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CORDIS

Digital Twins Enabled Indoor Air Quality Management for Healthy Living

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

Cluster shared stakeholder list (odnośnik otworzy się w nowym oknie)

This deliverable will act as a living document providing cluster's shared stakeholders list.

TwinAIR sensor implementation (odnośnik otworzy się w nowym oknie)

Detailing sensor implementation based on conclusions of literature review and D6.1

Cluster 1st newsletter (odnośnik otworzy się w nowym oknie)

This deliverable will deliver cluster's 1st newsletter.

Communication, exploitation & dissemination (odnośnik otworzy się w nowym oknie)

Creation of all social media accounts, communication materials and guildeines on how to use: mailchimp account, logos, visual identify, deliverable templates etc. Creation of a Plan for Dissemination, Communication, Exploitation strategy and business plans for key exploitable results.

Interim Legal & Ethical Compliance report (odnośnik otworzy się w nowym oknie)

This deliverable will provide an interim assessment of compliance with the requirements captured under D1.4.

Midterm recruitment report (odnośnik otworzy się w nowym oknie)

This deliverable will provide an overview of recruited subjects by study site, potential recruiting problems and a detailed description of implemented and planned measures to compensate for delays in the study subject recruitment and is linked to T5.1 activities.

Risk assessment model (odnośnik otworzy się w nowym oknie)

This deliverable will develop a risk model in order to estimate the risk for target groups in each pilot site based on data that will be collected through questionnaires. The risk model in the form of technical report will be prepared before the start of monitoring in each case and after the completion of D4.9

Policy Strategy of the cluster (odnośnik otworzy się w nowym oknie)

This deliverable will provide the policy strategy of the cluster

Evaluation and Impact Assessment framework (odnośnik otworzy się w nowym oknie)

An evaluation framework will be developed to assess (1) the usability, user experience, effectiveness and acceptance of the TwinAIR platform and toolset, and (2) the established impact of the interventions at the health, (3) at the social and (4) at the environmental level in the communities.

Longitudinal study: Continuous assessment of health effects and symptoms linked to real-time IAQ measurements - 1st report (odnośnik otworzy się w nowym oknie)

This deliverable will be the first report of the results of the effects of TwinAIR intervention. It will have four parts: (i) description of the populations in relation to settings and interventions; (ii) changes in respiratory symptoms after TwinAIR intervention; (iii) changes in other health and well-being outcomes after TwinAIR intervention; and (iv) implications of results for health and well-being, further research and subsequent TwinAIR tasks.

TwinAIR Filtration systems (odnośnik otworzy się w nowym oknie)

Detailing technical information regarding the adaptation of air purifiers in a IoT context. Additionally, technical details of the Centralized Air Purifiers control solution platform will be given.

Cluster 1st joint policy brief (odnośnik otworzy się w nowym oknie)

This deliverable will provide cluster's 1st joint policy brief

Report on the standardization landscape and applicable standards (odnośnik otworzy się w nowym oknie)

This deliverable will be a report on the identification of the relevant standardization landscape together with applicable standards. The results of this deliverable will be the basis for the contribution to standardization and the dissemination of the project and itsresults.

Indoor and outdoor air quality relationships modeling (odnośnik otworzy się w nowym oknie)

This deliverable will provide the indoor and outdoor air quality relationships modelling for different types of pilots (residences, hospital etc) using appropriate Artificial Neural Network models (ANNs).

Initial Pilot implementation and Evaluation Report (odnośnik otworzy się w nowym oknie)

This deliverable will be the first evaluation report of TwinAIR solutions and interventions in order to indicate how the proposed corrective changes reflect in impact results and assess the scale-up potential at a wider regional, national and European level.

Epidemiological analysis-1st report (odnośnik otworzy się w nowym oknie)

Detailed plan and status on cohort recruitment process to longitudinally assess health and well-being outcomes associated with IAQ.

Association of household activities with indoor air quality (odnośnik otworzy się w nowym oknie)

This deliverable will develop a model which will associate basic household activities like cooking and cleaning with indoor air quality and how they favour the increase of pollutants inside domiciles.

Exposure analysis (odnośnik otworzy się w nowym oknie)

This deliverable will provide the tool for assessing the overall human pollution exposure as the key in understanding the consequences of atmospheric pollution. This exposure analysis tool will be validated by using the knowledge of all Digital Twins and CFD models.

Data management plan Revision 1.0 (odnośnik otworzy się w nowym oknie)

An updated report of the deliverable D1.2.

