Personal information

Time Series, Explainable Artificial Intelligence, Machine Learning, Deep Learning, Signal Processing
Portugal

Biography

Duarte Folgado is a Senior Scientist at the Intelligent Systems research group at Fraunhofer AICOS and an Invited Assistant Professor in the Physics Department at NOVA FCT. He studied Biomedical Engineering and completed his MSc (2015) and PhD (2024) at the NOVA School of Science and Technology (NOVA FCT). He was a Visiting Graduate Student in 2023 at the Massachusetts Institute of Technology, collaborating with the Institute of Medical Engineering & Science and the MIT.nano. He received the Best Student Award in Biomedical Engineering (2015), the Merit Scholarship Grant (2015), and a Fulbright Award for Research (2022). Currently, he is developing artificial intelligence solutions for healthcare and manufacturing. His main research interests include data mining, machine learning, deep learning, and Explainable AI, specializing in techniques for time series datasets and also in human-AI interaction. Duarte has published more than 30 peer-reviewed articles and has an h-index of 15. He has also published two open-source software libraries for time series analysis.

Activities

Employment (2)

Fraunhofer AICOS: Lisbon, PT

2024-01 to present | Senior Scientist (Intelligent Systems)
Employment
Source: Self-asserted source
Duarte Folgado

Fraunhofer AICOS: Lisbon, PT

2015-02-01 to present | Scientist (Intelligent Systems)
Employment
Source: Self-asserted source
Duarte Folgado

Education and qualifications (3)

Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia: Caparica, Setúbal, PT

2019-03 to 2024-01 | PhD (Biomedical Engineering)
Education
Source: Self-asserted source
Duarte Folgado

Massachusetts Institute of Technology: Cambridge, Massachusetts, US

2023 to 2023 | Visiting Graduate Student (IMES)
Education
Source: Self-asserted source
Duarte Folgado

Universidade NOVA de Lisboa Faculdade de Ciências e Tecnologia: Caparica, Setúbal, PT

2010-09 to 2015-09 | MSc (Biomedical Engineering)
Education
Source: Self-asserted source
Duarte Folgado

Professional activities (5)

NOVA School of Science and Technology (FCT NOVA): Caparica, Setúbal, PT

2020 to present | Invited Assistant Professor (Physics Department)
Invited position
Source: Self-asserted source
Duarte Folgado

Fulbright Portugal: Lisbon, PT

2022 | Fulbright Award for Research
Distinction
Source: Self-asserted source
Duarte Folgado

Fraunhofer AICOS: Lisbon, PT

2020 | Entry Level Excellence Award (Intelligent Systems)
Distinction
Source: Self-asserted source
Duarte Folgado

NOVA School of Science and Tecnology (FCT NOVA): Caparica, Setúbal, PT

2015 | Merit Scholarship Grant
Distinction
Source: Self-asserted source
Duarte Folgado

NOVA School of Science and Technology (FCT NOVA): Caparica, Setúbal, PT

2015 | Best Student Award in Biomedical Engineering
Distinction
Source: Self-asserted source
Duarte Folgado

Funding (10)

Center for Responsible AI

2023-04-01 to 2025-12-31 | Contract
European Commission (Brussel, BE)
Source: check_circle
CIÊNCIAVITAE

Agenda Microelectrónica

2022 to 2024 | Contract
European Commission (Brussel, BE)
Source: check_circle
CIÊNCIAVITAE

Home-based monitoring of functional disability in amyotrophic lateral sclerosis with mobile sensing

2021-01-01 to 2024-06-30 | Contract
Fundação para a Ciência e a Tecnologia (Lisboa, PT)
GRANT_NUMBER:

PTDC/MEC-NEU/6855/2020

Source: check_circle
CIÊNCIAVITAE

Digital Transformation in Industry with a Focus on the Operator 4.0

2020-03-01 to 2023-03-31 | Contract
Agência Nacional de Inovação SA (Porto, PT)
GRANT_NUMBER:

NORTE01-0247-FEDER-045910

Source: check_circle
CIÊNCIAVITAE

FAIRisk - Improving risk estimation with open resources

2020 to 2021 | Contract
European Commission (Brussel, BE)
GRANT_NUMBER:

