Smart Big Data Platform to Offer Evidence-based Personalised Support for Healthy and Independent Living at Home

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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

Report on SMART BEAR Cloud Enabling Components v1

This deliverable will be a report documenting the components included in D4.1. The task responsible for the development of each of these components, as identified in the description of D4.1, will also be responsible for the provision of the documentation of the component in this deliverable. The delivered solution will cover data analytics and learning capabilities tailored to datasets collected from a first set of the devices used for monitoring participants (KPI-6) and decision support capabilities will cover at least 1 medical area (KPI-9).

Italian-Portuguese Pilot Report v0.5

Evaluation report of the SMART BEAR Pilot of the Pilots

Report on integrated SMART BEAR platform v0.1

A report documenting the integrated platform’s (a) functionalities and any amendments made to its architecture and design, (c) the outcomes of testing the platform and (d) installation, deployment and usage guidelines for the v0.1 of the platform.

Report on integrated SMART BEAR platform v3

Update for the final version of the integrated platform, including validation of all criteria defined in pertinent KPIs, including KPI-19 and KPI-21.

Italian and Portuguese Pilots Report v3

Third evaluation report of the Italian and Portuguese SMART BEAR Pilots

Cross-Pilot Evaluation Report v1

This deliverable will provide the cross-pilot evaluation report of the first version of the SMART BEAR integrated platform, extending the results of the individual pilot evaluation with cross-cutting issues, trends and effectiveness results, and covering technical, healthy and independent living, as well as legal, business and pilot horizontal activities aspects. All KPIs focusing on the establishment of baseline values will be satisfied (namely, KPI-28, KPI-29, KPI-30, KPI-31).

Spanish Pilot Report

Report on the Spanish SMART BEAR Pilot experience.

French Pilot Report v2

Second evaluation report of the French SMART BEAR Pilot

Interim Communication, Dissemination, Impact Creation, Exploitation & Standardisation Report

Report on dissemination communication impact creation exploitation and Standardisation activities for the first half of the project It will also include an assessment of the projects progress in terms of the relevant KPIs ie KPI32 KPI33

Greek Pilot Report v2

Second evaluation report of the Greek SMART BEAR Pilot

Ethics Application & Piloting Protocol & Evaluation Framework

This deliverable will include the Piloting protocol, together with the application submitted with all enclosures (such as information letters, recruitment advertisements, consent forms etc.) to the relevant Ethics Committees for approval.

Report on Continuous Security Assurance & Privacy by design - enabling mechanisms v1

This deliverable will be a report documenting the components included in D5.1. The task responsible for the development of each of these components, as identified in the description of D5.1, will also be responsible for the provision of the documentation of the component in this deliverable. The privacy-preserving and secure by design data handling capabilities delivered will ensure at least 2 key security and privacy properties (KPI-14), covering at least 1 data state (KPI-15), as defined in the corresponding security policies (KPI-16) and following relevant guidelines (KPI-17).

SMART BEAR Architecture

This report will provide the overall architecture of the SMART BEAR platform, including @ Home and Backend Cloud instances, and a detailed design specification of the key hardware and software components of it, including their functionalities, interfaces and main security and privacy constraints regarding their use. At least 5 individuals from each pilot site will participate in the process, per KPI-22.

Data Valorisation Model

The specification of the SMART BEAR data valorisation model.

Final Communication, Dissemination, Impact Creation & Standardisation Report

Final report on dissemination, communication, impact creation, exploitation & standardisation activities of the project. The project’s satisfaction of pertinent KPIs (i.e., KPI-32, KPI-33) will be validated.

Report on SMART BEAR Cloud Enabling Components v2

This deliverable will be a report documenting the components included in D43 D44 will be an amended version of D42 which will include the documentation of all the new capabilities of the relevant components The task responsible for the development of each of these components for D43 will also be responsible for the provision of the documentation of the component in this deliverable The delivered solution will cover data analytics and learning capabilities tailored to datasets collected from an extended set of the devices used for monitoring participants KPI6 and decision support capabilities will cover at least 3 medical areas KPI9

Evaluation Framework

This deliverable will define the refined set of KPIs criteria and methodology to evaluate the SMART BEAR platform

Final Stakeholder Engagement report

Final Report on Stakeholder Engagement activities. The project’s satisfaction of pertinent KPIs (i.e., KPI-34) will be validated.

