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Automatic Activity Classification and Movement Assessment During a Sports Training Session Using Wearable Inertial Sensors

Amin Ahmadi, Edmond Mitchell, Francois Destelle, Marc Gowing, Noel E. OConnor, Chris Richter, Kieran Moran
<span title="">2014</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cpz45fh55renximzow6wama4ee" style="color: black;">2014 11th International Conference on Wearable and Implantable Body Sensor Networks</a> </i> &nbsp;
In this paper, we present a novel ambulatory motion analysis framework using wearable inertial sensors to accurately assess all of an athlete's activities in an outdoor training environment.  ...  It is envisaged that the proposed framework could be utilized for accurate and automatic sports activity classification and reliable movement technique evaluation in various unconstrained environments.  ...  Activity Classification Automatic activity classification is used to identify different training activities as this would allow training sessions to be more quickly evaluated by sporting and health professionals  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/bsn.2014.29">doi:10.1109/bsn.2014.29</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/bsn/AhmadiMDGORM14.html">dblp:conf/bsn/AhmadiMDGORM14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ypqpn6qmyzh6bgllmb3d3hg5f4">fatcat:ypqpn6qmyzh6bgllmb3d3hg5f4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150226004901/http://doras.dcu.ie:80/19980/1/BSNPaper-AHMADI.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/79/01/790197dc6a0f146ed61b70f3cfa4dee788c1f390.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/bsn.2014.29"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Toward Automatic Activity Classification and Movement Assessment During a Sports Training Session

Amin Ahmadi, Edmond Mitchell, Chris Richter, Francois Destelle, Marc Gowing, Noel E. O'Connor, Kieran Moran
<span title="">2015</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rkvmqtb3orhy5h6d5ccjzgxej4" style="color: black;">IEEE Internet of Things Journal</a> </i> &nbsp;
In this paper, we present a novel ambulatory motion analysis framework using wearable inertial sensors to accurately assess all of an athlete's activities in real training environment.  ...  It is envisaged that the proposed framework could be utilized for accurate and automatic sports activity classification and reliable movement technique evaluation in various unconstrained environments  ...  Activity Classification Automatic activity classification is used to identify different training activities as this would allow training sessions to be more quickly evaluated by sporting and health professionals  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jiot.2014.2377238">doi:10.1109/jiot.2014.2377238</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/twnvk46dfvf2ldx3dm5q2on3hi">fatcat:twnvk46dfvf2ldx3dm5q2on3hi</a> </span>
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Automatic Detection, Extraction, and Analysis of Landing During a Training Session, Using a Wearable Sensor System

Kieran Moran, Amin Ahmadi, Chris Richter, Edmond Mitchell, Jennifer Kavanagh, Noel O'Connor
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5i4djr4tgnbobnjegejzpw7nny" style="color: black;">Procedia Engineering</a> </i> &nbsp;
We demonstrate an end-to-end wearable inertial sensor-based system for use in a natural sports training environment, which can automatically extract different movement actions and their individual movement  ...  The presented end-to-end system has the potential to be used in the automatic extraction and analysis of movement technique and loading in various unconstrained environments for musculoskeletal injury  ...  We present a novel, end-to-end, motion analysis platform, incorporating wearable inertial sensors (sacrum, left/right tibia and thigh), capable of automatically evaluating an athlete's technique and loading  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.proeng.2015.07.197">doi:10.1016/j.proeng.2015.07.197</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3tfguxde6ffzjnvqnczkbfqcxq">fatcat:3tfguxde6ffzjnvqnczkbfqcxq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190416020334/https://core.ac.uk/download/pdf/82078543.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/cc/07/cc073dc0e172452ec0c0868806d764447b6b643a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.proeng.2015.07.197"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

An Evaluation of Wearable Inertial Sensor Configuration and Supervised Machine Learning Models for Automatic Punch Classification in Boxing

Matthew T. O. Worsey, Hugo G. Espinosa, Jonathan B. Shepherd, David V. Thiel
<span title="2020-11-13">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/guqr4cddivc4xaga5w2s7tx2ci" style="color: black;">IoT</a> </i> &nbsp;
Machine learning is a powerful tool for data classification and has been used to classify movement data recorded by wearable inertial sensors in general living and sports.  ...  Inertial sensors can provide valuable biofeedback in combat sports such as boxing; however, the use of such technology has not had a global uptake.  ...  An abundance of scientific literature and commercialized technology have used signals obtained by wearable inertial sensors to identify activity type and intensity in sport and general living .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/iot1020021">doi:10.3390/iot1020021</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qvbsingaprej3efai3pthfztcm">fatcat:qvbsingaprej3efai3pthfztcm</a> </span>
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Trends Supporting the In-Field Use of Wearable Inertial Sensors for Sport Performance Evaluation: A Systematic Review

