2022
DOI: 10.3390/s22207915
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Gait Characteristics Analyzed with Smartphone IMU Sensors in Subjects with Parkinsonism under the Conditions of “Dry” Immersion

Abstract: Parkinson’s disease (PD) is increasingly being studied using science-intensive methods due to economic, medical, rehabilitation and social reasons. Wearable sensors and Internet of Things-enabled technologies look promising for monitoring motor activity and gait in PD patients. In this study, we sought to evaluate gait characteristics by analyzing the accelerometer signal received from a smartphone attached to the head during an extended TUG test, before and after single and repeated sessions of terrestrial mi… Show more

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Cited by 4 publications
(3 citation statements)
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“…With technology advancing at a rapid rate, many people own a smartphone [14] giving them access to mobile applications such as inclinometers that are cost effective, non-invasive and easy to use [5,15,16]. Modern smartphones are built with gyroscopes, accelerometers and digital magnetometer sensors, turning the device into inertial motion units (IMUs) [17]. Therefore, mobile applications can process the data from these sensors to allow the smartphone to perform like an inclinometer.…”
Section: Introductionmentioning
confidence: 99%
“…With technology advancing at a rapid rate, many people own a smartphone [14] giving them access to mobile applications such as inclinometers that are cost effective, non-invasive and easy to use [5,15,16]. Modern smartphones are built with gyroscopes, accelerometers and digital magnetometer sensors, turning the device into inertial motion units (IMUs) [17]. Therefore, mobile applications can process the data from these sensors to allow the smartphone to perform like an inclinometer.…”
Section: Introductionmentioning
confidence: 99%
“…In the age of neural networks and the Internet of Things (IoT), the search for new neural network architectures capable of operating on devices with limited computing power and small memory size is becoming an urgent agenda. Trends in the development of artificial intelligence (AI) applications in the field of the Internet of Things include smart healthcare services [ 1 , 2 , 3 , 4 , 5 ], smart object-recognition [ 6 , 7 , 8 ], smart environment monitoring [ 9 , 10 ], and smart disaster rescue [ 11 ]. Traditionally, such applications operate in real time.…”
mentioning
confidence: 99%
“…An IoT-enabled system to monitor gait in subjects with Parkinson’s disease is presented in study [ 3 ]. Parkinson’s disease is one of the most studied pathologies in the field of neurology and is suitable for application of science-intensive study methods, virtual reality technologies and even robotics.…”
mentioning
confidence: 99%