831644

Source: check_circle
CIÊNCIAVITAE

Total Integrated and Predictive Manufacturing System Platform for Industry 4.0

2018-11-01 to 2020-08-31 | Contract
Agência Nacional de Inovação SA (Porto, PT)
Source: check_circle
CIÊNCIAVITAE

Extending Physiotherapy Programs to People’s Home

2018-06-27 to 2019-09-30 | Contract
Agência Nacional de Inovação SA (Porto, PT)
Source: check_circle
CIÊNCIAVITAE

Freezing in Parkinson's disease: improving quality of life with an automatic control system

2018-01 to 2018-07 | Contract
Fundació la Marató de TV3 (Barcelona, ES)
GRANT_NUMBER: 20140431
Source: check_circle
CIÊNCIAVITAE

Internet of things in Package: Wafer Level modular Architecture for Internet of Things

2016-03-01 to 2018-06-30 | Contract
Agência Nacional de Inovação SA (Porto, PT)
Source: check_circle
CIÊNCIAVITAE

Symbiotic technology for societal efficiency gains: Deus ex Machina (DEM)

2016-01 to 2019-12 | Contract
Comissao de Coordenacao e Desenvolvimento Regional do Norte (Porto, PT)
Source: check_circle
CIÊNCIAVITAE

Works (42)

Ensemble Predictors: Possibilistic Combination of Conformal Predictors for Multivariate Time Series Classification

IEEE Transactions on Pattern Analysis and Machine Intelligence
2024 | Journal article
Part of ISSN: 1939-3539
Contributors: ANDREA CAMPAGNER; Marília Barandas; Duarte Folgado; Hugo Gamboa; Federico Cabitza
Source: Self-asserted source
Duarte Folgado via Crossref Metadata Search
grade
Preferred source (of 3)‎

Evaluation of smartphone-based cough data in amyotrophic lateral sclerosis as a potential predictor of functional disability

PLOS ONE
2024-12-16 | Journal article
Contributors: Pedro S. Rocha; Kyung-Wan Baek; Nuno Bento; Duarte Folgado; André V. Carreiro; Miguel Oliveira Santos; Mamede de Carvalho; Bruno Miranda
Source: check_circle
Crossref

Voice Assessment in Patients with Amyotrophic Lateral Sclerosis: An Exploratory Study on Associations with Bulbar and Respiratory Function

Brain Sciences
2024-10-29 | Journal article
Contributors: Pedro Santos Rocha; Nuno Bento; Hanna Svärd; Diana Monteiro Lopes; Sandra Hespanhol; Duarte Folgado; André Valério Carreiro; Mamede de Carvalho; Bruno Miranda
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Evaluation of smartphone-based cough data in amyotrophic lateral sclerosis as a potential predictor of functional disability

2024-03-26 | Preprint
SOURCE-WORK-ID:

cv-prod-id-4326462

Contributors: Pedro Santos-Rocha; Nuno Bento; Duarte Folgado; André Valério Carreiro; Miguel Oliveira Santos; Mamede de Carvalho; Bruno Miranda
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

Evaluation of uncertainty quantification methods in multi-label classification: A case study with automatic diagnosis of electrocardiogram

Information Fusion
2024-01 | Journal article
Part of ISSN: 1566-2535
Contributors: Marília Barandas; Lorenzo Famiglini; Andrea Campagner; Duarte Folgado; Raquel Simão; Federico Cabitza; Hugo Gamboa
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

Cardiovascular Reactivity (CVR) During Repetitive Work in the Presence of Fatigue

Proceedings of the 6th International Conference on Intelligent Human Systems Integration (IHSI 2023) Integrating People and Intelligent Systems, February 22–24, 2023, Venice, Italy
2023 | Conference paper
Part of ISSN: 2771-0718
Contributors: Diogo Carvalho; Luis Silva; Miguel Carvalho; Mariana Dias; Nélson Costa; Duarte Folgado; Maria Lua Nunes; Hugo Gamboa; Kristine Andza; Elazer Edelman
Source: Self-asserted source
Duarte Folgado via Crossref Metadata Search
grade
Preferred source (of 2)‎

