization paradigms for securing semantic web frameworks against DDoS attacks: a computational approach

Author(s): Chirag Ganguli, Shishir Kumar Shandilya, Ivan Izonin, Lesia Hentosh
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-26058-1

Scientific Reports

Author(s): Shakhovska, Natalya; Mochurad, Lesia; Caro, Rosana; Argyroudis, Sotirios
Published in: Scientific Reports, Issue 15, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/S41598-024-85026-3

High-Fidelity Synthetic Data Generation Framework for Unique Objects Detection

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

Conditional generative AI for high-fidelity synthesis of hydrating cementitious microstructures

Author(s): Minfei Liang, Kun Feng, Jinbao Xie, Yuyang Wei, Sonia Contera, Erik Schlangen, Branko Šavija
Published in: Materials & Design, Issue 256, 2025, ISSN 0264-1275
Publisher: Elsevier BV
DOI: 10.1016/J.MATDES.2025.114251

Systematic Generation and Evaluation of Synthetic Production Data for Industry 5.0 Optimization

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

GRNN-based cascade ensemble model for non-destructive damage state identification small data approach

Author(s): Izonin, Ivan; Kazantzi, Athanasia; Tkachenko, Roman; MITOULIS, STERGIOS ARISTOTELES
Published in: Engineering with Computers, Issue 41, ISSN 1435-5663
Publisher: Springer Nature
DOI: 10.1007/S00366-024-02048-1

Advancements in AI-Based Information Technologies: Solutions for Quality and Security

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

Multi-family wavelet-based feature engineering method for short-term time series forecasting

Author(s): Kyrylo Yemets, Ivan Izonin, Stergios Aristoteles Mitoulis
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-26685-8

Real-Time Monitoring of Road Networks for Pavement Damage Detection Based on Preprocessing and Neural Networks

Author(s): Shakhovska, Natalya; Yakovyna, Vitaliy; Mysak, Maksym; MITOULIS, STERGIOS ARISTOTELES; Argyroudis, Sotirios; Syerov, Yuriy
Published in: Big Data and Cognitive Computing, Issue 8, ISSN 2504-2289
Publisher: MDPI
DOI: 10.3390/BDCC8100136

Scientific Reports

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

TCN-QRNN model for short term energy consumption forecasting with increased accuracy and optimized computational efficiency

Author(s): Lesia Mochurad, Roman Levkovych
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-14423-Z

Multi-Step Dynamic Ensemble Selection to Estimate Software Effort

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

Conference proceedings (1)

Site Evaluation and Data Modeling for Renewable Energy Integration: A Case Study in Seville, Spain

Author(s): Christos Pavlatos
Published in: WSEAS TRANSACTIONS ON ENVIRONMENT AND DEVELOPMENT, Issue 21, 2025, ISSN 2224-3496
Publisher: World Scientific and Engineering Academy and Society (WSEAS)
DOI: 10.37394/232015.2025.21.34

Other (1)

Quality and Security of Critical Infrastructure Systems

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