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Uncovering the Kinematic Signature of Freezing of Gait in Parkinson’s Disease Through Wearable Inertial Sensors
by
Paoloni, Marco
, Castelli Gattinara Di Zubiena, Francesco
, Patera, Martina
, Apa, Ludovica
, Suppa, Antonio
, Zampogna, Alessandro
, Cannuli, Antonio
, Del Prete, Zaccaria
, Cusolito, Giovanni
, Palermo, Eduardo
, Mileti, Ilaria
in
Accuracy
/ Aged
/ Biomechanical Phenomena - physiology
/ Female
/ Females
/ Freezing of Gait (FoG)
/ Gait
/ Gait - physiology
/ gait analysis
/ Gait Disorders, Neurologic - diagnosis
/ Gait Disorders, Neurologic - physiopathology
/ Humans
/ inertial measurement unit IMU
/ Kinematics
/ Machine learning
/ Male
/ Middle Aged
/ Parkinson Disease - physiopathology
/ Parkinson's disease
/ Parkinson’s disease (PD)
/ Patients
/ Performance evaluation
/ Sensors
/ spatiotemporal parameters
/ Walking
/ Walking - physiology
/ Wearable Electronic Devices
/ wearable sensors
2025
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Uncovering the Kinematic Signature of Freezing of Gait in Parkinson’s Disease Through Wearable Inertial Sensors
by
Paoloni, Marco
, Castelli Gattinara Di Zubiena, Francesco
, Patera, Martina
, Apa, Ludovica
, Suppa, Antonio
, Zampogna, Alessandro
, Cannuli, Antonio
, Del Prete, Zaccaria
, Cusolito, Giovanni
, Palermo, Eduardo
, Mileti, Ilaria
in
Accuracy
/ Aged
/ Biomechanical Phenomena - physiology
/ Female
/ Females
/ Freezing of Gait (FoG)
/ Gait
/ Gait - physiology
/ gait analysis
/ Gait Disorders, Neurologic - diagnosis
/ Gait Disorders, Neurologic - physiopathology
/ Humans
/ inertial measurement unit IMU
/ Kinematics
/ Machine learning
/ Male
/ Middle Aged
/ Parkinson Disease - physiopathology
/ Parkinson's disease
/ Parkinson’s disease (PD)
/ Patients
/ Performance evaluation
/ Sensors
/ spatiotemporal parameters
/ Walking
/ Walking - physiology
/ Wearable Electronic Devices
/ wearable sensors
2025
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Uncovering the Kinematic Signature of Freezing of Gait in Parkinson’s Disease Through Wearable Inertial Sensors
by
Paoloni, Marco
, Castelli Gattinara Di Zubiena, Francesco
, Patera, Martina
, Apa, Ludovica
, Suppa, Antonio
, Zampogna, Alessandro
, Cannuli, Antonio
, Del Prete, Zaccaria
, Cusolito, Giovanni
, Palermo, Eduardo
, Mileti, Ilaria
in
Accuracy
/ Aged
/ Biomechanical Phenomena - physiology
/ Female
/ Females
/ Freezing of Gait (FoG)
/ Gait
/ Gait - physiology
/ gait analysis
/ Gait Disorders, Neurologic - diagnosis
/ Gait Disorders, Neurologic - physiopathology
/ Humans
/ inertial measurement unit IMU
/ Kinematics
/ Machine learning
/ Male
/ Middle Aged
/ Parkinson Disease - physiopathology
/ Parkinson's disease
/ Parkinson’s disease (PD)
/ Patients
/ Performance evaluation
/ Sensors
/ spatiotemporal parameters
/ Walking
/ Walking - physiology
/ Wearable Electronic Devices
/ wearable sensors
2025
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Uncovering the Kinematic Signature of Freezing of Gait in Parkinson’s Disease Through Wearable Inertial Sensors
Journal Article
Uncovering the Kinematic Signature of Freezing of Gait in Parkinson’s Disease Through Wearable Inertial Sensors
2025
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Overview
Parkinson’s disease (PD) is a disorder that causes a decrease in motor skills. Among the symptoms that have been observed, the most significant is the occurrence of Freezing of Gait (FoG), which manifests as an abrupt cessation of walking. This study investigates the impact of spatiotemporal gait parameters using wearable inertial measurement units (IMUs). Notably, 30 PD patients (15 with FoG, 15 without) and 20 healthy controls were enrolled. Gait data were acquired using two foot-mounted IMUs and key parameters such as stride time, gait phase distribution, cadence, stride length, speed, and foot clearance were extracted. Results indicated a tangible decline in motor abilities in PD patients, especially in those with FoG. Differences were observed in the segmentation of gait phases, with diminished swing phase duration observed in patients, and in the diminished spatial parameters of stride length, velocity, and foot clearance. Additionally, to validate the results, the accuracy of IMU-derived clearance measurements was validated against an optoelectronic system. While the IMUs accurately detected maximum points, the minimum clearance showed a higher measurement error. These findings support the use of wearable IMUs as a reliable and low-cost alternative to laboratory systems for the assessment of gait abnormalities in PD. Moreover, they highlight the potential for early detection and monitoring of FoG in both clinical and home settings.
Publisher
MDPI AG,MDPI
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