Valentina Camomilla, Elena Bergamini, Silvia Fantozzi, Giuseppe Vannozzi
<span title="2018-03-15">2018</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
(iii) Can sensors be feasibly used to perform match analysis and assess physical demands during training sessions/competitions?  ...  New generation sensors permit executing sport tasks during training and performance, are portable, affordable, easy-to-use, and may provide real-time feedback [8] .  ...  ] ) • automatic detection and classification of sports activities during wheelchair rugby matches [94] and team sport activities [326] • automatic classification of training backgrounds and experience  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s18030873">doi:10.3390/s18030873</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/29543747">pmid:29543747</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5877384/">pmcid:PMC5877384</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xga3mhgz3ndjbkng27ngyv4pvy">fatcat:xga3mhgz3ndjbkng27ngyv4pvy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190306200316/http://pdfs.semanticscholar.org/ec0a/a7f8a29a93af92ee82acdbfae3f2600e68d7.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ec/0a/ec0aa7f8a29a93af92ee82acdbfae3f2600e68d7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s18030873"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5877384" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Supervised Machine Learning Applied to Wearable Sensor Data Can Accurately Classify Functional Fitness Exercises Within a Continuous Workout

Ezio Preatoni, Stefano Nodari, Nicola Francesco Lopomo
<span title="2020-07-07">2020</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tkuhrcyiufdxtkdmjqvay6f2ua" style="color: black;">Frontiers in Bioengineering and Biotechnology</a> </i> &nbsp;
Observing, classifying and assessing human movements is important in many applied fields, including human-computer interface, clinical assessment, activity monitoring and sports performance.  ...  Classification performance was assessed from both the training dataset (k-fold cross-validation), and a test dataset (leave-one-subject-out validation).  ...  Observing, classifying and assessing human movements is important in many applied fields, including human-computer interface, clinical assessment, activity monitoring and sports performance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fbioe.2020.00664">doi:10.3389/fbioe.2020.00664</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32733863">pmid:32733863</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7358600/">pmcid:PMC7358600</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hpbnkosbybasjhis5hzmh7k4ta">fatcat:hpbnkosbybasjhis5hzmh7k4ta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200729063327/https://fjfsdata01prod.blob.core.windows.net/articles/files/527814/pubmed-zip/.versions/1/.package-entries/fbioe-08-00664/fbioe-08-00664.pdf?sv=2015-12-11&amp;sr=b&amp;sig=Xn1ssIp4d9D7%2BtyRlxebEpM6IZVK7n8C662ku90O9x4%3D&amp;se=2020-07-29T06%3A33%3A56Z&amp;sp=r&amp;rscd=attachment%3B%20filename%2A%3DUTF-8%27%27fbioe-08-00664.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/51/f8/51f85449592afe26da02428a5fee74c2a34dee9b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fbioe.2020.00664"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> frontiersin.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7358600" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Innovative Use of Wrist-Worn Wearable Devices in the Sports Domain: A Systematic Review

Juan M. Santos-Gago, Mateo Ramos-Merino, Sonia Vallarades-Rodriguez, Luis M. Álvarez-Sabucedo, Manuel J. Fernández-Iglesias, Jose L. García-Soidán
<span title="2019-11-01">2019</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikdpfme5h5egvnwtvvtjrnntyy" style="color: black;">Electronics</a> </i> &nbsp;
Those works that were limited to evaluating sensor performance in sports activities and those in which wrist wearable devices did not play a significant role were excluded. 26 articles were eventually  ...  Wrist wearables are becoming more and more popular, and its use is widespread in sports, both professional and amateur. However, at present, they do not seem to exploit all their potential.  ...  A wearable based on an inertial sensor network, and a recognition algorithm are used.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics8111257">doi:10.3390/electronics8111257</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/szwdee3sz5ax7oqrnbq6up4d5a">fatcat:szwdee3sz5ax7oqrnbq6up4d5a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200212144621/https://res.mdpi.com/d_attachment/electronics/electronics-08-01257/article_deploy/electronics-08-01257-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/03/e5/03e50865ebbbdc9ec194c73a38a7d52d2128ee35.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/electronics8111257"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Inertial Sensors for Performance Analysis in Combat Sports: A Systematic Review

