Smart Building Sensitive to Daily Sentiment

Información del proyecto

SUSTAIN

Identificador del acuerdo de subvención: 101071179

DOI

10.3030/101071179

Proyecto cerrado

Fecha de la firma de la CE 23 Junio 2022

Fecha de inicio 1 Octubre 2022

Fecha de finalización 31 Marzo 2026

Financiado con arreglo a

• The European Innovation Council (EIC)

Coste total

€ 2 550 196,25

Aportación de la UE

€ 2 550 196,00

Coordinado por

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (12)

System modelling of distributed and node intelligence: initial common strategy

This deliverable will consist of a report summarizing the discussion and decisions taken during the “implementation strategy” workshop held between AAL and UNITN. These decisions will trigger the development of the complete intelligence strategy, at node-level and meta-level.

Dissemination of second year project reports and publications

Project reports and peer-reviewed publications will be disseminated via the project webpage.

Dissemination of informed consent sheets to participants of study 01

Informed consent forms and the detailed information sheets will be provided at least three months prior to the actual case studies

Report on Portfolio activities 01

The report will present the collaboration activities that have been carried out in each reporting period and contain relevant materials (e.g., power point presentations, minutes of the meetings, etc.). It also explains how the Portfolio activities and the EIC proactive project management approach contribute to the achievement of the project objectives and help the transition to market. A report will be submitted at the end of each reporting period and will be assessed in the context of the project’s review.

Probabilistic node intelligence.: proof of concept on simulation level

This deliverable will first detail the chosen implementation strategy, at node level, based on probabilistic intelligence, as well as its integration in the context of the meta-level intelligence done in WP3. Then, it will explain how the hardware-software system has been modelled, and list current results for the chosen implementation.

Dissemination of informed consent sheets to participants of study 03

Informed consent forms and the detailed information sheets will be provided at least three months prior to the actual case studies

Technical/scientific review meeting 2 documents

Draft agenda and presentations

Dissemination of first year project reports and publications

Project reports and peer-reviewed publications will be disseminated via the project webpage.

Report on Portfolio activities 02

The report will present the collaboration activities that have been carried out in each reporting period and contain relevant materials (e.g., power point presentations, minutes of the meetings, etc.). It also explains how the Portfolio activities and the EIC proactive project management approach contribute to the achievement of the project objectives and help the transition to market. A report will be submitted at the end of each reporting period and will be assessed in the context of the project’s review.

Dissemination of informed consent sheets to participants of study 02

Informed consent forms and the detailed information sheets will be provided at least three months prior to the actual case studies

Map of light and in-situ characterization of PV cells

Laboratory characterization of commercial PV cells using a spectrally tunable lightdevice. Light measurement across the building to have a light map. In situ building characterization of PV cells and their energy output during extended periods of time.

Characterization of TEGS in the lab and across the building

Laboratory characterizations of commercial TEGs. Temperature measurement of heat and cold sources across the building. In situ characterization of TEGs and their energy output during extended periods of time.

Websites, patent fillings, videos etc. (4)

First update plan for dissemination and exploitation of results incl. communication activities

The plan for dissemination and exploitation of results will be updated annually

Project website and Project Logo (continuously updated thereafter)

The communication infrastructure for the project will be set up.

Detailed plan for dissemination and exploitation of results including communication activities

Detailed plan for dissemination and exploitation of results incl. communication activities

Second update plan for dissemination and exploitation of results incl. communication activities

The plan for dissemination and exploitation of results will be updated annually

Other (2)

Behavioural biometrics based authentication software system design

This deliverable contains “Behavioural biometrics based authentication software system” design. This system will be tailored for the operation on constrained distributed nodes in the building automation system. The aim is low FAR.

Data-driven model library for sensor networks

Design, implementation and test of multiple data-driven models to be executed overthe sensor network.

Demonstrators, pilots, prototypes (2)

Passive localization and tracking validation in multiple scenarios

Energy-harvesting circuits for the developed sensor systems.

Localization and tracking accuracy benchmark test and prototype for C0

demonstration of distributed learning via WiFi and RFID-based passive localizationand tracking within the Aalto Collider building.

