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1-D Local Binary Patterns For Onset Detection Of Myoelectric Signals

Navin Chatlani, Heba Lakany, Paul McCool, Radhika Menon, Lykourgos Petropoulakis, J.J. Soraghan
<span title="2012-08-27">2012</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Publication in the conference proceedings of EUSIPCO, Bucharest, Romania, 2012  ...  The authors also thank Professor Bernard A Conway, Department of Bioengineering, University of Strathclyde for his valuable input.  ...  The authors would like to thank Touch Bionics for providing the sEMG sensors.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.52332">doi:10.5281/zenodo.52332</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7cj67ree2ndzdfv7mkulzamhvq">fatcat:7cj67ree2ndzdfv7mkulzamhvq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201227104743/https://zenodo.org/record/52332/files/1569581907.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/3e/89/3e8984ba720a704d377e48825a18cb75a8d5f5f4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.52332"> <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>

Lower Arm Electromyography (EMG) Activity Detection Using Local Binary Patterns

Paul McCool, Navin Chatlani, Lykourgos Petropoulakis, John J. Soraghan, Radhika Menon, Heba Lakany
<span title="">2014</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kujklva47vealdwew7xiv34ble" style="color: black;">IEEE transactions on neural systems and rehabilitation engineering</a> </i> &nbsp;
Abstract-This paper presents a new Electromyography Activity Detection technique in which one-dimensional Local Binary Pattern histograms are used to distinguish between periods of activity and inactivity  ...  2014) Lower arm electromyography (EMG) activity detection using local binary patterns. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 22 (5).  ...  ACKNOWLEDGMENT The authors would like to thank Touch EMAS for providing the sEMG sensors to record Data Set 1.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnsre.2014.2320362">doi:10.1109/tnsre.2014.2320362</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24802139">pmid:24802139</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2nsdz3kjmffebcz5r4tornklrm">fatcat:2nsdz3kjmffebcz5r4tornklrm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170930103000/https://core.ac.uk/download/pdf/29181520.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/b3/f2/b3f2a4760311902ed36423dd00e334cfe122680b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnsre.2014.2320362"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Myoelectric control systems—A survey

Mohammadreza Asghari Oskoei, Huosheng Hu
<span title="">2007</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jk3pblxy6rgufncpryy2osctie" style="color: black;">Biomedical Signal Processing and Control</a> </i> &nbsp;
Myoelectric control is an advanced technique concerned with the detection, processing, classification, and application of myoelectric signals to control human-assisting robots or rehabilitation devices  ...  This paper reviews recent research and development in pattern recognition-and non-pattern recognition-based myoelectric control, and presents state-of-the-art achievements in terms of their type, structure  ...  Fuzzy ARTMAP is an extension that can be applied for supervised classification of binary and analogue patterns.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.bspc.2007.07.009">doi:10.1016/j.bspc.2007.07.009</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/njsfxw7ykvcsdnaetq2k2ddh7e">fatcat:njsfxw7ykvcsdnaetq2k2ddh7e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20111105222513/http://dces.essex.ac.uk/staff/hhu/Papers/Journal_BSPC2007.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/4e/b7/4eb74e8ab4621bf8c57506c6bdab74f30c88101f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.bspc.2007.07.009"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Customized Interactive Robotic Treatment for Stroke: EMG-Triggered Therapy

L. Dipietro, M. Ferraro, J.J. Palazzolo, H.I. Krebs, B.T. Volpe, N. Hogan
<span title="">2005</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kujklva47vealdwew7xiv34ble" style="color: black;">IEEE transactions on neural systems and rehabilitation engineering</a> </i> &nbsp;
The onset of a patient's attempt to move is detected by monitoring EMG in selected muscles, whereupon the robot assists her or him to perform point-to-point movements in a horizontal plane.  ...  A system for electromyographic (EMG) triggering of robot-assisted therapy (dubbed the EMG game) for stroke patients is presented.  ...  Equations (2)-(5) implement a single-threshold detector: for each channel d, the onset was detected when EMG d exceeded T d (calculated as the mean A d plus α d times the standard deviation S d of EMG  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnsre.2005.850423">doi:10.1109/tnsre.2005.850423</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/16200756">pmid:16200756</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC2752646/">pmcid:PMC2752646</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zgejoddvljee5f5fsfqqisz6ui">fatcat:zgejoddvljee5f5fsfqqisz6ui</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200208214351/http://europepmc.org/backend/ptpmcrender.fcgi?accid=PMC2752646&amp;blobtype=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/5d/25/5d25ac6e4b1851fd4cbd8cee467a2f891a42d00d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tnsre.2005.850423"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2752646" 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 hybrid BMI-based exoskeleton for paresis: EMG control for assisting arm movements

