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Assessment of a Smart Sensing Shoe for Gait Phase Detection in Level Walking

Nicola Carbonaro, Federico Lorussi, Alessandro Tognetti
2016 Electronics  
As reported in the work from Taborri et al. [38] , hierarchical methods provide excellent performance and are compatible with real-time implementation.  ...  We tested the smart shoe on ten healthy subjects in free level walking conditions and in a laboratory setting in comparison with an optical motion capture system.  ...  In particular, we assessed the smart shoe for the real-time quantification of the temporal parameters of gait.  ... 
doi:10.3390/electronics5040078 fatcat:3vujpgruzjbhje7i7fubn3hgza

Stack LSTM-Based User Identification Using Smart Shoes with Accelerometer Data

Do-Yun Kim, Seung-Hyeon Lee, Gu-Min Jeong
2021 Sensors  
Rather than using a complicated analysis method, we designed an LSTM network for user identification with accelerometer data of smart shoes.  ...  In this study, we propose a long short-term memory (LSTM)-based user identification method using accelerometer data from smart shoes.  ...  LSTM-Based User Identification with Random Window Sizes and Random Locations In this study, we propose an LSTM-based user identification method using accelerometer data of smart shoes.  ... 
doi:10.3390/s21238129 pmid:34884133 fatcat:3pclpqhus5aoboqsjcdv3ssrce

A survey on smart shoe insole systems

Salma Saidani, Rim Haddad, Neila Mezghani, Ridha Bouallegue
2018 2018 International Conference on Smart Communications and Networking (SmartNets)  
The aim of this systematic review was to assess the measurement of plantar pressure with instrumented smart shoe insole.  ...  We studied the main characteristics of the shoe insole systems, and their ability to identify diseases and for efficient real time care of patients.  ...  COMPARATIVE STUDY OF SMART SHOE INSOLE SYSTEMS The analysis of plantar pressure during the daily life of the subjects based on wearing mobile systems, is able to measure the pressure during the gait  ... 
doi:10.1109/smartnets.2018.8707391 dblp:conf/smartnets/SaidaniHMB18 fatcat:3ekkuk54krbtzjjbmxhwhsvbm4

Towards a Real-time Error Detection within a Smart Home by Using Activity Recognition with a Shoe-mounted Accelerometer

Julien Vandewynckel, Martin Otis, Bruno Bouchard, Bob-Antoine-Jerry Ménélas, Abdenour Bouzouane
2013 Procedia Computer Science  
This proposed recognition system is based on a shoe equipped with a single sensor: a three-axis accelerometer and on a statetransition algorithmic approach using fuzzy logic.  ...  In this paper, we propose an inexpensive non-vision-based system ably to recognize, in real-time, activities and errors of a resident.  ...  The 4 th International Conference on Ambient Systems, Networks and Technologies (ANT 2013) Towards a real-time error detection within a smart home by using activity recognition with a shoe-mounted accelerometer  ... 
doi:10.1016/j.procs.2013.06.069 fatcat:njp2jzhyx5arhkl3cvyduxtnny

Feature Analysis of Smart Shoe Sensors for Classification of Gait Patterns

Unang Sunarya, Yuli Sun Hariyani, Taeheum Cho, Jongryun Roh, Joonho Hyeong, Illsoo Sohn, Sayup Kim, Cheolsoo Park
2020 Sensors  
This paper presents extensive feature analyses on smart shoes sensor data, including pressure sensors, accelerometer and gyroscope signals, to obtain the optimum combination of the sensors for gait classification  ...  , which is crucial to implement a power-efficient mobile smart shoes system.  ...  Acknowledgments: This study was conducted with the approval of the Bioethics Committee of the Public Health Agency designated by the Ministry of Health and Welfare, South Korea (IRB P01-201908-11-002).  ... 
doi:10.3390/s20216253 pmid:33147794 fatcat:p5qob5hr3zgltm5sp425g2pbre

A tele-monitoring system for gait rehabilitation with an inertial measurement unit and a shoe-type ground reaction force sensor

Joonbum Bae, Masayoshi Tomizuka
2013 Mechatronics (Oxford)  
In the present tele-monitoring system for gait rehabilitation, a Smart Shoe is combined with an IMU for detailed monitoring of walking motions.  ...  In our previous work, a mobile gait-monitoring system was developed, which provided visual feedback based on GRFs measured by a Smart Shoe (used as a mobile platform).  ...  Morris et al. developed a shoe-integrated sensor system for wireless gait analysis that provided real-time feedback [15] .  ... 
doi:10.1016/j.mechatronics.2013.06.007 fatcat:cndoa556ubfy7k6q75eg33dawu

Smart Shoe-Assisted Evaluation of Using a Single Trunk/Pocket-Worn Accelerometer to Detect Gait Phases

Marco Avvenuti, Nicola Carbonaro, Mario Cimino, Guglielmo Cola, Alessandro Tognetti, Gigliola Vaglini
2018 Sensors  
This paper investigates the use of a single wearable accelerometer to detect foot contact times and estimate temporal gait parameters (stride time, swing and stance duration).  ...  Unlike ambient sensors and camera-based systems, sensorized shoes enable the evaluation of body-worn sensors even during longer walks.  ...  Further evidence of the agreement between Shimmer-based and shoe-based estimations is provided by the BA analysis.  ... 
doi:10.3390/s18113811 pmid:30405020 fatcat:7nyvfyl7f5gslj44xgvw3ewzvq

