Abstract
The purpose of this study was to analyse the electromyogram (EMG) signal processing and its application to identify human swing phase of the gait cycle so to develop an automatic, intuitive, low-cost and not invasive EMG device. Electromyography is traditionally used for diagnosis of neuromuscular disorders. EMG signals acquired from muscles require advanced tools and methodologies. However, with the advent of increasingly powerful and low cost sensors and microcontrollers, the study of EMG has found its place in robotics, in the creation of advanced prostheses and in rehabilitation techniques. In this study, a single channel surface EMG signal was studied from human muscles using non-invasive electrodes. After amplification stage, the EMG signal was digitized through analogue and digital (A/D) converter to have accurate and clear signal. Many paediatric neuromuscular disorders are analogous to those seen in the adult and the electrodiagnostic evaluation provides an important extension to the neurological examination. A total of 140 EMG amplitudes were recorded corresponding to 4 lower limb muscles of 35 subjects aged between 12 and 70 years was generated. For each record, the subject made a coordinated paused walk based on a sequence of audible tones to indicate each step. Results show that the amplitudes obtained in each swing sub-phase of the gait records are coherent with the normal swing phase. These findings allow to recommend the use of the EMG acquisition prototype for studies addressed to the detection of motion intention. Future studies will be carried out to extend this methodology to the study of gait in paediatric subject in order to create systems for the diagnosis of deviations from normal gait using non-invasive rehabilitation techniques.
Keywords: Electromyogram; Non-Invasive; Human Swing; Gait Cycle; EMG Signal; Surface EMG
References
- TF Tang., et al. “Characterization of pneumatic artificial muscle system in an opposing pair configuration”. Journal of Telecommunication, Electronic and Computer Engineering 8.2 (2016): 73-77.
- A Bari. “Electromyogram (EMG)”. International Journal of Scientific and Research Publications 8.9 (2018): 85-91.
- T Karnjanaparichat and R Pongvuthithum. “Adaptive control for a one-link robot arm actuated by pneumatic muscles”. Chiang Mai Journal of Science 35.3 (2008): 437-446.
- G Belforte., et al. “Soft pneumatic actuators for rehabilitation”. Actuators 3 (2014): 84-106.
- H AlImam., et al. “Design of EMG Acquisition Circuit to Control an Antagonistic Mechanism Actuated by Pneumatic Artificial Muscles PAMs”. International Journal of Mechanical and Mechatronics Engineering IJMME-IJENS 17.5 (2017): 37-47.
- IS Nur H Bais., et al. “Electromyogram (EMG) Signal Processing Analysis for Clinical Rehabilitation”. Third International Conference on Artificial Intelligence, Modelling and Simulation - AIMS (2015).
- BS Chan., et al. “Analysis of Surface Electromyography for On-Off Control”. Advanced Material Research 701 (2013): 435-439.
- MA Mikulski. "Electromyogram control algorithms for the upper limb single-dof powered exoskeleton”. Human System Interactions (HSI), 4th International Conference on. IEEE (2011).
- MN Shah., et al. “Forward Kinematics Modeling and Verification of a 3-DOF Cable Driven Ankle Rehabilitation Robot”. International Journal of Mechanical and Mechatronics Engineering IJMME-IJENS 17.03 (2017): 53-63.
- He H and K Kiguchi. "A study on emg-based control of exoskeleton robots for human lower-limb motion assist”. Information Technology Applications in Biomedicine, ITAB 2007. 6th International Special Topic Conference on. IEEE (2007).
- Hashimoto Yusuke., et al. “Development of Gait Assistive Device Using Pneumatic Artificial Muscle”. Soft Computing and Intelligent Systems (SCIS) and 17th International Symposium on Advanced Intelligent Systems, 2016 Joint 8th International Conference on. IEEE (2016).
- Furukawa Jun-ichiro., et al. “An emg-driven weight support system with pneumatic artificial muscles”. IEEE Systems Journal 10 (2016): 1026-1034.
- R Franchini. “An Automatic Wearable Electrocardiographic System”. International Journal of Latest Engineering Research and Applications (IJLERA) 4.11 (2019): 01-08.
- P Konrad. “ABC of EMG: A Practical Introduction to Kinesiological Electromyography”, version 1.0, Edition. Noraxon U.S.A., Inc (2006).
- S Solnik., et al. “Teager-Kaiser Operator improves the accuracy of EMG onset detection independent of signal-to-noise ratio”. Acta of Bioengineering and Biomechanics 10 (2008): 65-68.