Data Management Plan (2)

Update on Data Management Plan

Update of the Data Management Plan

Data Management Plan

Publicaciones

Conference proceedings (32)

Experimental Evaluation of Thermoelectric Generators for Indoor Autonomous Sensors

Autores: M. Ridwan; M. Gasulla; F. Reverter
Publicado en: EUROSENSORS XXXVI, 2024, ISBN 978-3-910600-03-4
Editor: Association for Sensors and Measurement
DOI: 10.5162/EUROSENSORSXXXVI/PT10.249

UWBOri: enabling accurate orientation estimation with ultra-wideband signals

Autores: Chang, Zhaoxin; Fusang Zhang; Jie Xiong; Xinyu Xue; Zeyu Wang; Badii Jouaber; Daqing Zhang
Publicado en: 2024 IEEE Smart World Congress (SWC), 2025, ISSN 2993-396X
Editor: IEEE
DOI: 10.1109/SWC62898.2024.00085

Accurate RF-sensing of complex gestures using RFID with variable phase-profiles

Autores: Golipoor, Sahar; Sigg, Stephan
Publicado en: International Symposium on Industrial Electronics - Espoo, Finland, 2023, ISBN 979-8-3503-9971-4
Editor: IEEE
DOI: 10.1109/ISIE51358.2023.10228178

Experimental Evaluation and Comparison of FOCV-Based PMU for Indoor Low-Power PV Cells

Autores: Azlor, Marc; Gasulla Forner, Manuel; Reverter Cubarsí, Ferran
Publicado en: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2024, ISSN 2642-2077
Editor: IEEE
DOI: 10.1109/I2MTC60896.2024.10560660

Design of passive and semi-passive RFID tags

Autores: A. Fereshtian; J. Berenguer; M. G. Forner
Publicado en: 2025 IEEE International Conference on RFID Technology and Applications (RFID-TA), 2025, ISSN 2836-3574
Editor: IEEE
DOI: 10.1109/RFID-TA63091.2025.11265906

Micro Vibration Reconstruction Under In-Range Large-Scale Dynamic Clutters Using a Bi-Exponential Radar Signal Model

Autores: Ma, Xujun; Wang, Pei; Zhang, Daqing
Publicado en: 2024 IEEE/MTT-S International Microwave Symposium - IMS 2024, 2024, ISSN 2576-7216
Editor: IEEE
DOI: 10.1109/IMS40175.2024.10600273

RF energy survey to assess the feasibility of powering sensor nodes

Autores: A. Fereshtian; J. Berenguer; M. G. Forner
Publicado en: 2025 IEEE International Conference on RFID Technology and Applications (RFID-TA), 2025, ISSN 2836-3574
Editor: IEEE
DOI: 10.1109/RFID-TA63091.2025.11265839

Systematic experimental evaluation of submilliwatt PV cells for indoor applications

Autores: Ferré, Eduard; Azlor, Marc; Gasulla Forner, Manuel; Reverter Cubarsi, Ferran
Publicado en: Proceedings, 2024, ISSN 2504-3900
Editor: MDPI
DOI: 10.3390/PROCEEDINGS2024097149

FedEdge: Federated Learning with Docker and Kubernetes for Scalable and Efficient Edge Computing

Autores: Hassan, Mir; Custode, Leonardo Lucio; Yildirim, Kasim Sinan; Iacca, Giovanni
Publicado en: EWSN '23: Proceedings of the 2023 International Conference on Embedded Wireless Systems and Networks, 2023
Editor: ACM
DOI: 10.5555/3639940.3639994

MSense: Boosting Wireless Sensing Capability Under Motion Interference

Autores: Chang, Zhaoxin; Zhang, Fusang; Xiong, Jie; Chen, Weiyan; Zhang, Daqing
Publicado en: ACM MobiCom '24: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking, 2024
Editor: ACM
DOI: 10.1145/3636534.3649350

On Hardware-efficient Inference in Probabilistic Circuits

Autores: Singh Gaurav; Leslin Jelin; Periasamy Karthekeyan; Andraud Martin; Trapp Martin; Yao Lingyun; Zhang Peng
Publicado en: Proceedings of the Fortieth Conference on Uncertainty in Artificial Intelligence, Edición PMLR 244, 2024, ISSN 2640-3498
Editor: JMLR

Towards large-scale wireless sensing in smart buildings using LoRa signals

Autores: Xinyu, Xue; Zhaoxin, Chang; Xujun, Ma; Pei, Wang; Fusang, Zhang; Badii, Jouaber; Daqing, Zhang
Publicado en: Artificial Intelligence of Things and Systems, 2026, ISBN 978-981-95-2581-2
Editor: Springer
DOI: 10.1007/978-981-95-2581-2_11

Social Interpretable Reinforcement Learning

Autores: Leonardo Lucio Custode; Giovanni Iacca
Publicado en: Applications of Evolutionary Computation, 2025, ISBN 978-3-031-90065-5
Editor: Springer
DOI: 10.48550/ARXIV.2401.15480