Matthew Worsey, Hugo Espinosa, Jonathan Shepherd, David Thiel
<span title="2019-01-21">2019</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/uovxckumvjdsjgjwwqt4wd55lm" style="color: black;">Sports</a> </i> &nbsp;
The integration of technology into training and competition sport settings is becoming more commonplace. Inertial sensors are one technology being used for performance monitoring.  ...  This review summarises a framework of best practice for selecting and implementing inertial sensor technology for evaluating combat sport performance.  ...  [19] looked to assess the performance of inertial sensors for fatigue detection in boxers during intensive training.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/sports7010028">doi:10.3390/sports7010028</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/30669590">pmid:30669590</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6359075/">pmcid:PMC6359075</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ftgizdlwznbwvmus7vcupotxna">fatcat:ftgizdlwznbwvmus7vcupotxna</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200505104355/https://research-repository.griffith.edu.au/bitstream/handle/10072/382457/WorseyPUB7303.pdf;jsessionid=55FD33857436EA5CAFB009CB1C18F076?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/fa/d7/fad7d352e1d93d36f17f422fc78d2c5266601535.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/sports7010028"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6359075" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

A Systematic Literature Review of Intelligent Data Analysis Methods for Smart Sport Training

Alen Rajšp, Iztok Fister Fister
<span title="2020-04-26">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
What was once simply training is now a combination of smart IoT sensors, cameras, algorithms, and systems just to achieve a new peak: The optimum one.  ...  Sport domains in which SST is already used are presented, and phases of training are identified, together with the maturity of SST methods.  ...  The research was focused largely around the use of inertial movement unit sensors in a lot of studies [110] [111] [112] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10093013">doi:10.3390/app10093013</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mjdbbec6orb6rlk2zbgmzqjcfa">fatcat:mjdbbec6orb6rlk2zbgmzqjcfa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200502134426/https://res.mdpi.com/d_attachment/applsci/applsci-10-03013/article_deploy/applsci-10-03013-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3c/68/3c685f241b2fd15d8896e5ce4d48a6e3445e721b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10093013"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Wearable Automatic Feedback Devices for Physical Activities

Daniel Spelmezan, Adalbert Schanowski, Jan Borchers
<span title="">2009</span> <i title="ICST"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hdtexni3n5gtbhjgnktdwprk5y" style="color: black;">Proceedings of the 4th International ICST Conference on Body Area Networks</a> </i> &nbsp;
With this work we want to illustrate new ways to assist students during sports training and to enhance their learning experience.  ...  As an example, we present the design of a wearable system intended for snowboard training on the slope.  ...  SUMMARY AND CONCLUSIONS We presented our work on wearable automatic feedback devices for assisting people during daily physical activities and for supporting instructors and students during sports training  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.bodynets2009.6095">doi:10.4108/icst.bodynets2009.6095</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/bodynets/SpelmezanSB09.html">dblp:conf/bodynets/SpelmezanSB09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5skirssgazggpkcjnqheltaqci">fatcat:5skirssgazggpkcjnqheltaqci</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171127162418/https://core.ac.uk/download/pdf/36489697.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7a/99/7a9999aebd550e2c094c8a3a8d30700e2c92b1a0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.bodynets2009.6095"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Review of Wearable Devices and Data Collection Considerations for Connected Health

Vini Vijayan, James Connolly, Joan Condell, Nigel McKelvey, Philip Gardiner
<span title="2021-08-19">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
The volume of data collected by wearable sensors during long-term assessment of ambulatory movement can become immense in tuple size.  ...  Wearable sensors can be used to detect and quantify specific movements in different applications.  ...  A patient may be required to wear IMU sensors for longer than 24 h in any assessment session during an ambulatory monitoring scenario.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21165589">doi:10.3390/s21165589</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34451032">pmid:34451032</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8402237/">pmcid:PMC8402237</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qubolay6wjb35orvkwtunwz7e4">fatcat:qubolay6wjb35orvkwtunwz7e4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211004223023/https://mdpi-res.com/d_attachment/sensors/sensors-21-05589/article_deploy/sensors-21-05589-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e6/cd/e6cd6f040c2d222041bb49f6db9e6178d7b10827.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s21165589"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8402237" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

exIMUs: An Experimental Inertial Measurement Unit for Shock and Impact Detection in Sport Applications [chapter]