- RP Di Fabio. “Reliability of computerized surface electromyography for determining the onset of muscle activity”. Physical Therapy 67 (1987): 43-48.
- De Luca CJ. “The use of electromyography in biomechanics”. Journal of Applied Biomechanics 13 (1997): 135-163.
- V Zschorlich. “Digital filtering of emg-signals”. Electromyography and Clinical Neurophysiology 29 (1989): 81-86.
- PW Hodges and BH Bui. “A comparison of computer based methods for the determination of onset muscle contraction using electromyography”. Electroencephalography and Clinical Neurophysiology 101 (1996): 511-519.
- C Tapia., et al. “EMG Signal Filtering Based on Independent Component Analysis and Empirical Mode Decomposition for Estimation of Motor Activation Patterns”. Journal of Medical and Biological Engineering 37.1 (2017): 140-155.
Journal Menu
PubMed Indexed Article
EC Pharmacology and Toxicology
LC-UV-MS and MS/MS Characterize Glutathione Reactivity with Different Isomers (2,2' and 2,4' vs. 4,4') of Methylene Diphenyl-Diisocyanate.
PMID: 31143884 [PubMed]
PMCID: PMC6536005
EC Pharmacology and Toxicology
Alzheimer's Pathogenesis, Metal-Mediated Redox Stress, and Potential Nanotheranostics.
PMID: 31565701 [PubMed]
PMCID: PMC6764777
EC Neurology
Differences in Rate of Cognitive Decline and Caregiver Burden between Alzheimer's Disease and Vascular Dementia: a Retrospective Study.
PMID: 27747317 [PubMed]
PMCID: PMC5065347
EC Pharmacology and Toxicology
Will Blockchain Technology Transform Healthcare and Biomedical Sciences?
PMID: 31460519 [PubMed]
PMCID: PMC6711478
EC Pharmacology and Toxicology
Is it a Prime Time for AI-powered Virtual Drug Screening?
PMID: 30215059 [PubMed]
PMCID: PMC6133253
EC Psychology and Psychiatry
Analysis of Evidence for the Combination of Pro-dopamine Regulator (KB220PAM) and Naltrexone to Prevent Opioid Use Disorder Relapse.
PMID: 30417173 [PubMed]
PMCID: PMC6226033
EC Anaesthesia
Arrest Under Anesthesia - What was the Culprit? A Case Report.
PMID: 30264037 [PubMed]
PMCID: PMC6155992
EC Orthopaedics
Distraction Implantation. A New Technique in Total Joint Arthroplasty and Direct Skeletal Attachment.
PMID: 30198026 [PubMed]
PMCID: PMC6124505
EC Pulmonology and Respiratory Medicine
Prevalence and factors associated with self-reported chronic obstructive pulmonary disease among adults aged 40-79: the National Health and Nutrition Examination Survey (NHANES) 2007-2012.
PMID: 30294723 [PubMed]
PMCID: PMC6169793
EC Dental Science
Important Dental Fiber-Reinforced Composite Molding Compound Breakthroughs
PMID: 29285526 [PubMed]
PMCID: PMC5743211
EC Microbiology
Prevalence of Intestinal Parasites Among HIV Infected and HIV Uninfected Patients Treated at the 1o De Maio Health Centre in Maputo, Mozambique
PMID: 29911204 [PubMed]
PMCID: PMC5999047
EC Microbiology
Macrophages and the Viral Dissemination Super Highway
PMID: 26949751 [PubMed]
PMCID: PMC4774560
EC Microbiology
The Microbiome, Antibiotics, and Health of the Pediatric Population.
PMID: 27390782 [PubMed]
PMCID: PMC4933318
EC Microbiology
Reactive Oxygen Species in HIV Infection
PMID: 28580453 [PubMed]
PMCID: PMC5450819
EC Microbiology
A Review of the CD4 T Cell Contribution to Lung Infection, Inflammation and Repair with a Focus on Wheeze and Asthma in the Pediatric Population
PMID: 26280024 [PubMed]
PMCID: PMC4533840
EC Neurology
Identifying Key Symptoms Differentiating Myalgic Encephalomyelitis and Chronic Fatigue Syndrome from Multiple Sclerosis
PMID: 28066845 [PubMed]
PMCID: PMC5214344
EC Pharmacology and Toxicology
Paradigm Shift is the Normal State of Pharmacology
PMID: 28936490 [PubMed]
PMCID: PMC5604476
EC Neurology
Examining those Meeting IOM Criteria Versus IOM Plus Fibromyalgia
PMID: 28713879 [PubMed]
PMCID: PMC5510658
EC Neurology
Unilateral Frontosphenoid Craniosynostosis: Case Report and a Review of the Literature
PMID: 28133641 [PubMed]
PMCID: PMC5267489
EC Ophthalmology
OCT-Angiography for Non-Invasive Monitoring of Neuronal and Vascular Structure in Mouse Retina: Implication for Characterization of Retinal Neurovascular Coupling
PMID: 29333536 [PubMed]
PMCID: PMC5766278
EC Neurology
Longer Duration of Downslope Treadmill Walking Induces Depression of H-Reflexes Measured during Standing and Walking.