French Pilot Report v3

Third evaluation report of the French SMART BEAR Pilot

Romanian Pilot Report v2

Second evaluation report of the Romanian SMART BEAR Pilot

Report on Continuous Security Assurance & Privacy by design - enabling mechanisms v3

This deliverable will be a report documenting the components included in D5.5. D5.6 will be an amended version of D5.4 and D5.2, which will include the documentation of all the new capabilities of the relevant components. The task responsible for the development of each of these components for D5.2 and D5.4 will also be responsible for the provision of the documentation of the component in this deliverable. The privacy-preserving and secure by design data handling capabilities delivered will ensure all relevant security and privacy properties (KPI-14), covering all 3 data states (KPI-15), as defined in the corresponding security policies (KPI-16) and following relevant guidelines (KPI-17).

Cross-Pilot Evaluation Report v3

Update on D12.4 for the final version of the SMART BEAR integrated platform. All relevant KPIs will be evaluated, reaching the target values (as defined in Table 1) in all areas, including the accuracy of the monitoring solution in terms of state identification with respect to each of the individual devices when that device is used in isolation (KPI-2), drop-out rates (KPI-3), comprehension of individual health status and condition (KPI-5), health delivery services cost (KPI-7), provision of evidence useful to at least 4 types of stakeholders (KPI-8), reduction of unnecessary interventions (KPI-10), speed-up of delivery of interventions (KPI-11), application acceptance (KPI-13), platform usability (KPI-23), usage percentage (KPI-24), recommendation rating (KPI-25), effectiveness of personalised care (KPI-26), and reduction of visits to healthcare providers (KPI-27).

Italian and Portuguese Pilots Report v1

First evaluation report of the Italian and Portuguese SMART BEAR Pilots

Greek Pilot Report v3

Third evaluation report of the Greek SMART BEAR Pilot

Report on SMART BEAR @ Home Enabling Components v2

This deliverable will be a report documenting the components included in D33 D34 will be an amended version of D32 which in addition to the material included in D32 will include the documentation of all the new capabilities of the relevant components The task responsible for the development of each of these components will also be responsible for the provision of the documentation of the component in this deliverable The delivered components will include at least 4 heterogeneous devices covered by the monitoring solution KPI1 at least 6 parameters inferred by basic analytics KPI4 application for monitoring participants KPI12 will integrate at least 4 sensing and actuation mechanisms such as those described in Table 2 KPI20

Romanian Pilot Report v1

First evaluation report of the Romanian SMART BEAR Pilot

Final Security Assurance Report

This deliverable will provide the final report on the security assurance aspects (issues detected, mitigation actions etc.) faced in the duration of the project. It will also validate that the security framework provides application-specific and multi-domain certifications and license requirements per the ISO/IEC 27000 family of standards (KPI-19).

SMART BEAR Requirements

This report will include a prioritised definition of the requirements of the SMART BEAR solution.

Cross-Pilot Evaluation Report v2

Update on D12.3 for the second version of the SMART BEAR integrated platform. All relevant KPIs will be evaluated, including the accuracy of the monitoring solution in terms of state identification with respect to each of the individual devices when that device is used in isolation (KPI-2), drop-out rates (KPI-3), comprehension of individual health status and condition (KPI-5), health delivery services cost (KPI-7), provision of evidence useful to at least 3 types of stakeholders (KPI-8), reduction of unnecessary interventions (KPI-10), speed-up of delivery of interventions (KPI-11), application acceptance (KPI-13), platform usability (KPI-23), usage percentage (KPI-24), recommendation rating (KPI-25), effectiveness of personalised care (KPI-26), and reduction of visits to healthcare providers (KPI-27).

