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Human Fall Detection using Accelerometer and Gyroscope Sensors in Unconstrained Smartphone Positions

<span title="2019-09-30">2019</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sfifsouvjgadp4gfj54u3z2ku" style="color: black;">International journal of recent technology and engineering</a> </i> &nbsp;
This study explored several methods for detecting body falls based on the data captured by the sensors (accelerometer and gyroscope) built in a smartphone carried by a person.  ...  In addition, unfixed smartphone positioning made human body falls harder to detect and can lead to high rate of misclassification (not detected as fall).  ...  Sometimes accelerometer sensor is not sufficient for fall detection.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.c3877.098319">doi:10.35940/ijrte.c3877.098319</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kd67wpgmyzctlbdv2izm2jvxla">fatcat:kd67wpgmyzctlbdv2izm2jvxla</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200212002224/https://www.ijrte.org/wp-content/uploads/papers/v8i3/C3877098319.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/4d/30/4d304873767156ab732992f3f153359166592ca1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.c3877.098319"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Review on Fall Detection Systems Using Data from Smartphone Sensors

Md Islam, Nieb Neom, Md Imtiaz, Sheikh Nooruddin, Md Islam, Md Islam
<span title="2019-12-31">2019</span> <i title="International Information and Engineering Technology Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/quh3djrbmrd7pnzo2z2z6e5cpa" style="color: black;">Ingénierie des Systèmes d&#39;Information</a> </i> &nbsp;
We also present the taxonomy based on systematic comparisons of existing studies for smartphone-based fall detection solutions.  ...  The smartphone-based fall detection systems use various built-in sensors of smartphones mostly Tri-axial accelerometer, magnetometer, gyroscope, and camera.  ...  It was found that the smartphone accelerometers were versatile enough for detecting fall and ADL motions. Vogt et al. [20] used smartphone accelerometers to accurately characterize free fall time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18280/isi.240602">doi:10.18280/isi.240602</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zroxsfi7xnau3ksoqnfwil6whu">fatcat:zroxsfi7xnau3ksoqnfwil6whu</a> </span>
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Fibrillation Detection using Accelerometer and Gyroscope of a Smartphone

Arun Pranav K. R, Elavarasan C
<span title="2018-04-30">2018</span> <i title="South Asia Management Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oarwpnpqjjfbbkyptszxdp4ch4" style="color: black;">International Journal of Trend in Scientific Research and Development</a> </i> &nbsp;
Using the smartphone as an answer for the identification of Atrial Fibrillation (AFib), which uses the built-in accelerometer and gyroscope sensors (Inertial Measurement Unit, IMU) of the smartphone for  ...  detection?  ...  Wearable Detection Methods Bagale.et al [4] , presented an algorithms which is based on accelerometer, of fall detection on fall of real-world.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.31142/ijtsrd11074">doi:10.31142/ijtsrd11074</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4tbx2pph4zczbcgy7fmau4ozla">fatcat:4tbx2pph4zczbcgy7fmau4ozla</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200305112815/https://www.ijtsrd.com/papers/ijtsrd11074.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/b7/c9/b7c92e1194a01b61c1d35bdb04a89b87b5dc97ef.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.31142/ijtsrd11074"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Ans-Assist: Robust Human Fall Detection for Unconstraint Smartphone Positions using Modified Long Short-Term Memory Cell

<span title="2019-11-30">2019</span> <i title="Blue Eyes Intelligence Engineering and Sciences Engineering and Sciences Publication - BEIESP"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3sfifsouvjgadp4gfj54u3z2ku" style="color: black;">International journal of recent technology and engineering</a> </i> &nbsp;
Smartphone is one of the best candidate devices for detecting fall because accelerometer and gyroscope sensors embedded in it respond based on human movements.  ...  This research explored the model for unconstraint human fall detection by using the sensors embedded in smartphone for carried/wearable- sensor-based method.  ...  Ans-Assist: human fall detection model for unconstraint smartphone positions using LSTM based on modified cells The data of accelerometer and gyroscope sensors are presented in time-series data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.d8011.118419">doi:10.35940/ijrte.d8011.118419</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rmy7dsci2nc4xdr24zd7j2au3y">fatcat:rmy7dsci2nc4xdr24zd7j2au3y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191220011733/https://www.ijrte.org/wp-content/uploads/papers/v8i4/D8011118419.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/e5/df/e5df3c4ff614ecb7e9c6b4e3dacb30ee235d7fff.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.35940/ijrte.d8011.118419"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Comparison and Characterization of Android-Based Fall Detection Systems