Explainable Artificial Intelligence Applied to Time Series

Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia
2023 | Dissertation/Thesis
SOURCE-WORK-ID:

cv-prod-id-4076410

Source: check_circle
CIÊNCIAVITAE

Heart rate variability during repetitive work in the presence of fatigue

Ergonomics In Design
2023 | Conference paper
Part of ISSN: 2771-0718
Contributors: Diogo Carvalho; Luis Silva; Miguel Carvalho; Mariana Dias; Nelson Costa; Duarte Folgado; Maria Lua; Hugo Gamboa; Elazer Edelman
Source: Self-asserted source
Duarte Folgado via Crossref Metadata Search
grade
Preferred source (of 2)‎

Rams, hounds and white boxes: Investigating human–AI collaboration protocols in medical diagnosis

Artificial Intelligence in Medicine
2023 | Journal article
EID:

2-s2.0-85147857471

Part of ISSN: 18732860 09333657
Contributors: Cabitza, F.; Campagner, A.; Ronzio, L.; Cameli, M.; Mandoli, G.E.; Pastore, M.C.; Sconfienza, L.M.; Folgado, D.; Barandas, M.; Gamboa, H.
Source: Self-asserted source
Duarte Folgado via Scopus - Elsevier
grade
Preferred source (of 2)‎

Speech-Based Supervised Learning Towards the Diagnosis of Amyotrophic Lateral Sclerosis

Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies
2023 | Conference paper
Contributors: Ricardo Cebola; Duarte Folgado; André Carreiro; Hugo Gamboa
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 2)‎

Towards the Automation of Wildfire Monitoring with Aerial Vehicles: The FIREFRONT Project

2023 | Book chapter
Contributors: Ricardo Ribeiro; Alexandre Bernardino; Gonçalo Cruz; Diogo Silva; Luís Felix; João Caetano; Duarte Folgado; João Francisco; Nuno Simões; Carlos Xavier Viegas et al.
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Explainability meets uncertainty quantification: Insights from feature-based model fusion on multimodal time series

Information Fusion
2023-12 | Journal article
Contributors: Duarte Folgado; Marília Barandas; Lorenzo Famiglini; Ricardo Santos; Federico Cabitza; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Cardiovascular load assessment in the workplace: A systematic review

International Journal of Industrial Ergonomics
2023-07 | Journal article
Part of ISSN: 0169-8141
Contributors: Mariana Dias; Luís Silva; Duarte Folgado; Maria Lua Nunes; Cátia Cepeda; Marcus Cheetham; Hugo Gamboa
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

A morphology-based feature set for automated Amyotrophic Lateral Sclerosis diagnosis on surface electromyography

Biomedical Signal Processing and Control
2023-01 | Journal article
Part of ISSN: 1746-8094
Contributors: Duarte Folgado; Maria Margarida Mendes Antunes; Duarte Folgado; Marília Barandas; André Carreiro; Carla Quintão; Mamede de Carvalho; Hugo Gamboa
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

Posture Risk Assessment in an Automotive Assembly Line Using Inertial Sensors

IEEE Access
2022 | Journal article
Contributors: Maria Lua Nunes; Duarte Folgado; Carlos Fujao; Luis Silva; Joao Rodrigues; Pedro Matias; Marilia Barandas; Andre V. Carreiro; Sara Madeira; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Time Series Subsequence Search Library

2022 | Online resource
SOURCE-WORK-ID:

cv-prod-id-3222150

Contributors: Barandas, Marília; Gamboa, Hugo
Source: check_circle
CIÊNCIAVITAE

Towards Segmentation and Labelling of Motion Data in Manufacturing Scenarios

2022 | Book chapter
Contributors: António Santos; João Rodrigues; Duarte Folgado; Sara Santos; Carlos Fujão; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Feature-Based Information Retrieval of Multimodal Biosignals with a Self-Similarity Matrix: Focus on Automatic Segmentation

