Wearable-sensor-based detection and prediction of freezing of gait in Parkinson's disease: a review

S Pardoel, J Kofman, J Nantel, ED Lemaire - Sensors, 2019 - mdpi.com
Freezing of gait (FOG) is a serious gait disturbance, common in mid-and late-stage
Parkinson's disease, that affects mobility and increases fall risk. Wearable sensors have …

Detection and prediction of freezing of gait with wearable sensors in Parkinson's disease

W Zhang, H Sun, D Huang, Z Zhang, J Li, C Wu… - Neurological …, 2024 - Springer
Freezing of gait (FoG) is one of the most distressing symptoms of Parkinson's Disease (PD),
commonly occurring in patients at middle and late stages of the disease. Automatic and …

[HTML][HTML] WiFOG: Integrating deep learning and hybrid feature selection for accurate freezing of gait detection

Z Habib, MA Mughal, MA Khan, M Shabaz - Alexandria Engineering …, 2024 - Elsevier
This study investigates the feasibility of utilizing non-invasive WiFi sensing using the 4.8
GHz operating frequency band of the 5 G spectrum, which is suitable for Internet of Things …

Identification of characteristic motor patterns preceding freezing of gait in Parkinson's disease using wearable sensors

L Palmerini, L Rocchi, S Mazilu, E Gazit… - Frontiers in …, 2017 - frontiersin.org
Freezing of gait (FOG) is a disabling symptom that is common among patients with
advanced Parkinson's disease (PD). External cues such as rhythmic auditory stimulation can …

Improved deep learning technique to detect freezing of gait in Parkinson's disease based on wearable sensors

B Li, Z Yao, J Wang, S Wang, X Yang, Y Sun - Electronics, 2020 - mdpi.com
Freezing of gait (FOG) is a paroxysmal dyskinesia, which is common in patients with
advanced Parkinson's disease (PD). It is an important cause of falls in PD patients and is …

A smartphone-based architecture to detect and quantify freezing of gait in Parkinson's disease

M Capecci, L Pepa, F Verdini, MG Ceravolo - Gait & posture, 2016 - Elsevier
Introduction The freezing of gait (FOG) is a common and highly distressing motor symptom in
patients with Parkinson's Disease (PD). Effective management of FOG is difficult given its …

A novel deep dual self-attention and Bi-LSTM fusion framework for Parkinson's disease prediction using freezing of gait: a biometric application

Z Habib, MA Mughal, MA Khan, A Hamza… - Multimedia Tools and …, 2024 - Springer
Parkinson's disease (PD) disorder is caused by the imbalance of inhibitory dopamine and
excitatory acetylcholine neurotransmitters, which causes hindrance in locomotion. Freezing …

l-DOPA and Freezing of Gait in Parkinson's Disease: Objective Assessment through a Wearable Wireless System

A Suppa, A Kita, G Leodori, A Zampogna… - Frontiers in …, 2017 - frontiersin.org
Freezing of gait (FOG) is a leading cause of falls and fractures in Parkinson's disease (PD).
The episodic and rather unpredictable occurrence of FOG, coupled with the variable …

Evaluation of deep convolutional neural networks for detection of freezing of gait in Parkinson's disease patients

Y **a, J Zhang, Q Ye, N Cheng, Y Lu… - … Signal Processing and …, 2018 - Elsevier
Background and objective Freezing of gait (FOG) is a symptom that manifests as an episodic
inability to move. It happens typically in patients with advanced Parkinson's disease (PD) …

Unconstrained detection of freezing of Gait in Parkinson's disease patients using smartphone

H Kim, HJ Lee, W Lee, S Kwon, SK Kim… - 2015 37th Annual …, 2015 - ieeexplore.ieee.org
Freezing of gait (FOG) is a common motor impairment to suffer an inability to walk,
experienced by Parkinson's disease (PD) patients. FOG interferes with daily activities and …