Rafael Luque, Eduardo Casilari, María-José Morón, Gema Redondo
<span title="2014-10-08">2014</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Smartphones are being increasingly proposed as wearable, cost-effective and not-intrusive systems for fall detection.  ...  of the inertial data registered by the accelerometer of the smartphone.  ...  Most works in the literature about smartphone-based fall detection architectures base the identification of fall patterns on the analysis of the data reported by the built-in smartphone accelerometer (  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s141018543">doi:10.3390/s141018543</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/25299953">pmid:25299953</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC4239945/">pmcid:PMC4239945</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mz7gmyh5kndzvpstlxegbhgzxe">fatcat:mz7gmyh5kndzvpstlxegbhgzxe</a> </span>
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The Emerging Wearable Solutions in mHealth [chapter]

Fang Zhao, Meng Li, Joe Z. Tsien
<span title="2016-08-31">2016</span> <i title="InTech"> Mobile Health Technologies - Theories and Applications </i> &nbsp;
This chapter reviews recent progress in the field of wearable technologies with a focus on key solutions for fall detection and prevention, Parkinson's disease assessment and cardiac disease, blood pressure  ...  In particular, the smartphone-based systems, without any external wearables, are summarized and discussed.  ...  The first smartphone-based fall detection app iFall [23] utilized an integrated accelerometer to recognize the difference in position before and after the fall.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/63557">doi:10.5772/63557</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/74i6abxp7rarfg6wj7qjgaozmi">fatcat:74i6abxp7rarfg6wj7qjgaozmi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190502051835/https://cdn.intechopen.com/pdfs/50989.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/51/75/5175a39b971dcd8394e588ab15658942661c69ad.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5772/63557"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Falls as anomalies? An experimental evaluation using smartphone accelerometer data [article]

Daniela Micucci, Marco Mobilio, Paolo Napoletano, Francesco Tisato
<span title="2015-10-30">2015</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
For this reason, in the last years several fall detection methods have been experimented on smartphone accelerometer data.  ...  Thanks to the fact that most of the smartphones embed accelerometers and powerful processing unit, they are good candidates both as data acquisition devices and as platforms to host fall detection systems  ...  Acknowledgements We would like to thank the Reviewers for their valuable comments and suggestions that allowed us to improve the paper. References  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1507.01206v2">arXiv:1507.01206v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zjzyd4h5jjdgnmh4pisydrofd4">fatcat:zjzyd4h5jjdgnmh4pisydrofd4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200925104621/https://arxiv.org/pdf/1507.01206v2.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/1d/a2/1da25cb37858035967ef22189fea46815cc78eee.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1507.01206v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Smartphone-Based Solutions for Fall Detection and Prevention: Challenges and Open Issues

Mohammad Habib, Mas Mohktar, Shahrul Kamaruzzaman, Kheng Lim, Tan Pin, Fatimah Ibrahim
<span title="2014-04-22">2014</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
This paper presents a state-of-the-art survey of smartphone (SP)-based solutions for fall detection and prevention.  ...  Thus in this paper, we present the taxonomy for SP-based fall detection and prevention solutions and systematic comparisons of existing studies.  ...  Smartphones with Other Assistive Devices for Fall Prevention Smartphone-based fall prevention is comparatively less explored with respect to SP-based fall detection.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s140407181">doi:10.3390/s140407181</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24759116">pmid:24759116</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC4029687/">pmcid:PMC4029687</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dzzsejarsbf7pcnunn5lyywyri">fatcat:dzzsejarsbf7pcnunn5lyywyri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812160535/https://umexpert.um.edu.my/file/publication/00006585_108306.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/fa/d1/fad1a6c75a7042ca498c4113e4dfd133c51f69f3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s140407181"> <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/PMC4029687" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Multi-Sensor Fall Detection for Smartphones