PMID: 31032493 [PubMed]
PMCID: PMC6483108
EC Microbiology
Onchocerciasis in Mozambique: An Unknown Condition for Health Professionals.
PMID: 30957099 [PubMed]
PMCID: PMC6448571
EC Nutrition
Food Insecurity among Households with and without Podoconiosis in East and West Gojjam, Ethiopia.
PMID: 30101228 [PubMed]
PMCID: PMC6086333
EC Ophthalmology
REVIEW. +2 to +3 D. Reading Glasses to Prevent Myopia.
PMID: 31080964 [PubMed]
PMCID: PMC6508883
EC Gynaecology
Biomechanical Mapping of the Female Pelvic Floor: Uterine Prolapse Versus Normal Conditions.
PMID: 31093608 [PubMed]
PMCID: PMC6513001
EC Dental Science
Fiber-Reinforced Composites: A Breakthrough in Practical Clinical Applications with Advanced Wear Resistance for Dental Materials.
PMID: 31552397 [PubMed]
PMCID: PMC6758937
EC Microbiology
Neurocysticercosis in Child Bearing Women: An Overlooked Condition in Mozambique and a Potentially Missed Diagnosis in Women Presenting with Eclampsia.
PMID: 31681909 [PubMed]
PMCID: PMC6824723
EC Microbiology
Molecular Detection of Leptospira spp. in Rodents Trapped in the Mozambique Island City, Nampula Province, Mozambique.
PMID: 31681910 [PubMed]
PMCID: PMC6824726
EC Neurology
Endoplasmic Reticulum-Mitochondrial Cross-Talk in Neurodegenerative and Eye Diseases.
PMID: 31528859 [PubMed]
PMCID: PMC6746603
EC Psychology and Psychiatry
Can Chronic Consumption of Caffeine by Increasing D2/D3 Receptors Offer Benefit to Carriers of the DRD2 A1 Allele in Cocaine Abuse?
PMID: 31276119 [PubMed]
PMCID: PMC6604646
EC Anaesthesia
Real Time Locating Systems and sustainability of Perioperative Efficiency of Anesthesiologists.
PMID: 31406965 [PubMed]
PMCID: PMC6690616
EC Pharmacology and Toxicology
A Pilot STEM Curriculum Designed to Teach High School Students Concepts in Biochemical Engineering and Pharmacology.
PMID: 31517314 [PubMed]
PMCID: PMC6741290
EC Pharmacology and Toxicology
Toxic Mechanisms Underlying Motor Activity Changes Induced by a Mixture of Lead, Arsenic and Manganese.
PMID: 31633124 [PubMed]
PMCID: PMC6800226
EC Neurology
Research Volunteers' Attitudes Toward Chronic Fatigue Syndrome and Myalgic Encephalomyelitis.
PMID: 29662969 [PubMed]
PMCID: PMC5898812
EC Pharmacology and Toxicology
Hyperbaric Oxygen Therapy for Alzheimer's Disease.
PMID: 30215058 [PubMed]
PMCID: PMC6133268
News and Events
January Issue Release
We always feel pleasure to share our updates with you all. Here, notifying you that we have successfully released the November issue of respective journals and the latest articles can be viewed on the current issue pages.
Submission Deadline for Upcoming Issue
ECronicon delightfully welcomes all the authors around the globe for effective collaboration with an article submission for the upcoming issue of respective journals. Submissions are accepted on/before February 10, 2023.
Certificate of Publication
ECronicon honors with a "Publication Certificate" to the corresponding author by including the names of co-authors as a token of appreciation for publishing the work with our respective journals.
Best Article of the Issue
Editors of respective journals will always be very much interested in electing one Best Article after each issue release. The authors of the selected article will be honored with a "Best Article of the Issue" certificate.
Certifying for Review
ECronicon certifies the Editors for their first review done towards the assigned article of the respective journals.
Latest Articles
The latest articles will be updated immediately on the articles in press page of the respective journals.