Wearable Sensor for Measurement of Gait Walking and Running Motion

Yi-Cheng Huang, Yu-Rui Chen, Hung-Yi Wu, Yu-Jui Huang
2019 Sensors and materials  
Keywords: inertia measurement unit (IMU) sensor, step count, step frequency, wearable device In this work, we developed a smart wearable device for gait speed measurement with dual wireless communication  ...  Step counts and the swing frequency were tested and compared with results over a treadmill using a commercial chip in the insole of a shoe.  ...  Shoes can be used for gait analysis and evaluation both in walking and running.  ... 
doi:10.18494/sam.2019.2167 fatcat:wkdtllhxmndirfphtsf6x5x5ve

Smart Socks and In-Shoe Systems: State-of-the-Art for Two Popular Technologies for Foot Motion Analysis, Sports, and Medical Applications

Andrei Drăgulinescu, Ana-Maria Drăgulinescu, Gabriela Zincă, Doina Bucur, Valentin Feieș, Dumitru-Marius Neagu
2020 Sensors  
The proposed methods are reviewed for smart sock use in special medical applications, for gait and foot pressure analysis.  ...  The present paper reviews, for the first time, to the best of our knowledge, the most recent advances in research concerning two popular devices used for foot motion analysis and health monitoring: smart  ...  (GPS, accelerometer), wrist-worn sensor (accelerometer, gyroscope), smart sock (GSR, pulse sensor) Bluetooth [20] Smart EMG-based socks Age-related gait changes, fall risk and postural anomalies  ... 
doi:10.3390/s20154316 pmid:32748872 pmcid:PMC7435916 fatcat:l2fboahaafg2vchy5bg6mnu4ne

A Comparative Review of Footwear-Based Wearable Systems

Nagaraj Hegde, Matthew Bries, Edward Sazonov
2016 Electronics  
Hence, the article describes key application scenarios utilizing footwear-based systems with critical discussion on their merits.  ...  This review article summarizes the developments in the field of footwear-based wearable sensors and systems.  ...  Zero velocity update of accelerometer and gyroscope, magnetometer calibration followed by Geomagnetic modeling and heading drift Correction NA Real time analysis Different vibration patterns  ... 
doi:10.3390/electronics5030048 fatcat:kkkjj7ys5nenzeluvhv2qh64tq

Smart insole

Wenyao Xu, Ming-Chun Huang, Navid Amini, Jason J. Liu, Lei He, Majid Sarrafzadeh
2012 Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments - PETRA '12  
Different from gait lab analysis, the smart insole system integrates motion sensing components within shoe insoles.  ...  the user gait in real-time and over long periods.  ... 
doi:10.1145/2413097.2413120 dblp:conf/petra/XuHALHS12 fatcat:2j5crrmvjzg5jgcyesdarclocy

An Overview of Smart Shoes in the Internet of Health Things: Gait and Mobility Assessment in Health Promotion and Disease Monitoring

Bjoern Eskofier, Sunghoon Lee, Manuela Baron, André Simon, Christine Martindale, Heiko Gaßner, Jochen Klucken
2017 Applied Sciences  
flexible biomechanical analysis; (ii) smart shoes can be used to monitor gait, a highly stereotype movement that enables the automated assessment of functional biomechanics; and (iii) smart shoes enable  ...  Mobility monitoring technologies demand research in sensor-based data acquisition and its subsequent analysis to support objective and clinically relevant gait analysis outside of conventional clinical  ...  Ma and colleagues [83] investigated gait function in this patient population, and presented a wearable wireless sensor system designed for real-time gait pattern analysis in glaucoma patients.  ... 
doi:10.3390/app7100986 fatcat:zw5pmendk5cppgchgzo4bcukxi


Prashant Gawande, Amol Deshmukh, Rameshwari Dhangar, Komal Gare, Shital More
2020 Journal of research in engineering and applied sciences  
This method is enforced by putting GEO locating, real-time cloud server microprocessors for real-time data assortment and health monitoring mobile application into services.  ...  It is proposed with a load cell pressure sensor which will turn off the system to ignore unwanted usage of battery.  ...  Fig. 6 . 6 Identification with wearable sensors on shoe based on gait. Fig. 7 : 7 Proposed System [ 2 ] 2 N. D. Nguyen, D. T. Bui, P. H. Truong and G.  ... 
doi:10.46565/jreas.2020.v05i01.003 fatcat:m5j2a7zzzja7liftovrgf255mi

SmartStep: A Fully Integrated, Low-Power Insole Monitor

Nagaraj Hegde, Edward Sazonov
2014 Electronics  
Shoe-mounted wearable sensors can be used in applications, such as activity monitoring, gait analysis, post-stroke rehabilitation, body weight measurements and energy expenditure studies.  ...  The SmartStep system collected more than 98.5% of the sensor data, in real usage scenarios, having intermittent connectivity with the smart phone. OPEN ACCESS Electronics 2014, 3 382  ...  Conflicts of Interest Edward Sazonov is a shareholder in Smart Move Inc. (Fort Collins, CO, USA), a company commercializing the SmartShoe/SmartStep designs.  ... 
doi:10.3390/electronics3020381 fatcat:a253m5ok7vbltposwws3bmo5fi

Health sensing by wearable sensors and mobile phones: A survey

Lei Song, Yongcai Wang, Ji-Jiang Yang, Jianqiang Li
2014 2014 IEEE 16th International Conference on e-Health Networking, Applications and Services (Healthcom)  
It monitors the real-time body states; stores, or sends the result to remote family members or doctors.  ...  With the global trend of population aging in industrialized countries, efficient information and communication technologies (ICT) for aiding elders or patients' healthcare have attracted great research  ...  Sensor node is integrated into a shoe, which consists of accelerometer, gyroscope, pressure sensor and sonar. Measured data of gait is sampled in 14 channels and presented in real time.  ... 
doi:10.1109/healthcom.2014.7001885 dblp:conf/healthcom/SongWYL14 fatcat:yaf6xuig3jhpba2kipoelbxj5i
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