Ivan Minakov, Roberto Passerone
<span title="">2016</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jajl7qtqc5cy7oavratsldrv2y" style="color: black;">Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering</a> </i> &nbsp;
The presented system is a small cordless wearable device intended to track athletes physical activity during intensive workout sessions.  ...  Tracking of the sport specific irregular and fast movements is another important aspect addressed in the presented experimental system.  ...  [14] propose a framework for automatic classification of sporting activities using the embedded accelerometer found in modern smartphones.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-47075-7_28">doi:10.1007/978-3-319-47075-7_28</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5ejcwp5bk5e45g4krwqb7ttiy4">fatcat:5ejcwp5bk5e45g4krwqb7ttiy4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190219061002/http://pdfs.semanticscholar.org/160f/c766306c96174d775040a058f6f1321337e8.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/16/0f/160fc766306c96174d775040a058f6f1321337e8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-47075-7_28"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Personalized Exercise Trainer for Elderly

Daniel Steffen, Gabriele Bleser, Markus Weber, Didier Stricker, Laetitia Fradet, Frederic Marin
<span title="">2011</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mk5b4di3o5axvglwwcviyzii2i" style="color: black;">Proceedings of the 5th International ICST Conference on Pervasive Computing Technologies for Healthcare</a> </i> &nbsp;
The system guides a user at home through a personalized exercise program. Using a network of wearable sensors the user's motions are captured.  ...  Regular and moderate physical activity practice provides many physiological benefits. It reduces the risk of disease outcomes and is the basis for proper rehabilitation after a severe disease.  ...  The authors would like to thank the project partners and the EU and national funding authorities for the financial support. For more information, please visit the website http://www.pamap. org.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.pervasivehealth.2011.245937">doi:10.4108/icst.pervasivehealth.2011.245937</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ph/SteffenBWSFM11.html">dblp:conf/ph/SteffenBWSFM11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fa3ghvekjvgizdqpx4nsaaw25u">fatcat:fa3ghvekjvgizdqpx4nsaaw25u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180718220337/https://hal-univ-rennes1.archives-ouvertes.fr/hal-00934916/file/A_personalized_exercise-accepted.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ae/4d/ae4d8f0e32c7e83eafc0e1d509ec7b66be058edf.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4108/icst.pervasivehealth.2011.245937"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Data Fusion in Ubiquitous Sports Training: Methodology and Application

Krzysztof Brzostowski, Piotr Szwach
<span title="2018-06-20">2018</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6o4hgxplrbehxg4t53ub7zmfha" style="color: black;">Wireless Communications and Mobile Computing</a> </i> &nbsp;
We present a data fusion-based methodology for supporting the sports training. Training sessions are planned by coach on the basis of the analyzed data obtained during each training session.  ...  Our results demonstrate that data fusion-based approach can be used effectively to analyze athlete's activities during the training.  ...  The modern wearable sensors can capture motion-related parameters, useful for supporting athletes' sports activities.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2018/8180296">doi:10.1155/2018/8180296</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/32qwknrnirclrh3axbukatzumu">fatcat:32qwknrnirclrh3axbukatzumu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190503011234/http://downloads.hindawi.com/journals/wcmc/2018/8180296.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d7/0a/d70ab8d0a598aa2def3a4ab0c51509b65404cba6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2018/8180296"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Automatically detecting asymmetric running using time and frequency domain features

Edmond Mitchell, Amin Ahmadi, Noel E. O'Connor, Chris Richter, Evan Farrell, Jennifer Kavanagh, Kieran Moran
<span title="">2015</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cpz45fh55renximzow6wama4ee" style="color: black;">2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN)</a> </i> &nbsp;
In this paper, we present a novel wearable inertial sensor framework to accurately distinguish between symmetrical and asymmetrical running patterns in an unconstrained environment.  ...  The accuracy of the designed framework is up to 94% using 3-D accelerometer and 3-D gyroscope data from a sensor node attached on the upper back of a subject.  ...  environment and providing real-time feedback on performance during training sessions [14] [15] [16] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/bsn.2015.7299404">doi:10.1109/bsn.2015.7299404</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/bsn/MitchellAORFKM15.html">dblp:conf/bsn/MitchellAORFKM15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bexqjcg2szfxfhyk36ddqzgbiu">fatcat:bexqjcg2szfxfhyk36ddqzgbiu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808084559/http://doras.dcu.ie/20576/1/Automatically_Detecting_Asymmetric_Running_using_Time_and_Frequency_Domain_Features.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/33/0b/330b190dd19137185a7b661137b42d24ff775db2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/bsn.2015.7299404"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>
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