Environment and Person-independent Gesture Recognition with Non-static RFID Tags Leveraging Adaptive Signal Segmentation

Autores: Golipoor, Sahar; Sigg, Stephan
Publicado en: IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), 2024, ISSN 1946-0759
Editor: IEEE
DOI: 10.1109/ETFA61755.2024.10710733

WiRainbow: Single-Antenna Direction-Aware Wi-Fi Sensing via Dispersion Effect

Autores: Chang, Zhaoxin; Shuguang, Xiao; Fusang, Zhang; Xujun, Ma; Badii, Jouaber; Qingfeng, Zhang; Daqing, Zhang
Publicado en: SenSys '26: Proceedings of the 2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems, 2026, ISBN 979-8-4007-2309-4
Editor: ACM
DOI: 10.1145/3774906.3800474

FOCV-MPPT power management unit for submilliwatt indoor PV cells

Autores: Azlor, Marc; Ferré, Eduard; Gasulla Forner, Manuel; Reverter Cubarsi, Ferran
Publicado en: Proceedings, 2024, ISSN 2504-3900
Editor: MDPI
DOI: 10.3390/PROCEEDINGS2024097099

RF Energy Harvesting for IoT Sensors: Effects of Inductor Quality Factor on Efficiency

Autores: Fereshtian, Amir; Berenguer, Jordi; Forner Gasulla, Manuel
Publicado en: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2024, ISSN 2642-2077
Editor: IEEE
DOI: 10.1109/I2MTC60896.2024.10560906

Rectenna with a High Quality-Factor Short-Circuited Transmission Line

Autores: Fereshtian, Amir; Gasulla Forner, Manuel; Berenguer Sau, Jordi
Publicado en: 2024 IEEE Sensors Applications Symposium (SAS), 2024, ISSN 2766-3078
Editor: IEEE
DOI: 10.1109/SAS60918.2024.10636419

NEvoFed: A Decentralized Approach to Federated NeuroEvolution of Heterogeneous Neural Networks

Autores: Custode, Leonardo Lucio; De Falco, Ivanoe; Della Cioppa, Antonio; Iacca, Giovanni; Scafuri, Umberto
Publicado en: GECCO '24: Proceedings of the Genetic and Evolutionary Computation Conference, 2024, ISBN 979-8-4007-0494-9
Editor: ACM
DOI: 10.1145/3638529.3654029

Fast-Inf: Ultra-Fast Embedded Intelligence on the Batteryless Edge

Autores: Custode, Leonardo Lucio; Farina, Pietro; Yildiz, Eren; Kilic, Renan Beran; Yildirim, Kasim Sinan; Iacca, Giovanni
Publicado en: Proceedings of SenSys 2024, 2024, ISBN 979-8-4007-0697-4
Editor: ACM
DOI: 10.1145/3666025.3699335

RFID-based Human Activity Recognition Using Multimodal Convolutional Neural Networks

Autores: Golipoor, Sahar; Sigg, Stephan
Publicado en: IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA), 2024, ISSN 1946-0759
Editor: IEEE
DOI: 10.1109/ETFA61755.2024.10710698

Decentralized IoT-Edge Computing: An LSTM-Based Federated Learning Framework for Personalized Task Failure Prediction

Autores: Ali N.; Hassan M.; Sodhro A. H.; Aloi G.; Gravina R.; Savaglio C.; Iacca G.; Fortino G.
Publicado en: 2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring), 2025, ISSN 2577-2465
Editor: IEEE
DOI: 10.5281/ZENODO.18631476

Hardware-efficient tractable probabilistic inference for TinyML Neurosymbolic AI applications

Autores: Leslin, Jelin; Trapp, Martin; Andraud, Martin; 2025 IEEE International Conference on Omni-layer Intelligent Systems (COINS)
Publicado en: 2025 IEEE International Conference on Omni-layer Intelligent Systems (COINS), 2025, ISSN 2996-5330
Editor: IEEE
DOI: 10.1109/COINS65080.2025.11125733

Awareness in Robotics: An Early Perspective from the Viewpoint of the EIC Pathfinder Challenge “Awareness Inside”