Chiara Bicchielli
<span title="2021-03-23">2021</span> <i title="Biomedical Research Network, LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7skyhy7ghvel3niw4nxm3qyija" style="color: black;">Biomedical Journal of Scientific &amp; Technical Research</a> </i> &nbsp;
This paper proposes a fall detection methodology and a mobile application built on sensors available on smartphones, such as accelerometer, gyroscope, proximity sensor, microphone and GPS.  ...  Ambient sensors used for fall detection mainly include floor sensors, microphones, infrared sensors, cameras and microwave motion detectors.  ...  There are two approaches to elaborate data gathered from the wearable/smartphone sensors for fall detection: threshold-based systems and machine learning-based systems [30, 31] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.26717/bjstr.2021.34.005588">doi:10.26717/bjstr.2021.34.005588</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4ki25sb7qfgx3hv27wysxbtzfq">fatcat:4ki25sb7qfgx3hv27wysxbtzfq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210604115742/https://biomedres.us/pdfs/BJSTR.MS.ID.005588.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/76/56/76568756b0b4c73adda2550dcec38879f81e4046.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.26717/bjstr.2021.34.005588"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

iBump: Smartphone application to detect car accidents

Fadi Aloul, Imran Zualkernan, Ruba Abu-Salma, Humaid Al-Ali, May Al-Merri
<span title="">2014</span> <i title="IEEE"> 2014 International Conference on Industrial Automation, Information and Communications Technology </i> &nbsp;
This paper presents the development of a system that uses smartphones to automatically detect and report car accidents in a timely manner.  ...  While accidents are sometimes unavoidable, studies show that the long response time required for emergency responders to arrive is a primary reason behind increased fatalities in serious accidents.  ...  Acknowledgments The authors would like to thank Rona Kanbar, Sarah Al-Otaibi, and Farah Al-Haddad for their help in collecting data and in implementation and testing activities.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iaict.2014.6922107">doi:10.1109/iaict.2014.6922107</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ahmkngef3vb3nkoarkbvg7zhfi">fatcat:ahmkngef3vb3nkoarkbvg7zhfi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812114126/http://www.aloul.net/Papers/faloul_jcee15.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/92/ab/92abdc29910cf31aba58eeb8796f9954c1a33627.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iaict.2014.6922107"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

iBump: Smartphone application to detect car accidents

Fadi Aloul, Imran Zualkernan, Ruba Abu-Salma, Humaid Al-Ali, May Al-Merri
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fj5ycmjsdvfz7njycwowhlfiwq" style="color: black;">Computers &amp; electrical engineering</a> </i> &nbsp;
This paper presents the development of a system that uses smartphones to automatically detect and report car accidents in a timely manner.  ...  While accidents are sometimes unavoidable, studies show that the long response time required for emergency responders to arrive is a primary reason behind increased fatalities in serious accidents.  ...  Acknowledgments The authors would like to thank Rona Kanbar, Sarah Al-Otaibi, and Farah Al-Haddad for their help in collecting data and in implementation and testing activities.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.compeleceng.2015.03.003">doi:10.1016/j.compeleceng.2015.03.003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/esob75tz5nf7pfghqh6xz6d55m">fatcat:esob75tz5nf7pfghqh6xz6d55m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812114126/http://www.aloul.net/Papers/faloul_jcee15.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/92/ab/92abdc29910cf31aba58eeb8796f9954c1a33627.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.compeleceng.2015.03.003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Analysis of Fall Detection Systems: A Review