French Pilot Report v1

First evaluation report of the French SMART BEAR Pilot

Report on integrated SMART BEAR platform v1

A report documenting the integrated platforms a functionalities and any amendments made to its architecture and design c the outcomes of testing the platform and d installation deployment and usage guidelines for the platform The integrated smart adaptive living solution will provide interfaces to the platform for at least 2 types of people KPI21

Romanian Pilot Report v3

Third evaluation report of the Romanian SMART BEAR Pilot

Report on SMART BEAR Cloud Enabling Components v3

This deliverable will be a report documenting the components included in D4.5. D4.6 will be an amended version of D4.4 and D4.2, which will include the documentation of all the new capabilities of the relevant components. The task responsible for the development of each of these components for D4.2 and D4.4 will also be responsible for the provision of the documentation of the component in this deliverable. The delivered solution will cover the full set of data analytics and learning capabilities as well as decision support capabilities, as defined in the corresponding KPIs (KPI-6 & KPI-9).

Communication, Dissemination, Impact Creation, Exploitation & Standardisation plan

This document will describe a concrete plan for SMART BEAR dissemination, communication, Impact Creation, exploitation and standardization activities. It will provide estimations on the activities to be performed, like presentations, papers publications, articles in popular media, participation in standardization bodies etc. It will also provide the project’s business plan.

Report on SMART BEAR @ Home Enabling Components v1

This deliverable will be a report documenting the components included in D3.1. The task responsible for the development of each of these components, as identified in the description of D3.1, will also be responsible for the provision of the documentation of the relevant component in this deliverable. The delivered components will include: at least 2 heterogeneous devices covered by the monitoring solution (KPI-1); at least 3 parameters inferred by basic analytics (KPI-4); application for screening potential participants (KPI-12); will integrate at least 2 sensing and actuation mechanisms such as those described in Table 2 (KPI-20).

Report on Continuous Security Assurance & Privacy by design - enabling mechanisms v2

This deliverable will be a report documenting the components included in D53 D54 will be an amended version of D52 which will include the documentation of all the new capabilities of the relevant components The task responsible for the development of each of these components for D53 will also be responsible for the provision of the documentation of the component in this deliverable The privacypreserving and secure by design data handling capabilities delivered will ensure at least 4 key security and privacy properties KPI14 covering at least 2 data state KPI15 as defined in the corresponding security policies KPI16 and following relevant guidelines KPI17

Italian and Portuguese Pilots Report v2

Second evaluation report of the Italian and Portuguese SMART BEAR Pilots

Report on SMART BEAR @ Home Enabling Components v3

This deliverable will be a report documenting the components included in D3.5. D3.6 will be an amended version of D3.4 and D3.2, which in addition to the material included in these earlier deliverables, will include the documentation of all the new capabilities of the relevant components. The task responsible for the development of each of the relevant components will also be responsible for the provision of the documentation of the component in this deliverable. The delivered components will cover all aspects defined in the relevant KPIs, including at least 5 types heterogeneous devices covered by the monitoring solution (KPI-1); all 9 parameters inferred by basic analytics (KPI-4); applications for participant screening and monitoring, and delivery of the SMART BEAR platform interventions (KPI-12); and integration of all needed sensing and actuation mechanisms such as those described in in Table 2 (KPI-20).

Greek Pilot Report v1

First evaluation report of the Greek SMART BEAR Pilot

Report on integrated SMART BEAR platform v2

Update for the second version of the integrated platform. The integrated smart adaptive living solution will provide interfaces to the platform for at least 3 types of people (KPI-21)

Interim Stakeholder Engagement Report

Report including all the Stakeholder Engagement activities for the first half of the project It will also include an assessment of the projects progress in terms of the relevant KPIs ie KPI34 reporting on at least on clusteringconcentration activity per the aforementioned KPI

Continuous Security Assurance & Privacy by design - enabling mechanisms v1

This deliverable will include the first version of the implementation of the mechanisms (controls) to ensure the security and privacy of the data held in the SMART platform and the integrity of the platform itself (contributed by T5.1); and the component supporting the continuous assessment of the security and privacy state of the platform (contributed by T5.2).

Integrated SMART BEAR platform v2

This deliverable will provide the second version of the integrated SMART BEAR platform involving all the second release of components of WP3, WP4 and WP5 developed until M42.

SMART BEAR @ Home Enabling Components v2

This deliverable will include the second version of the implementation of SMART BEAR @ Home Enabling Components. These components will be the basic SMART BEAR Hub communication software (contributed by T3.1), the monitor (contributed by T3.2), the component supporting the summarization and local analytics of data at the SMART BEAR Hub (contributed by T3.3), and the SMART BEAR mobile application, visualisation and user interfaces (contributed by T3.4).