Biosensors
2022-12-19 | Journal article
Contributors: João Rodrigues; Hui Liu; Duarte Folgado; David Belo; Tanja Schultz; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

A Deep Learning Approach to Prevent Problematic Movements of Industrial Workers Based on Inertial Sensors

2022 International Joint Conference on Neural Networks (IJCNN)
2022-07 | Other
Contributors: Cristiana Fernandes; Luis Miguel Matos; Duarte Folgado; Maria Lua Nunes; Joao Rui Pereira; Andre Pilastri; Paulo Cortez
Source: Self-asserted source
Duarte Folgado via Crossref Metadata Search
grade
Preferred source (of 3)‎

TSSEARCH: Time Series Subsequence Search Library

SoftwareX
2022-06 | Journal article
Contributors: Duarte Folgado; Marília Barandas; Margarida Antunes; Maria Lua Nunes; Hui Liu; Yale Hartmann; Tanja Schultz; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Respiratory Inductance Plethysmography to Assess Fatigability during Repetitive Work

Sensors
2022-06-02 | Journal article
Contributors: Luís Silva; Mariana Dias; Duarte Folgado; Maria Nunes; Praneeth Namburi; Brian Anthony; Diogo Carvalho; Miguel Carvalho; Elazer Edelman; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

Method and device for assessing physical movement of an operator during a work cycle execution on an industrial manufacturing work station

2022-02-09 | Patent
SOURCE-WORK-ID:

cv-prod-id-2398283

PAT:

EP3758023B1

Contributors: Folgado, Duarte; Barandas, Marília; Gamboa, Hugo; Miguel Ângelo Fernandes Carvalho
Source: check_circle
CIÊNCIAVITAE

Uncertainty-Based Rejection in Machine Learning: Implications for Model Development and Interpretability

Electronics
2022-01-28 | Journal article
Contributors: Marília Barandas; Duarte Folgado; Ricardo Santos; Raquel Simão; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

Exploring Inertial Sensor Fusion Methods for Direct Ergonomic Assessments

Communications in Computer and Information Science
2021 | Book chapter
SOURCE-WORK-ID:

cv-prod-id-4076279

EID:

2-s2.0-85107261580

Contributors: Santos, Sara; Folgado, Duarte; Rodrigues, João; Mollaei, Nafiseh; Fujão, Carlos; Gamboa, Hugo
Source: check_circle
CIÊNCIAVITAE
grade
Preferred source (of 2)‎

Self-similarity matrix of morphological features for motion data analysis in manufacturing scenarios

BIOSIGNALS 2021 - 14th International Conference on Bio-Inspired Systems and Signal Processing; Part of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2021
2021 | Conference paper
EID:

2-s2.0-85103833502

Contributors: Santos, A.; Rodrigues, J.; Folgado, D.; Santos, S.; Fujão, C.; Gamboa, H.
Source: Self-asserted source
Duarte Folgado via Scopus - Elsevier
grade
Preferred source (of 2)‎

Self-Similarity Matrix of Morphological Features for Motion Data Analysis in Manufacturing Scenarios

2021 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-4076660

Contributors: Santos, António; Rodrigues, João; Folgado, Duarte; Santos, Sara; Fujão, Carlos; Gamboa, Hugo
Source: check_circle
CIÊNCIAVITAE

Time Series Segmentation Using Neural Networks with Cross-Domain Transfer Learning

Electronics
2021-07-28 | Journal article
Contributors: Pedro Matias; Duarte Folgado; Hugo Gamboa; André Carreiro
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

TIP4.0: Industrial Internet of Things Platform for Predictive Maintenance

Sensors
2021-07-08 | Journal article
Contributors: Carlos Resende; Duarte Folgado; João Oliveira; Bernardo Franco; Waldir Moreira; Antonio Oliveira-Jr; Armando Cavaleiro; Ricardo Carvalho
Source: check_circle
Crossref
grade
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Interpretable heartbeat classification using local model-agnostic explanations on ECGs

Computers in Biology and Medicine
2021-06 | Journal article
Contributors: Inês Neves; Duarte Folgado; Sara Santos; Marília Barandas; Andrea Campagner; Luca Ronzio; Federico Cabitza; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Time Series Feature Extraction Library