Report on the impact of air quality on cellular physiology (odnośnik otworzy się w nowym oknie)

Pre- and post-intervention analysis of the effect of the chemical and biological exposure on lung function in an ex vivo 3D model.

Human centric CFD pollutant transport model development - Initial report (odnośnik otworzy się w nowym oknie)

This deliverable will develop a human centric model which will calculate both the flowfield and the pollutants’ interaction with the human body.

Methodological framework (odnośnik otworzy się w nowym oknie)

The deliverable will outline a methodological framework to evaluate method studies and concepts used in the several domains (social, environmental, health and technical) and facilitate the selection of the most useful and effective methods for the purpose.

Citizens behavioural analysis (odnośnik otworzy się w nowym oknie)

This deliverable will perform a multi-group behavioural analysis in different microenvironments (residences, workplaces, hospitals, schools and transportation modes), to propose customized recommendations towards proenvironmental behaviour engagement.

Human microbiome and resistome-Initial report (odnośnik otworzy się w nowym oknie)

Pre- and post-intervention analysis of the diversity of microorganisms and resistant genes among human samples - 1st report.

Legal & Ethical Compliance Guide (odnośnik otworzy się w nowym oknie)

The deliverable will produce an inventory of the main applicable high level regulatory and ethical requirements identified under T1.4.

Cost-effective analysis model for air quality improvement (odnośnik otworzy się w nowym oknie)

The deliverable will have four components: 1) the theoretical basis for the cost-effective model development. 2) A detailed plan of the methodology used for the data collection, including validations of the measurements. 3) The cost-effective model statistical evaluation. And, 4) Deep analysis of the results to produce insights for better strategies and calculation of budgets for air quality improvement in buildings.

TwinAIR Pilot Sensor portfolio (odnośnik otworzy się w nowym oknie)

Detailing sensor benchmarking, literature review for indoor air quality measurements, and choices per TwinAIR specific pilots.

Common dissemination and communication activities, including a common dissemination and communication strategy for the cluster (odnośnik otworzy się w nowym oknie)

This report will provide a common dissemination and communication strategy for the cluster.

TwinAIR system integration and lab-testing (odnośnik otworzy się w nowym oknie)

Report on the system integration and the different activities listed to test in a lab environment the solutions already developed in WP6 and WP7.

Longitudinal study: Continuous assessment of health effects and symptoms linked to real-time IAQ measurements - 2nd report (odnośnik otworzy się w nowym oknie)

This deliverable will be the second report of the results of the effects of TwinAIR intervention. It will have four parts: (i) description of the populations in relation to settings and interventions; (ii) changes in respiratory symptoms after TwinAIR intervention; (iii) changes in other health and well-being outcomes after TwinAIR intervention; and (iv) implications of results for health and well-being, further research and subsequent TwinAIR tasks.

Report of in vitro dose response (odnośnik otworzy się w nowym oknie)

This deliverable will include data on the impact of selected air contaminants at different concentrations (dose-response curves) on determined cellular activities.

PM chemical and biological composition: sampling and analysis - Initial Version (odnośnik otworzy się w nowym oknie)

This deliverable will include the selection of pilot cases selected, the sampling and analysis methodology and the sampling plan developed for the whole project. It will also describe the air microbiome and resistome of the selected pilot cases during the pre-intervention period.

Health assessment associated with IAQ in Europe at baseline and under various counterfactual scenarios-1st report (odnośnik otworzy się w nowym oknie)

The health burden attributable to current/baseline IAQ in representative indoor environments in Europe will be assessed. Having a better understanding of the chemical and biological composition of IAQ, and having insight into how it associates with different health outcomes, will allow us to estimate the attributable health burden in representative indoor environments in Europe.

Buildings CFD pollutant transport model development inside 3D geometries of buildings and vehicles - Initial report (odnośnik otworzy się w nowym oknie)

Rule of thumb parameterizations as a function of vehicle speed, wind direction and wind speed will be developed and their contribution to pollutant levels as a function of ventilation rate of the building. Further CFD model development will use the tracer studies to benchmark model performance.

Buildings CFD pollutant transport model development inside 3D geometries of buildings and vehicles - Final report (odnośnik otworzy się w nowym oknie)

This deliverable will incorporate the updated CFD models of D3.2 based on data gathered from the pilot sites.

Shared individual Data Management Plans between cluster partners (odnośnik otworzy się w nowym oknie)

This deliverable will provide shared individual Data Management Plans between cluster partners.