SMART BEAR @ Home Enabling Components v3

This deliverable will include the third version of the implementation of SMART BEAR @ Home Enabling Components. These components will be the basic SMART BEAR Hub communication software (contributed by T3.1), the monitor (contributed by T3.2), the component supporting the summarization and local analytics of data at the SMART BEAR Hub (contributed by T3.3), and the SMART BEAR mobile application, visualisation and user interfaces (contributed by T3.4).

Integrated SMART BEAR platform v3

This deliverable will provide the final version of the integrated SMART BEAR platform involving all the final release of components of WP3, WP4 and WP5 developed until M52.

SMART BEAR @ Home Enabling Components v1

This deliverable will include the first version of the implementation of SMART BEAR @ Home Enabling Components. These components will be the basic SMART BEAR Hub communication software (contributed by T3.1), the monitor (contributed by T3.2), the component supporting the summarization and local analytics of data at the SMART BEAR Hub (contributed by T3.3), and the SMART BEAR mobile application, visualisation and user inter-faces (contributed by T3.4).

Continuous Security Assurance & Privacy by design - enabling mechanisms v3

This deliverable will include the third version of the components included in D5.3. The task, which had responsibility for developing the earlier version of each of these components for D5.1 and D5.3 will also be responsible for providing the new version of the component in this deliverable.

Integrated SMART BEAR platform v0.1

This deliverable will provide the first version of the integrated SMART BEAR platform for the Pilot of the Pilots, involving all the first release of components of WP3, WP4 and WP5 developed until M19.

SMART BEAR Cloud Enabling Components v2

This deliverable will include the second version of the components included in D4.1. The task, which had responsibility for developing the earlier version of each of these components for D4.1 will also be responsible for providing the new version of the component in this deliverable.

Integrated SMART BEAR platform v1

This deliverable will provide the first complete version of the integrated SMART BEAR platform involving all the first release of components of WP3 WP4 and WP5 developed until M30

SMART BEAR Cloud Enabling Components v3

This deliverable will include the third version of the components included in D4.3. The task, which had responsibility for developing the earlier version of each of these components for D4.1 and D4.3 will also be responsible for providing the new version of the component in this deliverable.

Continuous Security Assurance & Privacy by design - enabling mechanisms v2

This deliverable will include the second version of the components included in D5.1. The task, which had responsibility for developing the earlier version of each of these components for D5.1 will also be responsible for providing the new version of the component in this deliverable.

SMART BEAR Cloud Enabling Components v1

This deliverable will include the first version of the following components of SMART BEAR: the data repository (contributed by T4.1); the language for specifying the SMART BEAR analytics, intervention decision making and user personalization models, the tool enabling the specification of models using this language, and actual models of these three types (contributed by T4.2); the core data analytics component needed to support the processing of both static and dynamic data (contributed by T4.2); the decision support system (contributed by T4.3); the big data analytics engine (contributed by T4.4); and the intervention assessment component (contributed by T4.5), and the visualisation component (contributed by T4.6).

Publications

Reference Architectures, Platforms, and Pilots for European Smart and Healthy Living—Analysis and Comparison

Author(s): Andrej Grguric, Omar Khan, Ana Ortega-Gil, Evangelos K. Markakis, Konstantin Pozdniakov, Christos Kloukinas, Alejandro M. Medrano-Gil, Eugenio Gaeta, Giuseppe Fico, and Konstantina Koloutsou.
Published in: Electronics, Issue 10(14), 2021, Page(s) 1616, ISSN 2079-9292
Publisher: MDPI
DOI: 10.3390/electronics10141616

Older Adults’ and Clinicians’ Perspectives on a Smart Health Platform for the Aging Population: Design and Evaluation Study

Author(s): Diana Trojaniello; Alessia Cristiano; Sara De Silvestri; Stela Musteata; Alberto Sanna; Valerio Bellandi; Paolo Ceravolo; Matteo Cesari; Domenico Azzolino
Published in: JMIR Aging, Issue 5(1), 2022, Page(s) e29623, ISSN 2561-7605
Publisher: JMIR Publications
DOI: 10.2196/29623