Toshihiro Kawase, Takeshi Sakurada, Yasuharu Koike, Kenji Kansaku
<span title="2017-01-09">2017</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tpqlgxji7rezlnmgkbv4hfla3a" style="color: black;">Journal of Neural Engineering</a> </i> &nbsp;
Detecting and refining patterns in muscle activations robust to the high variance and transient changes associated with surface electromyography is essential for efficient, userfriendly control.  ...  of myoelectric interfaces.  ...  However, amplitude cancellation has little effect on onset detection, often preserving muscle activation timing and shape of sEMG patterns to cause minimal impact on detected synergies (see section 3.2  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1741-2552/aa525f">doi:10.1088/1741-2552/aa525f</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28068293">pmid:28068293</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/p6wtketyefgszlrnfahlkjxoaa">fatcat:p6wtketyefgszlrnfahlkjxoaa</a> </span>
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Current Trends and Confounding Factors in Myoelectric Control: Limb Position and Contraction Intensity

Evan Campbell, Angkoon Phinyomark, Erik Scheme
<span title="2020-03-13">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
Current state-of-the-art trainingstrategies and robust algorithms for both effects were compiled and presented.  ...  the classification accuracy of such devices exceeds 90% in a controlled laboratory setting,myoelectric devices still face challenges in robustness to variability of daily living conditions.The intrinsic  ...  One Dimensional Second Order Derivative Local Binary Pattern for Hand Gestures Classification Using sEMG Signals.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20061613">doi:10.3390/s20061613</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32183215">pmid:32183215</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7146367/">pmcid:PMC7146367</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o3its6chbzdrnp24iwim26tcju">fatcat:o3its6chbzdrnp24iwim26tcju</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200320062216/https://res.mdpi.com/d_attachment/sensors/sensors-20-01613/article_deploy/sensors-20-01613.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/22/65/226504d4cb04e7290cd2320afda3aea24ca79ac7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s20061613"> <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/PMC7146367" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Myoelectric control with abstract decoders

Matthew Dyson, Jessica Barnes, Kianoush Nazarpour
<span title="2018-07-02">2018</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tpqlgxji7rezlnmgkbv4hfla3a" style="color: black;">Journal of Neural Engineering</a> </i> &nbsp;
Our results support the use of motor learning based techniques for upper-limb myoelectric control and strongly argues for their utility in control of partial-hand prostheses.  ...  We provide evidence of myoelectric control skill acquisition and offer a formal definition for abstract decoding in the context of prosthetic control.  ...  Acknowledgments The authors thank Prof Kevin Englehart of the University of New Brunswick for many helpful comments on an earlier version of this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1741-2552/aacbfe">doi:10.1088/1741-2552/aacbfe</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/29893720">pmid:29893720</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3yrmc4dqynbzvep2sr6io4jqei">fatcat:3yrmc4dqynbzvep2sr6io4jqei</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190503005330/https://iopscience.iop.org/article/10.1088/1741-2552/aacbfe/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/d6/27/d627f9f777b330ceccd170002fa9c10e1c41b704.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1741-2552/aacbfe"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> iop.org </button> </a>

Stable myoelectric control of a hand prosthesis using non-linear incremental learning

Arjan Gijsberts, Rashida Bohra, David Sierra González, Alexander Werner, Markus Nowak, Barbara Caputo, Maximo A. Roa, Claudio Castellini
<span title="">2014</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/el4ui6zhlfcjjbeubbsd7m4x6i" style="color: black;">Frontiers in Neurorobotics</a> </i> &nbsp;
and grouped in grasping patterns.  ...  Machine learning techniques may have the potential to remove these limitations, but their performance is thus far inadequate: myoelectric signals change over time under the influence of various factors  ...  Swiss National Science Foundation Sinergia project #132700 NinaPro (Non-Invasive Adaptive Hand Prosthetics), by the FP7 project The Hand Embodied (FP7-248587) and by the Initiative and Networking Fund of  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fnbot.2014.00008">doi:10.3389/fnbot.2014.00008</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24616697">pmid:24616697</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3935121/">pmcid:PMC3935121</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7dhwki4e4zdxfn6wkykx2it4z4">fatcat:7dhwki4e4zdxfn6wkykx2it4z4</a> </span>
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Semisupervised definition of hippocampal ripples [article]