Project Management Handbook (odnośnik otworzy się w nowym oknie)

Α project management report summarizing all the required knowledge for the good management of the project (in terms of administrative forms, financial aspects, quality process, etc.).

Guidelines for the evaluation and characterisation of low cost sensors and privacy centric sensor data flows implementation (odnośnik otworzy się w nowym oknie)

This deliverable will summarize the evaluation results and experience in pilots in which sensor characterization was performed, and providing guidelines for sensor evaluation. It will also provide the detailed implementation and measures taken to improve IoT sensors and in platform user data protection.

Human centric CFD pollutant transport model development - Final report (odnośnik otworzy się w nowym oknie)

This deliverable will incorporate the updated CFD models of D3.3 based on data gathered from the pilot sites.

Cluster brochure (odnośnik otworzy się w nowym oknie)

This deliverable will provide cluster's brochure

Scientific strategy of the cluster (odnośnik otworzy się w nowym oknie)

This deliverable will provide the scientific strategy of the cluster.

3D ex vivo human lung model protocol (odnośnik otworzy się w nowym oknie)

Model will be used to understand exposure-health effect mechanisms and to study exposure-response relationships.

Cluster 2nd newsletter (odnośnik otworzy się w nowym oknie)

This deliverable will deliver cluster's 2nd newsletter.

UFP emission sources & model development report (odnośnik otworzy się w nowym oknie)

This deliverable will develop the UFP emission sources model by using ML algorithms to explore the non-linear connection between unreported UFP emission sources and emissions of related pollutants measured through sensors developed within TwinAIR.

Viral analysis- Initial Version (odnośnik otworzy się w nowym oknie)

The deliverable will be a report about the presence and possibly concentration of viral genetic material in the sampled sites.

Report of in vitro synergistic effects of different indoor air components (odnośnik otworzy się w nowym oknie)

This deliverable will include dose-response matrices for the tested combination of selected air components and the synergy score calculated for those combinations.

Report on the contribution to standardization - 1st report (odnośnik otworzy się w nowym oknie)

This deliverable will be the first report of TwinAIR contribution to the development of new standards (guidelines, recommendations) related with intelligent air quality management.

Identification of indoor air pollution sources by tracer experiments- Initial Version (odnośnik otworzy się w nowym oknie)

Quantify ventilation rates as a function of physical variables and outdoor wind speed and direction for the pilot sites. A few tracer experiments will be performed at the pilot site of UoB which will allow the quantification of contributions from outdoor and indoor sources of air pollution.

Data Management Plan (odnośnik otworzy się w nowym oknie)

A report which outlines how TwinAIR data will be handled both during the lifespan of the project and after, covering all aspects of data management, from metadata generation and data preservation, as well as any claims to intellectual property rights.

Risk factor analysis (odnośnik otworzy się w nowym oknie)

This is a technical report including a systematic semi-quantitative case risk analysis technique that will be used to identify factors at increased risk for the health problem under investigation. It will provide timely information for decision-makers, the media, the public, and others about ongoing investigations, contribute to the progress of control and prevention programs and enable generation of testable hypotheses regarding the etiology, exposure mode, control measure effectiveness, and other aspects of the health problem caused by air quality.

Epidemiological analysis-2nd report (odnośnik otworzy się w nowym oknie)

Detailed status on cohort recruitment process to longitudinally assess health and well-being outcomes associated with IAQ. Report on data management plan, ongoing epidemiological analyses, and findings.

Study initiation package (odnośnik otworzy się w nowym oknie)

This deliverable will provide the final version of study protocol, regulatory and ethics submission package and is linked to T5.1 activities.

Report on the contribution to standardization - 2nd report (odnośnik otworzy się w nowym oknie)

This deliverable will be the second report of TwinAIR contribution to the development of new standards (guidelines, recommendations) related with intelligent air quality management.

HIA model development (odnośnik otworzy się w nowym oknie)

A novel health impact assessment (HIA) model will be developed to quantify the expected health impacts of different IAQ compositions in representative indoor environments.

Building Assets Operation and Control tool (odnośnik otworzy się w nowym oknie)

Development of the risk-based maintenance prioritisation strategy, informed by identifying the critical building system’s components that would compromise the IEQ and bring exposure risks to the occupants.

Building Assets Maintenance optimization tool (odnośnik otworzy się w nowym oknie)

Development of the risk-based maintenance prioritisation strategy, informed by the identifying the critical building system’s components that would compromise the IEQ and bring exposure risks to the occupants.

Building Air Quality Digital Twin Developed (odnośnik otworzy się w nowym oknie)

Development of the Building Air Quality Digital Twin which will provide to the DT the capability of accurately representing the IAQ within the building.