Profiling hearing aid users through big data explainable artificial intelligence techniques

Author(s): Eleftheria Iliadou; Qiqi Su; Dimitrios Kikidis; Thanos Bibas; Christos Kloukinas
Published in: Frontiers in Neurology, Issue 13, 2022, Page(s) 1-17, ISSN 1664-2295
Publisher: Frontiers Research Foundation
DOI: 10.3389/fneur.2022.933940

A methodology to engineering continuous monitoring of intrinsic capacity for elderly people

Author(s): Valerio Bellandi; Paolo Ceravolo; Ernesto Damiani; Samira Maghool; Matteo Cesari; Ioannis Basdekis; Eleftheria Iliadou; Mircea Dan Marzan
Published in: Complex & Intelligent Systems, Issue 8, 2022, Page(s) 3953–3971, ISSN 2199-4536
Publisher: Springer
DOI: 10.1007/s40747-022-00775-w

A design methodology for matching smart health requirements

Author(s): Valerio Bellandi, Paolo Ceravolo, Alessia Cristiano, Ernesto Damiani, Alberto Sanna, Diana Trojaniello
Published in: Concurrency and Computation: Practice and Experience, 2020, Page(s) e6062, ISSN 1532-0626
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/cpe.6062

Musculoskeletal Disorder (MSD) Health Data Collection, Personalized Management and Exchange Using Fast Healthcare Interoperability Resources (FHIR)

Author(s): Fabio A. Seixas-Lopes, Carlos Lopes, Maria Marques, Carlos Agostinho, Ricardo Jardim-Goncalves
Published in: Sensors, Issue 24, 2024, Page(s) 5175, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s24165175

17th Clinical Trials on Alzheimer's Disease (CTAD) Madrid, Spain, October 29 - November 1, 2024: Conference proceedings

Author(s): Trascu, Razvan Ioan; Marzan, Mircea Dan; Spiru, Luiza
Published in: The Journal of Prevention of Alzheimer's Disease, Issue 12, 2025, Page(s) 100044, ISSN 2274-5807
Publisher: Elsevier BV
DOI: 10.1016/j.tjpad.2024.100044

El derecho de acceso a los datos relativos a la salud después del fallecimiento del titular

Author(s): LANDA REZA, Idoia
Published in: Revista Chilena de Derecho y Nuevas Tecnologías, Issue 12, 2023, Page(s) 1-6, ISSN 0719-2584
Publisher: Revista Chilena de Derecho y Nuevas Tecnologías
DOI: 10.5354/0719-2584.2023.71020

Data management for continuous learning in EHR systems

Author(s): Valerio Bellandi, Paolo Ceravolo, Jonatan Maggesi, and Samira Maghool
Published in: ACM Transactions on Internet Technology, 2024, ISSN 1533-5399
Publisher: Association for Computing Machinary, Inc.
DOI: 10.1145/3660634

A Big Data Infrastructure in Support of Healthy and Independent Living: A Real Case Application

Author(s): Bellandi, V.
Published in: Intelligent Systems Reference Library, Issue 229, 2022, ISBN 978-3-031-11170-9
Publisher: Springer
DOI: 10.1007/978-3-031-11170-9_5

IoT Platform for Ageing Society: the SMART BEAR Project

Author(s): Cristiano, A.; De Silvestri, S.; Musteata, S.; Sanna, A.; Trojaniello, D.; Bellandi, V.; Ceravolo, P.; Cesari, M.
Published in: eTELEMED 2021, The Thirteenth International Conference on eHealth, Telemedicine, and Social Medicine, 2021, Page(s) 45-49, ISBN 978-1-61208-872-3
Publisher: IARIA

Biosensors and Internet of Things in smart healthcare applications: challenges and opportunities

Author(s): Maria Pateraki, Konstantinos Fysarakis, Vangelis Sakkalis, Georgios Spanoudakis, Iraklis Varlamis, Michail Maniadakis, Manolis Lourakis, Sotiris Ioannidis, Nicholas Cummins, Björn Schuller, Evangelos Loutsetis, Dimitrios Koutsouris
Published in: Wearable and Implantable Medical Devices, Issue Volume 7 in Advances in ubiquitous sensing applications for healthcare, 2020, Page(s) 25-53, ISBN 9780128153697
Publisher: Elsevier
DOI: 10.1016/b978-0-12-815369-7.00002-1