Yusuke Watanabe, Mami Okada, Yuji Ikegaya
<span title="2020-10-25">2020</span> <i title="Cold Spring Harbor Laboratory"> bioRxiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Finally, our model establishes an appropriate threshold for the ripple magnitude in the case of the conventional detection of ripples.  ...  Leave-one-animal-out cross-validation estimated the area under the precision-recall curve for ripple detection to be 0.72.  ...  The duration [ms] was defined as follows: d(i) = (i) − (i) (9) where d(i) is the duration [ms] of the i-th ripple candidate and ( ) and ( ) are the offset [ms] and onset [ms] of the i-th ripple candidate  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2020.10.23.353102">doi:10.1101/2020.10.23.353102</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mduzs7kxobaxfondwmo7fq7ul4">fatcat:mduzs7kxobaxfondwmo7fq7ul4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201210190720/https://www.biorxiv.org/content/biorxiv/early/2020/10/25/2020.10.23.353102.full.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/07/68/0768b7243f317de03a664cef8dfa9d00213107d6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2020.10.23.353102"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> biorxiv.org </button> </a>

Techniques of EMG signal analysis: detection, processing, classification and applications

M. B. I. Reaz, M. S. Hussain, F. Mohd-Yasin
<span title="">2006</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6pwsxbmqwnai3dfzdujm7e3zqm" style="color: black;">Biological Procedures Online</a> </i> &nbsp;
EMG signals acquired from muscles require advanced methods for detection, decomposition, processing, and classification.  ...  The purpose of this paper is to illustrate the various methodologies and algorithms for EMG signal analysis to provide efficient and effective ways of understanding the signal and its nature.  ...  Table 1 : 1 Comparison of 3 main EMG detection methods.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1251/bpo115">doi:10.1251/bpo115</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/16799694">pmid:16799694</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC1455479/">pmcid:PMC1455479</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/woy4erebbvegbowu7qt5x2qpye">fatcat:woy4erebbvegbowu7qt5x2qpye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20151010100421/http://files.matlabsite.com:80/docs/papers/springer/fuzzy-logic/10.1251_bpo115.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/2e/94/2e9469070ffdf4971c0ee073a3a96ef30f03e829.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1251/bpo115"> <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 target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1455479" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Fingerprint‐Enhanced Capacitive‐Piezoelectric Flexible Sensing Skin to Discriminate Static and Dynamic Tactile Stimuli

William Navaraj, Ravinder Dahiya
<span title="2019-09-20">2019</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/v5fv3lugcnfv3dogcyxzqhohqu" style="color: black;">Advanced Intelligent Systems</a> </i> &nbsp;
Inspired by the structure and functions of the human skin, a highly sensitive capacitive-piezoelectric flexible sensing skin with fingerprint-like patterns to detect and discriminate between spatiotemporal  ...  With the capability of performing a real-time binary naturalistic texture classification with a maximum accuracy of 99.45%, the presented bioinspired skin finds applications in robotics, prosthesis, wearable  ...  Acknowledgements This work was supported by EPSRC through Engineering Fellowship for Growth (EP/M002527/1 and EP/R029644/1). Conflict of Interest The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/aisy.201900051">doi:10.1002/aisy.201900051</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zzevaszxdzhahn47pjesmhsble">fatcat:zzevaszxdzhahn47pjesmhsble</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200307143721/http://eprints.gla.ac.uk/192793/7/192793.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/b0/34/b0343b7c30c07f3e2f933d9b007826756ceef337.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/aisy.201900051"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> wiley.com </button> </a>