TwinAIR real time IAQ rating and awareness tool (odnośnik otworzy się w nowym oknie)

Design and develop a real time IAQ rating module that will leverage data from the actual and virtual sensors, coupled with the analytical capabilities of the digital twin, to provide real time monitoring, assessment and rating of IAQ, taking also in consideration indicators other than concentrations of the pollutants (i.e. ventilation rate - and CO2 as a related marker-, general cleanliness, signs of dampness).

Integrated Digital Twin Platform designed and developed for validation in Pilot Sites (odnośnik otworzy się w nowym oknie)

Design and development of the Digital Twin platform that will provide the link between the project’s information layer and the intervention layer integrating the three levels of DT (human, vehicle and building air quality) to support and enable the functionality of the various software tools created through the TwinAIR project.

TwinAIR Wearable device (odnośnik otworzy się w nowym oknie)

In-house development of a low cost and long autonomy wrist wearable device capable of aggregating multiple parameters the closest possible to human in different real-life situations, e.g., at home, at workplaces, at school and at transportation means.

Gamification and educational tool (odnośnik otworzy się w nowym oknie)

This deliverable will provide a social engagement tool using analytics, visualisations and elements of gamification to allow various stakeholders to experience data and share insights among communities of interest (e.g. classrooms, neighbourhoods, community centres etc.).

Human Digital Twin (odnośnik otworzy się w nowym oknie)

Design and development of a data-driven DT for the individuals (HDT) which aims in uncovering the relation of the exposure to the main air determinants and thereafter to various pollutants and enable the entailment of insights about the overall burden on health encumbrance.

TwinAIR virtual IAQ sensors design and development (odnośnik otworzy się w nowym oknie)

Design and deploy virtual IAQ sensors to improve the IAQ measurement capability of indoor spaces and associated building HVAC systems.

Vehicle Air quality digital twin (odnośnik otworzy się w nowym oknie)

Design and development of the Vehicle Cabin Digital Twin (VCDT), aiming to predict passenger comfort and quantify the potential for exposure to pollutants, linking the indoor-outdoor environment with vehicular mobility.

Data management platform (odnośnik otworzy się w nowym oknie)

This deliverable will document the development and integration of the data management platform and its data models. Following the high level architecture design in D8.1, a FIWARE based platform will be implemented and validated to accommodate the data management needs of the individual pilot sites.

Publikacje

Digital Twins' Maturity: The Need for Interoperability (odnośnik otworzy się w nowym oknie)

Autorzy: Robert Klar, Niklas Arvidsson, Vangelis Angelakis
Opublikowane w: IEEE Systems Journal, 2023, ISSN 1937-9234
Wydawca: IEEE
DOI: 10.1109/JSYST.2023.3340422

Sensors (odnośnik otworzy się w nowym oknie)

Autorzy: Merino, J; Ikeuchi, Daiki; Moretti, N; Mukerjee, A; Li, L; Karatzas, S; Pattinson, S; Parlikad, A
Opublikowane w: IET Conference Proceedings, 2023, ISSN 1424-8220
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.1049/ICP.2023.1749

Assessment of IoT low-cost sensor networks for long-term outdoor and indoor air quality monitoring: a case study in Dublin (odnośnik otworzy się w nowym oknie)

Autorzy: Jiayao Chen, Óscar González, David O'Connor, Lindsay Tallon, Francesco Pilla
Opublikowane w: Atmospheric Pollution Research, Numer 16, 2025, ISSN 1309-1042
Wydawca: Elsevier BV
DOI: 10.1016/J.APR.2025.102651

The Impact of Gender and Age on Thermal Comfort (odnośnik otworzy się w nowym oknie)

Autorzy: Christos Mountzouris, Grigorios Protopsaltis, John Gialelis
Opublikowane w: Procedia Computer Science, Numer 257, 2025, ISSN 1877-0509
Wydawca: Elsevier BV
DOI: 10.1016/J.PROCS.2025.03.042

Short-Term Forecast of Indoor CO2 Using Attention-Based LSTM: A Use Case of a Hospital in Greece (odnośnik otworzy się w nowym oknie)

Autorzy: Christos Mountzouris, Grigorios Protopsaltis, John Gialelis
Opublikowane w: Sensors, Numer 25, 2025, ISSN 1424-8220
Wydawca: MDPI AG
DOI: 10.3390/S25175382

A Novel Approach to Activity Recognition Based on Indoor Air Pollutant Data (odnośnik otworzy się w nowym oknie)