Autores: Cosimo Della Santina; Carlos Hernández Corbato; Burak Sisman; Luis A. Leiva; Ioannis Arapakis; Michalis Vakalellis; Jean Vanderdonckt; Luis Fernando D'Haro; Guido Manzi; Cristina Becchio; Aïda Elamrani; Mohsen Alirezaei; Ginevra Castellano; Dimos V. Dimarogonas; Arabinda Ghosh; Sofie Haesaert; Sadegh Soudjani; Sybert Stroeve; Paul F. M. J. Verschure; Davide Bacciu; Ophelia Deroy; Bahador Bahrami; Claudio Gallicchio; Sabine Hauert; Ricardo Sanz; Pablo Lanillos; Giovanni Iacca; Stephan Sigg; Manel Gasulla; Luc Steels; Carles Sierra
Publicado en: European Robotics Forum 2024, 2025, ISBN 978-3-031-76423-3
Editor: Springer
DOI: 10.48550/ARXIV.2402.09030

Read-range extension with semi-passive tags powered by PV cells

Autores: A. Fereshtian; R.A. Retana-González; J. Berenguer; F. Reverter; M. G. Forner
Publicado en: UbiComp Companion '25: Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2025, ISBN 979-8-4007-1477-1
Editor: ACM
DOI: 10.1145/3714394.3756150

Study of TEG-Heatsink Pairs for Indoor Thermal Energy Harvesting Applications

Autores: Ridwan, Mohamad; Gasulla Forner, Manuel; Reverter Cubarsí, Ferran
Publicado en: 2025 IEEE Sensors Applications Symposium (SAS), 2025, ISSN 2766-3078
Editor: IEEE
DOI: 10.1109/SAS65169.2025.11105192

SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks

Autores: Vincze, Mátyás; Ferrarotti, Laura; Custode, Leonardo Lucio; Lepri, Bruno; Iacca, Giovanni
Publicado en: Proceedings of the AAAI Conference on Artificial Intelligence, 2025, ISSN 2374-3468
Editor: Association for the Advancement of Artificial Intelligence
DOI: 10.48550/ARXIV.2412.13053

Enabling Efficient Intermittent Computing on Brand New Microcontrollers via Tracking Programmable Voltage Thresholds

Autores: Akhunov, Khakim; Yildiz, Eren; Yildirim, Kasim Sinan
Publicado en: ENSsys '23: Proceedings of the 11th International Workshop on Energy Harvesting & Energy-Neutral Sensing Systems, 2023
Editor: ACM
DOI: 10.1145/3628353.3628547

Test of Low-Area PV Cells Under Real Indoor Operating Conditions for Extended Periods of Time

Autores: Villaverde, Martí; Gasulla Forner, Manuel; Reverter Cubarsí, Ferran
Publicado en: 2024 IEEE Sensors Applications Symposium (SAS), 2024, ISSN 2766-3078
Editor: IEEE
DOI: 10.1109/SAS60918.2024.10636605

Comparative analysis of low-power PV cells of different technologies under different types of indoor artificial lighting

Autores: Ferré, Eduard; Gasulla Forner, Manuel; Reverter Cubarsí, Ferran
Publicado en: 2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), 2024, ISSN 2642-2077
Editor: IEEE
DOI: 10.1109/I2MTC60896.2024.10561134

Human Activity Recognition with Ensemble Learning

Autores: Hatice Vildan Dudukcu, Murat Taskiran, Zehra Gülru Cam Taskiran, Nihan Kahraman
Publicado en: 2024 26th International Conference on Digital Signal Processing and its Applications, 2024
Editor: IEEE
DOI: 10.1109/DSPA60853.2024.10510025

Study of the linearity of low-area photovoltaic cells for indoor autonomous sensors

Autores: B. Martinez; M. Ridwan; M. Gasulla; F. Reverter
Publicado en: EUROSENSORS XXXVI, 2024, ISBN 978-3-910600-03-4
Editor: Association for Sensors and Measurement
DOI: 10.5162/EUROSENSORSXXXVI/PT10.258

Peer reviewed articles (15)

Quality–diversity optimization of decision trees for interpretable reinforcement learning

Autores: Ferigo, Andrea; Custode, Leonardo Lucio; Iacca, Giovanni
Publicado en: Neural Computing and Applications, 2023, ISSN 1433-3058
Editor: Springer Nature
DOI: 10.1007/S00521-023-09124-5

Hierarchical Cascade Deep Learning for EMG-Based Behavioral Biometrics: Gesture and Subject Classification

Autores: Berke Cansiz, Hatice Vildan Dudukcu, Murat Taskiran, Nihan Kahraman
Publicado en: IEEE Access, Edición 13, 2025, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2025.3588791