On the challenge of classifying 52 hand movements from surface electromyography

I. Kuzborskij, A. Gijsberts, B. Caputo
<span title="">2012</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/i3wdcpisqrhohjypmlikfya2la" style="color: black;">2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society</a> </i> &nbsp;
The level of dexterity of myoelectric hand prostheses depends to large extent on the feature representation and subsequent classification of surface electromyography signals.  ...  This work presents a comparison of various feature extraction and classification methods on a large-scale surface electromyography database containing 52 different hand movements obtained from 27 subjects  ...  Similar to the onset detection approach by Staude [24] , we remove irrelevant autoregressive components by whitening the signals using a multivariate VAR(p) model [25] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/embc.2012.6347099">doi:10.1109/embc.2012.6347099</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/23367034">pmid:23367034</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/embc/KuzborskijGC12.html">dblp:conf/embc/KuzborskijGC12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/v7kwyvwytrejnefnrdsblw7jqq">fatcat:v7kwyvwytrejnefnrdsblw7jqq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170817053532/https://infoscience.epfl.ch/record/192486/files/Kuzborskij_EMBC_2012.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/05/4d/054d0039b18c3d1f53af7b7622a713cd2be5bb15.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/embc.2012.6347099"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Surface EMG signal segmentation based on HMM modelling: Application on Parkinson's disease

Hichem Bengacemi, Abdenour Hacine Gharbi, Philippe Ravier, Karim Abed-Meraim, Olivier Buttelli
<span title="2021-07-22">2021</span> <i title="Ecole Nationale Polytechnique"> ENP Engineering Science Journal </i> &nbsp;
This paper proposes a new frame work for detecting the onset (start) / offset (end) of burst EMG activity by segmenting the EMG signal in regions of muscle activity (AC) and non activity (NAC) using Discrete  ...  The objective of this work is to design an efficient segmentation system of EMG signals recorded from Parkinsonian group and control group (healthy).  ...  ACKNOWLEDGMENTS The present paper used collected data from the French national project ECOTECH supported by the French National Agency for research under the contract No. ANR-12-TECS-0020.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.53907/enpesj.v1i1.27">doi:10.53907/enpesj.v1i1.27</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wcfdlxaysfaifberq7xyleeyc4">fatcat:wcfdlxaysfaifberq7xyleeyc4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210922091033/https://enpesj.enp.edu.dz/index.php/enpesj/article/download/27/9" 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/a6/ec/a6ec800d03a321d2ea3f0ae2ee742612279a8707.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.53907/enpesj.v1i1.27"> <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>

EMG Wrist-hand Motion Recognition System for Real-time Embedded Platform

Sumit Raurale, John McAllister, Jesus Martinez del Rincon
<span title="">2019</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rc5jnc4ldvhs3dswicq5wk3vsq" style="color: black;">ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</a> </i> &nbsp;
detected with accuracy exceeding 99% - surpassing the state-of-the-art on record.  ...  Electromyography (EMG) signal analysis is a popular method for controlling prosthetic and gesture control equipment.  ...  In [7] an Ottobock acquisition system acquires EMG from two forearm muscles to classify three hand motions using one-dimensional Local Binary Pattern feature extraction.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icassp.2019.8683104">doi:10.1109/icassp.2019.8683104</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/icassp/RauraleMR19.html">dblp:conf/icassp/RauraleMR19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qslroidh5bazpoahi4wu6fpczy">fatcat:qslroidh5bazpoahi4wu6fpczy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200310095715/https://pureadmin.qub.ac.uk/ws/files/166439060/Sumit_Raurale_ICASSP_2019.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/6a/64/6a64b4a51b4dac48c0b0cc23bc8acd4c48afeec3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/icassp.2019.8683104"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Surface Electromyography Applied to Gait Analysis: How to Improve Its Impact in Clinics?

Valentina Agostini, Marco Ghislieri, Samanta Rosati, Gabriella Balestra, Marco Knaflitz
<span title="2020-09-04">2020</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4kchoxo3jrfubkck3y7nfncina" style="color: black;">Frontiers in Neurology</a> </i> &nbsp;
In clinical gait analysis, a number of techniques have been developed to obtain and interpret the muscle activation patterns of patients showing altered locomotion.  ...  The aim of this work is to analyze critically the key factors limiting the extensive use of these powerful techniques among clinicians.  ...  myoelectric signal detection (43) (44) (45) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fneur.2020.00994">doi:10.3389/fneur.2020.00994</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/33013656">pmid:33013656</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC7502709/">pmcid:PMC7502709</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7imxayuxvbearhaa3lsjqrcgbq">fatcat:7imxayuxvbearhaa3lsjqrcgbq</a> </span>
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