Autorzy: Marina Mentou, Grigorios Protopsaltis, Christos Mountzouris, John Gialelis
Opublikowane w: Procedia Computer Science, Numer 257, 2025, ISSN 1877-0509
Wydawca: Elsevier BV
DOI: 10.1016/J.PROCS.2025.03.078

Identification of Heart Arrhythmias by Utilizing a Deep Learning Approach of the ECG Signals on Edge Devices (odnośnik otworzy się w nowym oknie)

Autorzy: Panagiotis Seitanidis; John Gialelis; Georgia Papaconstantinou; Alexandros Moschovas
Opublikowane w: Computers, Vol 11, Iss 12, p 176 (2022), 2022, ISSN 2073-431X
Wydawca: MDPI
DOI: 10.3390/computers11120176

Adoption of digital twins as a sustainable energy solution: Determinants to adoption in household (odnośnik otworzy się w nowym oknie)

Autorzy: Joana Coelho; Tiago Oliveira; Catarina Neves; Stylianos Karatzas
Opublikowane w: Heliyon, 2024, ISSN 2405-8440
Wydawca: Heliyon
DOI: 10.1016/J.HELIYON.2024.E25782

Sensors (odnośnik otworzy się w nowym oknie)

Autorzy: Georgios Kosmopoulos; Vasileios Salamalikis; Stefan Wilbert; Luis F. Zarzalejo; Natalie Hanrieder; Stylianos Karatzas; Andreas Kazantzidis
Opublikowane w: Sensors, Vol 23, Iss 14, p 6541 (2023), 2023, ISSN 1424-8220
Wydawca: MDPI
DOI: 10.3390/s23146541

Indoor Air Quality: Predicting and Comparing Protective Behaviors in Germany and Portugal (odnośnik otworzy się w nowym oknie)

Autorzy: Inês Veiga, Mijail Naranjo-Zolotov, Ricardo Martins, Tiago Oliveira, Stylianos Karatzas
Opublikowane w: Indoor Air, Numer 2024, 2025, ISSN 0905-6947
Wydawca: Wiley
DOI: 10.1155/2024/3006342

A data-driven building thermal zoning algorithm for digital twin-enabled advanced control (odnośnik otworzy się w nowym oknie)

Autorzy: Lina Morkunaite, Adil Rasheed, Darius Pupeikis, Vangelis Angelakis, Tobias Davidsson
Opublikowane w: Energy and Buildings, Numer 336, 2025, ISSN 0378-7788
Wydawca: Elsevier BV
DOI: 10.1016/J.ENBUILD.2025.115633

Indoor Exchange Rates and Penetration From Outdoors in an Instrumented Terraced House (Townhouse) Using Gas Tracers: Implications for Particles and Gases Indoors (odnośnik otworzy się w nowym oknie)

Autorzy: James C. Matthews, M. Anwar H. Khan, Matthew D. Wright, Prem K. Perumal, Carl J. Percival, Ian D. Bull, Ian J. Craddock, Dudley E. Shallcross
Opublikowane w: Indoor Air, Numer 2024, 2025, ISSN 0905-6947
Wydawca: Wiley
DOI: 10.1155/2024/9204433

Indoor air quality perception: Enablers and inhibitors of perceived occupant comfort (odnośnik otworzy się w nowym oknie)

Autorzy: Inês Veiga, Tiago Oliveira, Mijail Naranjo-Zolotov, Ricardo Martins, Stylianos Karatzas
Opublikowane w: Environment International, Numer 202, 2025, ISSN 0160-4120
Wydawca: Elsevier BV
DOI: 10.1016/J.ENVINT.2025.109690

A text analytic framework for gaining insights on the integration of digital twins and machine learning for optimizing indoor building environmental performance (odnośnik otworzy się w nowym oknie)

Autorzy: Stylianos Karatzas, Grigorios Papageorgiou, Vasiliki Lazari, Sotirios Bersimis, Andreas Fousteris, Polychronis Economou, Athanasios Chassiakos
Opublikowane w: Developments in the Built Environment, 2024, ISSN 2666-1659
Wydawca: ELSEVIER
DOI: 10.1016/j.dibe.2024.100386

Maturity of Vehicle Digital Twins: From Monitoring to Enabling Autonomous Driving (odnośnik otworzy się w nowym oknie)

Autorzy: Klar, Robert; Arvidsson, Niklas; Angelakis, Vangelis
Opublikowane w: 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), 2024
DOI: 10.48550/ARXIV.2404.08438

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