Wi-Diag: Robust Multisubject Abnormal Gait Diagnosis With Commodity Wi-Fi

Autores: Lei Zhang, Member, IEEE, Yazhou Ma, Xiaojie Fan, Xiaochen Fan, Member, IEEE, Yonggang Zhang, Member, IEEE, Zhenxiang Chen, Member, IEEE, Xianyi Chen, Member, IEEE, and Daqing Zhang, Fellow, IEEE
Publicado en: IEEE INTERNET OF THINGS JOURNAL, 2023, ISSN 2327-4662
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/JIOT.2023.3301908

Power Gain from Energy Harvesting Sources at High MPPT Sampling Rates

Autores: Gasulla, M.; Carandell, M.
Publicado en: Sensors, 2023, ISSN 1424-8220
Editor: MDPI
DOI: 10.3390/S23094388

A population-based approach for multi-agent interpretable reinforcement learning

Autores: Crespi, Marco; Ferigo, Andrea; Custode, Leonardo Lucio; Iacca, Giovanni
Publicado en: Applied Soft Computing, Edición 147, ISSN 1568-4946
Editor: Elsevier BV
DOI: 10.1016/J.ASOC.2023.110758

Angle-Agnostic Radio Frequency Sensing Integrated Into 5G-NR

Autores: Dariush Salami; Ramin Hasibi; Stefano Savazzi; Tom Michoel; Stephan Sigg
Publicado en: IEEE Sensors Journal, Edición 24, 2024, ISSN 1558-1748
Editor: IEEE
DOI: 10.1109/JSEN.2024.3459428

Transient Authentication from First-Person-View Video

Autores: Le Ngu Nguyen; Rainhard Dieter Findling; Maija Poikela; Si Zuo; Stephan Sigg
Publicado en: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, Edición 9, 2025, ISSN 2474-9567
Editor: ACM
DOI: 10.1145/3712266

Principle and Applications of Thermoelectric Generators: A Review

Autores: Ridwan, M.; Gasulla, M.; Reverter, F.
Publicado en: Sensors, 2025, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/S25082484

4D memristive chaotic system based optional parameterized random number generator

Autores: S. Günakın, B. Şahintekin, Z.G. Çam Taşkıran
Publicado en: Alexandria Engineering Journal, Edición 129, 2025, ISSN 1110-0168
Editor: Elsevier BV
DOI: 10.1016/J.AEJ.2025.06.019

Study of the Applicability and Limitations of the FOCV Technique for Indoor Low-Area PV Cells

Autores: Azlor, M.; Martinez, B.; Gasulla, M.; Reverter, F.
Publicado en: IEEE Transactions on Instrumentation and Measurement, 2025, ISSN 0018-9456
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/TIM.2025.3527620

SlpRoF: Improving the Temporal Coverage and Robustness of RF-Based Vital Sign Monitoring During Sleep

Autores: Wang, Pei; Ma, Xujun; Zheng, Rong; Chen, Luan; Zhang, Xiaolin; Zeghlache, Djamal
Publicado en: IEEE Transactions on Mobile Computing, 2023, ISSN 1558-0660
Editor: IEEE
DOI: 10.1109/TMC.2023.3340925

WiCG: in-body cardiac motion sensing based on a mix-medium Wi-Fi fresnel zone model

Autores: Wang, Pei; Anlan Yu; Xujun Ma; Rong Zheng; Jingfu Dong; Zhaoxin Chang; Duo Zhang; Djamal Zeghlache; Daqing Zhang
Publicado en: IEEE Transactions on Mobile Computing, 2025, ISSN 1558-0660
Editor: IEEE
DOI: 10.1109/TMC.2025.3564843

MmECare: enabling fine-grained vital sign monitoring for emergency care with handheld MmWave radars

Autores: Chang, Zhaoxin; Fusang Zhang; Xujun Ma; Pei Wang; Weiyan Chen; Duo Zhang; Badii Jouaber; Daqing Zhang
Publicado en: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2024, ISSN 2474-9567
Editor: ACM
DOI: 10.1145/3699766

Model-Free-Communication Federated Neuroevolution

Autores: Leonardo Lucio Custode; Giovanni Iacca; Ivanoe De Falco; Umberto Scafuri; Antonio Della Cioppa
Publicado en: ACM Transactions on Evolutionary Learning and Optimization, 2025, ISSN 2688-299X
Editor: ACM
DOI: 10.1145/3745032

Low-Area PV Cells Under Indoor Artificial Lighting: A Comparative Study

Autores: Ferré, E.; Martinez, B.; Villaverde, M.; Gasulla, M.; Reverter, F.
Publicado en: IEEE Transactions on Instrumentation and Measurement, 2025, ISSN 0018-9456
Editor: IEEE
DOI: 10.1109/TIM.2025.3547528