Nikita Vidua, Prof. Avinash Sharma
<span title="2019-12-05">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Challenges, issues and trends in fall detection have been identified after the reviewing work.  ...  It aims to serve as a reference for both clinicians and biomedical engineers planning or conducting field investigations.  ...  [17] illustrated Smartphone with GPS function which is based on 3-axis accelerometer sensor to detect falls. Andò et al.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3604702">doi:10.5281/zenodo.3604702</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tscktr2dergz7fuy2rmbw2e6ra">fatcat:tscktr2dergz7fuy2rmbw2e6ra</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200207222926/https://zenodo.org/record/3604703/files/24%20Analysis%20of%20Fall%20Detection%20Systems%20A%20Review.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/ee/0f/ee0f9227001c51863358ccbdabe811f12a1b7dfa.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3604702"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Fall detection on the road

Felix Busching, Henning Post, Matthias Gietzelt, Lars Wolf
<span title="">2013</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5fqq26jtjvhqvfjglucmiygvfe" style="color: black;">2013 IEEE 15th International Conference on e-Health Networking, Applications and Services (Healthcom 2013)</a> </i> &nbsp;
While for an automatic and autonomous indoor fall detection an enormous amount of different sensors is conceivable, for an outdoor fall detection only wearable sensors are applicable.  ...  In this paper we first estimate the suitability of several systems for an outdoor fall detection. Then, we propose a system for a mobile and stationary fall detection and alerting system.  ...  ACKNOWLEDGMENT The Lower Saxony research network "Design of Environments for Ageing" acknowledges the support of the Lower Saxony Ministry of Science and Culture through the "Niedersächsisches Vorab" grant  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/healthcom.2013.6720716">doi:10.1109/healthcom.2013.6720716</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/healthcom/BuschingPGW13.html">dblp:conf/healthcom/BuschingPGW13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6us6iahabvhs7fn4yeycqa7wdu">fatcat:6us6iahabvhs7fn4yeycqa7wdu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20140810111447/http://www.ibr.cs.tu-bs.de/papers/buesching-healthcom2013.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/be/4b/be4baddc269096cd061880e7837d0ac3be2e08a5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/healthcom.2013.6720716"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Falling-Incident Detection and Alarm by Smartphone with Multimedia Messaging Service (MMS)

Yi He, Ye Li, Chuan Yin
<span title="">2012</span> <i title="Scientific Research Publishing, Inc,"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kzox7hhahredhp4gsqacpu7gxe" style="color: black;">E-Health Telecommunication Systems and Networks</a> </i> &nbsp;
The built-in tri-accelerometer was utilized to collect the information of body motion. At the same time, the smartphone is able to classify the data for activity recognition.  ...  This paper presents a system with real-time classification of human movements based on smartphone mounted on the waist.  ...  Conclusions The falling-incident detection system based on the data acquired from a waist-mounted smartphone was developed for use in a real-time environment.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4236/etsn.2012.11001">doi:10.4236/etsn.2012.11001</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/aw4bokocqncmhkqlidqwgfbb6q">fatcat:aw4bokocqncmhkqlidqwgfbb6q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20140810220538/http://www.scirp.org/journal/PaperDownload.aspx?paperID=18069" 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/55/dd/55dd260aa62f55c393678717c9af5cf0a4c7170a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4236/etsn.2012.11001"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Survey on Fall Detection System CNN based Fall Detection and Health Monitoring System using IOT

Mrs. A. Geetha
<span title="2020-04-30">2020</span> <i title="International Journal for Research in Applied Science and Engineering Technology (IJRASET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hsp44774azcezeyiq4kuzpfh5a" style="color: black;">International Journal for Research in Applied Science and Engineering Technology</a> </i> &nbsp;
There are some systems exist for detecting the falls of the elderly people. These ambient sensors involve video-based methods for fall detection using rule based and machine learning based methods.  ...  Once the fall is detected the information will be sent to the family members and neighbours.  ...  accelerometer present in smartphone.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22214/ijraset.2020.4062">doi:10.22214/ijraset.2020.4062</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bs37ziumsza6pef7uralw3uhx4">fatcat:bs37ziumsza6pef7uralw3uhx4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200502225801/http://ijraset.com/fileserve.php?FID=27470" 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] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22214/ijraset.2020.4062"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>
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