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相关论文: Predicting Three Types of Freezing of Gait Events …

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Freezing of gait (FoG) is a special symptom found in patients with Parkinson's disease (PD). Patients who have FoG abruptly lose the capacity to walk as they normally would. Accelerometers worn by patients can record movement data during…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Mahmudul Hasan

Freezing-of-gait a mysterious symptom of Parkinsons disease and defined as a sudden loss of ability to move forward. Common treatments of freezing episodes are currently of moderate efficacy and can likely be improved through a reliable…

信号处理 · 电气工程与系统科学 2020-09-29 Ying Wang , Floris Beuving , Jorik Nonnekes , Mike X Cohen , Xi Long , Ronald M Aarts , Richard Van Wezel

Freezing of Gait (FOG) is a common motor symptom in patients with Parkinson's disease (PD). During episodes of FOG, patients suddenly lose their ability to stride as intended. Patient-worn accelerometers can capture information on the…

计算机视觉与模式识别 · 计算机科学 2023-07-10 Jan Brederecke

Deep learning holds tremendous potential in healthcare for uncovering hidden patterns within extensive clinical datasets, aiding in the diagnosis of various diseases. Parkinson's disease (PD) is a neurodegenerative condition characterized…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Aqib Nazir Mir , Iqra Nissar , Mumtaz Ahmed , Sarfaraz Masood , Danish Raza Rizvi

This paper presents the design of a wireless sensor network for detecting and alerting the freezing of gait (FoG) symptoms in patients with Parkinson's disease. Three sensor nodes, each integrating a 3-axis accelerometer, can be placed on a…

信号处理 · 电气工程与系统科学 2022-12-02 Ourong Lin , Tian Yu , Yuhan Hou , Yi Zhu , Xilin Liu

Parkinson's disease is a common neurological disease, entailing a multitude of motor deficiency symptoms. In this project, we developed a device with an uploaded edge machine learning algorithm that can detect the onset of freezing of gait…

信号处理 · 电气工程与系统科学 2022-11-15 Purnoor Ghuman , Tyama Lyall , Usama Mahboob , Alia Aamir , Xilin Liu

Freezing of gait (FoG) is a common gait disability in Parkinson's disease, that usually appears in its advanced stage. Freeze episodes are associated with falls, injuries, and psychological consequences, negatively affecting the patients'…

信号处理 · 电气工程与系统科学 2019-09-10 Spyroula Masiala , Willem Huijbers , Martin Atzmueller

Freezing of Gait (FOG) is one of the most debilitating symptoms of Parkinson's Disease and is associated with falls and loss of independence. The patho-physiological mechanisms underpinning FOG are currently poorly understood. In this paper…

动力系统 · 数学 2022-10-21 Ai Wang , Jan Sieber , William R. Young , Krasimira Tsaneva-Atanasova

Freezing of gait (FOG) is one of the most incapacitating symptoms in Parkinsons disease, affecting more than 50 percent of patients in advanced stages of the disease. The presence of FOG may lead to falls and a loss of independence with a…

Freezing of gait (FOG) is a debilitating symptom of Parkinson's disease (PD) and a common cause of injurious falls. Recent advances in wearable-based human activity recognition (HAR) enable FOG detection, but bias and fairness in these…

信号处理 · 电气工程与系统科学 2026-02-02 Timothy Odonga , Christine D. Esper , Stewart A. Factor , J. Lucas McKay , Hyeokhyen Kwon

Freezing of gait (FOG) is a debilitating symptom of Parkinson's disease that impairs mobility and safety by increasing the risk of falls. An effective FOG detection system must be accurate, real-time, and deployable in free-living…

The accurate and reliable detection or prediction of freezing of gaits (FOG) is important for fall prevention in Parkinson's Disease (PD) and studying the physiological transitions during the occurrence of FOG. Integrating both commercial…

信号处理 · 电气工程与系统科学 2021-10-12 Wei Zhang , Debin Huang , Hantao Li , Lipeng Wang , Yanzhao Wei , Kang Pan , Lin Ma , Huanhuan Feng , Jing Pan , Yuzhu Guo

Freezing of gait (FOG) is a common and debilitating gait impairment in Parkinson's disease. Further insight into this phenomenon is hampered by the difficulty to objectively assess FOG. To meet this clinical need, this paper proposes an…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Benjamin Filtjens , Pieter Ginis , Alice Nieuwboer , Peter Slaets , Bart Vanrumste

Wearable technology for the automatic detection of gait events has recently gained growing interest, enabling advanced analyses that were previously limited to specialist centres and equipment (e.g., instrumented walkway). In this study, we…

信号处理 · 电气工程与系统科学 2020-09-01 Matteo Gadaleta , Giulia Cisotto , Michele Rossi , Rana Zia Ur Rehman , Lynn Rochester , Silvia Del Din

Gait analysis, an expanding research area, employs non invasive sensors and machine learning techniques for a range of applicatio ns. In this study, we concentrate on gait analysis for detecting cognitive decline in Parkinson's disease (PD)…

信号处理 · 电气工程与系统科学 2023-06-13 Abdullah Alharthi

Freezing of Gait (FoG) is a common gait deficit among patients diagnosed with Parkinson's Disease (PD). In order to help these patients recover from FoG episodes, Rhythmic Auditory Stimulation (RAS) is needed. The authors propose a…

信号处理 · 电气工程与系统科学 2020-04-14 Gokul H. , Prithvi Suresh , Hari Vignesh B , Pravin Kumaar R , Vineeth Vijayaraghavan

LIFT-PD is an innovative self-supervised learning framework developed for real-time detection of Freezing of Gait (FoG) in Parkinson's Disease (PD) patients, using a single triaxial accelerometer. It minimizes the reliance on large labeled…

信号处理 · 电气工程与系统科学 2024-10-29 Shovito Barua Soumma , Kartik Mangipudi , Daniel Peterson , Shyamal Mehta , Hassan Ghasemzadeh

This research discusses the critical need for early detection and treatment for early prediction of Freezing of Gaits (FOG) utilizing a wearable sensor technology powered with LoRa communication. The system consisted of an Esp-32…

机器学习 · 计算机科学 2025-10-28 Biplov Paneru

Parkinson's disease (PD) is a common neurological disorder characterized by gait impairment. PD has no cure, and an impediment to developing a treatment is the lack of any accepted method to predict disease progression rate. The primary aim…

信号处理 · 电气工程与系统科学 2019-11-26 Vyom Raval , Kevin P. Nguyen , Ashley Gerald , Richard B. Dewey , Albert Montillo

Parkinson's disease (PD) is a neurological disorder that has a variety of observable motor-related symptoms such as slow movement, tremor, muscular rigidity, and impaired posture. PD is typically diagnosed by evaluating the severity of…

计算机视觉与模式识别 · 计算机科学 2022-07-04 Mark Endo , Kathleen L. Poston , Edith V. Sullivan , Li Fei-Fei , Kilian M. Pohl , Ehsan Adeli
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