Remote monitoring of Parkinson's DIsease using wearable sensors and Artificial Intelligence

• Collaborazioni, riconoscimenti, progetti, divulgazione, studi con autori esteri (2023)

• Collegio di Ingegneria Elettronica, delle Telecomunicazioni e Fisica. Componente invitato
• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente

Master of Science

• Challenge@PoliTo by Firms - Students from the future. A.A. 2021/22, INGEGNERIA GESTIONALE (ENGINEERING AND MANAGEMENT). Collaboratore del corso

Bachelor of Science

• Informatica. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
• Informatica. A.A. 2022/23, INGEGNERIA INFORMATICA. Collaboratore del corso

• SMILIES - reSilient coMputer archItectures and LIfE Sciences

Projects funded by competitive calls

• DanziAMO - Analisi bioMeccanica Obiettiva nella Danzaterapia a corpo libero , (2026-2027) - Responsabile Scientifico di Struttura
  University research - Projects with High Social Impact
• PERSIMMON - PERSONALIZED SUSTAINABLE SMART PATCH OMNIFICENCE , (2024-2028) - Componente gruppo di Ricerca
  UE-funded research - HE - Global Challenges - Digital, Industry and Space

• Anita Coletta. Programme in Ingegneria Informatica E Dei Sistemi (cycle 41, 2026-in progress)
  Research subject: Evaluating work-induced stress and cognitive decline using wearables and AI algorithms
  
  Data science, Computer vision and AI
  Life sciences
• Umberto Mosca. Programme in Intelligenza Artificiale (cycle 40, 2024-in progress)