Pseudonymisation in the context of GDPR-compliant medical research

Author(s): Ioannis Basdekis; Christos Kloukinas; Carlos Agostinho; Ioannis Vezakis; Andreia Pimenta; Luigi Gallo; Georgios Spanoudakis
Published in: 2023 19th International Conference on the Design of Reliable Communication Networks (DRCN), 2023, Page(s) 1-6, ISBN 978-1-6654-7598-3
Publisher: IEEE
DOI: 10.1109/drcn57075.2023.10108370

FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time Series

Author(s): Qiqi Su, Christos Kloukinas, Artur d’Avila Garcez
Published in: 2024 International Joint Conference on Neural Networks (IJCNN), 2024, Page(s) 1-8, ISBN 979-8-3503-5931-2
Publisher: IEEE
DOI: 10.1109/ijcnn60899.2024.10651481

Healthier and Independent Living of the Elderly: Interoperability in a Cross-Project Pilot

Author(s): Agostinho, C.; Pimenta, A.; Marques, M.; Tsiouris, K.M.; Kalatzis, F.; Nikitas, C.; Iliadou, E.; Occhipinti, M.; Kouris, I.; Koutsouris, D.; Basdekis, I.; Koloutsou, K.; Gallo, L.; De Pietro, G.; Jardim-Goncalves, R.
Published in: CEUR Workshop Proceedings, Issue 3214, 2022
Publisher: Sun SITE Central Europe (CEUR)

Overview of the SMART-BEAR Technical Infrastructure

Author(s): Vadim Peretokin; Ioannis Basdekis; Ioannis Kouris; Jonatan Maggesi; Mario Sicuranza; Qiqi Su; Alberto Acebes; Anca Bucur; Vinod Mukkala; Konstantin Pozdniakov; Christos Kloukinas; Dimitrios Koutsouris; Elefteria Iliadou; Ioannis Leontsinis; Luigi Gallo; Giuseppe De Pietro; George Spanoudakis
Published in: Proceedings of the 8th International Conference on Information and Communication Technologies for Ageing Well and e-Health - ICT4AWE, 2022, Page(s) 117-125, ISBN 978-989-758-566-1
Publisher: SciTePress
DOI: 10.5220/0011082700003188

A Case Study in Smart Healthcare Platform Design

Author(s): Valerio Bellandi, Paolo Ceravolo, Maryam Ehsanpour
Published in: 2020 IEEE World Congress on Services (SERVICES), 2020, Page(s) 7-12, ISBN 978-1-7281-8203-2
Publisher: IEEE
DOI: 10.1109/services48979.2020.00015

Engineering Continuous Monitoring of Intrinsic Capacity for Elderly People

Author(s): Valerio Bellandi, Ioannis Basdekis, Paolo Ceravolo, Matteo Cesari, Ernesto Damiani, Eleftheria Iliadou, Mircea Dan Marzan, Samira Maghool
Published in: 2021 IEEE International Conference on Digital Health, 2021, Page(s) 166-171, ISBN 978-1-6654-1685-6
Publisher: IEEE
DOI: 10.1109/icdh52753.2021.00030

Predicting and Explaining Hearing Aid Usage Using Encoder-Decoder with Attention Mechanism and SHAP

Author(s): Qiqi Su, Eleftheria Iliadou
Published in: 2022 16th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS), 2023, Page(s) 308-315, ISBN 978-1-6654-6495-6
Publisher: IEEE
DOI: 10.1109/sitis57111.2022.00053

Advancing Telerehabilitation with AI: Predicting Balance Scores from Early Sessions

Author(s): Dimitrios G. Boucharas, Marina Georgoula, Efterpi Karapintzou, Andreia Pimenta, Carlos Agostinho, Ricardo Jardim-Goncalves, Christos Nikitas, Eleftheria Iliadou, Dimitris Kikidis, Dimitios I. Fotiadis
Published in: 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2025), 2025
Publisher: IEEE

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