2020 | Online resource
SOURCE-WORK-ID:

cv-prod-id-2398136

Contributors: Folgado, Duarte; Marília Barandas; Hugo Gamboa
Source: check_circle
CIÊNCIAVITAE

TSFEL: Time Series Feature Extraction Library

SoftwareX
2020 | Journal article
EID:

2-s2.0-85081936815

Contributors: Barandas, M.; Folgado, D.; Fernandes, L.; Santos, S.; Abreu, M.; Bota, P.; Liu, H.; Schultz, T.; Gamboa, H.
Source: Self-asserted source
Duarte Folgado via Scopus - Elsevier
grade
Preferred source (of 2)‎

An Infrastructure-Free Magnetic-Based Indoor Positioning System with Deep Learning

Sensors
2020-11-20 | Journal article
Contributors: Letícia Fernandes; Sara Santos; Marília Barandas; Duarte Folgado; Ricardo Leonardo; Ricardo Santos; André Carreiro; Hugo Gamboa
Source: check_circle
Crossref
grade
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Towards Knowledge Uncertainty Estimation for Open Set Recognition

Machine Learning and Knowledge Extraction
2020-10-30 | Journal article
Contributors: Catarina Pires; Marília Barandas; Letícia Fernandes; Duarte Folgado; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 4)‎

Explaining the Ergonomic Assessment of Human Movement in Industrial Contexts

Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies
2020-02 | Conference paper
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 4)‎

Using Inertial Sensors to Evaluate Exercise Correctness in Electromyography-based Home Rehabilitation Systems

2019 IEEE International Symposium on Medical Measurements and Applications (MeMeA)
2019-06 | Conference paper
Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

Evaluation of spatial-temporal anomalies in the analysis of human movement

BIOSIGNALS 2019 - 12th International Conference on Bio-Inspired Systems and Signal Processing, Proceedings; Part of 12th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2019
2019-02 | Conference paper
Part of ISBN: 9789897583537
EID:

2-s2.0-85064766348

Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

Physiotherapy exercises evaluation using a combined approach based on sEMG and wearable inertial sensors

BIOSIGNALS 2019 - 12th International Conference on Bio-Inspired Systems and Signal Processing, Proceedings; Part of 12th International Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC 2019
2019-02 | Conference paper
EID:

2-s2.0-85064757597

Source: Self-asserted source
Duarte Folgado
grade
Preferred source (of 3)‎

Physiotherapy Exercises Evaluation using a Combined Approach based on sEMG and Wearable Inertial Sensors

2019-02 | Conference paper
SOURCE-WORK-ID:

cv-prod-id-1675179

Contributors: Pereira, Ana; Folgado, Duarte; Cotrim, Ricardo; Sousa, Inês
Source: check_circle
CIÊNCIAVITAE

SSTS: A syntactic tool for pattern search on time series

Information Processing & Management
2019-01 | Journal article
Contributors: João Rodrigues; Duarte Folgado; David Belo; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

A Semi-Automatic Annotation Approach for Human Activity Recognition

Sensors
2019-01-25 | Journal article
Contributors: Patrícia Bota; Joana Silva; Duarte Folgado; Hugo Gamboa
Source: check_circle
Crossref
grade
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Time Alignment Measurement for Time Series

Pattern Recognition
2018-09 | Journal article
Contributors: Duarte Folgado; Marília Barandas; Ricardo Matias; Rodrigo Martins; Miguel Carvalho; Hugo Gamboa
Source: check_circle
Crossref
grade
Preferred source (of 3)‎

Measuring Repetitive Tasks using Inertial Sensors

Universidade Nova de Lisboa Faculdade de Ciências e Tecnologia
2015 | Dissertation/Thesis
SOURCE-WORK-ID:

cv-prod-id-4076315

Source: check_circle
CIÊNCIAVITAE

Peer review (5 reviews for 4 publications/grants)

Review activity for Applied soft computing. (1)
Review activity for Artificial intelligence in medicine. (1)
Review activity for Cognitive computation. (1)
Review activity for International journal of medical informatics. (2)