• Borzi', Luigi (2023)
  Wearable sensors and artificial intelligence for monitoring of Parkinson's disease. relatore: OLMO, Gabriella; , 35. XXXV Ciclo, P.: 211
  Doctoral Thesis
• Borzi', Luigi; Sigcha, Luis; Olmo, Gabriella (2023)
  Context Recognition Algorithms for Energy-Efficient Freezing-of-Gait Detection in Parkinson’s Disease. In: SENSORS, vol. 23. ISSN 1424-8220
  Contributo su Rivista
• Sigcha, Luis; Borzi', Luigi; Amato, Federica; Rechichi, Irene; Ramos-Romero, Carlos; ... (2023)
  Deep learning and wearable sensors for the diagnosis and monitoring of Parkinson’s disease: A systematic review. In: EXPERT SYSTEMS WITH APPLICATIONS, vol. 229, Part A. ISSN 0957-4174
  Contributo su Rivista
• Demrozi, F.; Borzi', L.; Olmo, G. (2023)
  Wearable Sensors for Supporting Diagnosis, Prognosis, and Monitoring of Neurodegenerative Diseases. In: ELECTRONICS, vol. 12. ISSN 2079-9292
  Contributo su Rivista
• Borzi', Luigi; Sigcha, Luis; Rodriguez-Martin, Daniel; Olmo, Gabriella (2023)
  Real-time detection of freezing of gait in Parkinson’s disease using multi-head convolutional neural networks and a single inertial sensor. In: ARTIFICIAL INTELLIGENCE IN MEDICINE, vol. 135. ISSN 0933-3657
  Contributo su Rivista
• Mesin, Luca; Porcu, Paola; Russu, Debora; Farina, Gabriele; Borzì, Luigi; Zhang, Wei; ... (2022)
  A Multi-Modal Analysis of the Freezing of Gait Phenomenon in Parkinson’s Disease. In: SENSORS, vol. 22. ISSN 1424-8220
  Contributo su Rivista
• Sigcha, Luis; Domínguez, Beatriz; Borzi', Luigi; Costa, Nélson; Costa, Susana; Arezes, ... (2022)
  Bradykinesia Detection in Parkinson’s Disease Using Smartwatches’ Inertial Sensors and Deep Learning Methods. In: ELECTRONICS, vol. 11. ISSN 2079-9292
  Contributo su Rivista
• Borzi', L.; Mazzetta, I.; Zampogna, A.; Suppa, A.; Irrera, F.; Olmo, G. (2022)
  Predicting Axial Impairment in Parkinson’s Disease through a Single Inertial Sensor. In: SENSORS, vol. 22. ISSN 1424-8220
  Contributo su Rivista
• Borzi', L.; Manoni, A.; Zampogna, A.; Irrera, F.; Suppa, A.; Olmo, G. (2022)
  Correlation between wearable inertial sensor data and standardised Parkinson's disease axial impairment measures using machine learning. In: IEEE 21st Mediterranean Electrotechnical Conference (MELECON), Palermo, 14-16 June 2022, pp. 732-736. ISBN: 978-1-6654-4280-0
  Contributo in Atti di Convegno (Proceeding)
• Amato, F.; Rechichi, I.; Borzi', L.; Olmo, G. (2022)
  Sleep Quality through Vocal Analysis: a Telemedicine Application. In: 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2022, Pisa (ITA), 2022, pp. 706-711. ISBN: 978-1-6654-1647-4
  Contributo in Atti di Convegno (Proceeding)
• Sigcha, Luis; Borzi, Luigi; Pavón, Ignacio; Costa, Nélson; Costa, Susana; Arezes, Pedro; ... (2022)
  Improvement of Performance in Freezing of Gait detection in Parkinson’s Disease using Transformer networks and a single waist-worn triaxial accelerometer. In: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, vol. 116. ISSN 0952-1976
  Contributo su Rivista
• Amato, Federica; Borzì, Luigi; Olmo, Gabriella; Orozco-Arroyave, Juan Rafael (2021)
  An algorithm for Parkinson's disease speech classification based on isolated words analysis. In: HEALTH INFORMATION SCIENCE AND SYSTEMS, vol. 9, pp. 1-15. ISSN 2047-2501
  Contributo su Rivista
• Rechichi, I.; Zibetti, M.; Borzì, Luigi; Olmo, G.; Lopiano, L. (2021)
  Single-channel EEG classification of sleep stages based on REM microstructure. In: HEALTHCARE TECHNOLOGY LETTERS, vol. 8, pp. 58-65. ISSN 2053-3713
  Contributo su Rivista
• Borzì, Luigi; Mazzetta, Ivan; Zampogna, Alessandro; Suppa, Antonio; Olmo, Gabriella; ... (2021)
  Prediction of Freezing of Gait in Parkinson’s Disease using Wearables and Machine Learning. In: SENSORS, vol. 21, pp. 1-19. ISSN 1424-8220
  Contributo su Rivista
• Amato, F.; Borzi', L.; Olmo, G.; Artusi, C. A.; Imbalzano, G.; Lopiano, L. (2021)
  Speech impairment in Parkinson’s disease: acoustic analysis of unvoiced consonants in Italian native speakers. In: IEEE ACCESS, vol. 9, pp. 166370-166381. ISSN 2169-3536
  Contributo su Rivista
• Borzi', Luigi; Olmo, G.; Artusi, C. A.; Fabbri, M.; Rizzone, M. G.; Romagnolo, A.; ... (2020)
  A new index to assess turning quality and postural stability in patients with Parkinson's disease. In: BIOMEDICAL SIGNAL PROCESSING AND CONTROL, vol. 62 (102059). ISSN 1746-8094
  Contributo su Rivista
• Borzi', Luigi; Varrecchia, Marilena; Sibille, Stefano; Olmo, Gabriella; Alberto Artusi, ... (2020)
  Smartphone-based estimation of item 3.8 of the MDS-UPDRS-III for assessing leg agility in people with Parkinson’s disease”. In: IEEE OPEN JOURNAL OF ENGINEERING IN MEDICINE AND BIOLOGY, vol. 1, pp. 140-147. ISSN 2644-1276
  Contributo su Rivista
• Borzì, Luigi; Fornara, Silvia; Amato, Federica; Olmo, Gabriella; Artusi, Carlo Alberto; ... (2020)
  Smartphone-Based Evaluation of Postural Stability in Parkinson’s Disease Patients During Quiet Stance. In: ELECTRONICS, vol. 2020, pp. 1-14. ISSN 2079-9292
  Contributo su Rivista
• Borzì, Luigi; Olmo, Gabriella; Artusi, Carlo Alberto; Lopiano, Leonardo (2020)
  Detection of freezing of gait in people with Parkinson’s disease using smartphones. In: 2020 IEEE 44th Annual Computers, Software, and Applications Conference (COMPSAC), virtuale, 13-17 July 2020, pp. 625-635. ISBN: 978-1-7281-7303-0
  Contributo in Atti di Convegno (Proceeding)
• Borzì, Luigi; Varrecchia, M; Olmo, G. (2019)
  Deep learning for Parkinson's disease: a case study on Freezing of Gait. In: AIBEC 2019 - Austria International Biomedical Conference, Vienna, October 2019, pp. 1-4
  Contributo in Atti di Convegno (Proceeding)