The effect of attentional focusing strategies on EMG-based classification

2020 ◽  
Vol 0 (0) ◽  
Author(s):  
Ayse Nur Ay ◽  
Mustafa Zahid Yildiz

AbstractEarlier studies showed that external focusing enhances motor performance and reduces muscular activity compare to internal one. However, low activity is not always desired especially in case of Human-Machine Interface applications. This study is based on investigating the effects of attentional focusing preferences on EMG based control systems. For the EMG measurements via biceps brachii muscles, 35 subjects were asked to perform weight-lifting under control, external and internal focus conditions. The difference between external and internal focusing was found to be significant and internal focus enabled higher EMG activity. Besides, six statistical features, namely, RMS, maximum, minimum, mean, standard deviation, and variance were extracted from both time and frequency domains to be used as inputs for Artificial Neural Network classifiers. The results found to be 87.54% for ANN1 and 82.69% for ANN2, respectively. These findings showed that one’s focus of attention would be predicted during the performance and unlike the literature, internal focusing could be also useful when it is used as an input for HMI studies. Therefore, attentional focusing might be an important strategy not only for performance improvement to human movement but also for advancing the study of EMG-based control mechanisms.

2018 ◽  
Vol 1 (1) ◽  
pp. 240-247
Author(s):  
Ayşe Nur Ay ◽  
Yaşar Barış Dolukan ◽  
Mustafa Zahid Yıldız

Many researchers have been investigated the effect of focusing type on motor performance and muscular activity. Studies have showed that focusing on movement effects, i.e., an external focus enhances motor performance whereas, reduces muscular activity compare to focusing on body movements, i.e., an internal focus. The purpose of present study was to determine whether focusing externally had any effect on reduction of Electromyographic activity of performers. In this study, 16 participants were asked to perform weight lifting under control (no instructions are given), external (focusing on dumbbell) and internal (focusing on biceps brachii muscle) conditions. The EMG data were acquired via DELSYS EMG System and monitored on LabVIEW. RMSE values were calculated to compare the EMG activities under each conditions. The results showed that the EMG activity was significantly reduced under external focus condition.


1996 ◽  
Vol 18 (3) ◽  
pp. 313-324 ◽  
Author(s):  
Frank C. Bakker ◽  
Marc S.J. Boschker ◽  
Tjuling Chung

Investigating emotional imagery, Lang (1977, 1979) proposed a dichotomy between stimulus and response propositions. In this study, Lang’s model is applied to movement images of lifting of 4.5 and 9 kg weights. Twenty-two male and 17 female students participated in the study. During the imaginary lifting of the weights, the electromyographical activity (EMG) of both biceps brachii muscles were assessed. Imagery ability was measured with the Movement Imagery Questionnaire (MIQ) and another self-report rating scale. When response propositions were emphasized in the script, imaginary weight lifting resulted in greater muscle activity than when stimulus propositions were emphasized. During imagined lifting, EMG activity of the active arm was greater than that of the passive arm. In addition, in the active arm, a significant difference in EMG activity was found between 9 kg and 4.5 kg. It was concluded that Lang’s model is also applicable to emotionally neutral movement imagery.


1998 ◽  
Vol 20 (3) ◽  
pp. 313-324
Author(s):  
Frank C. Bakker ◽  
Marc S.J. Boschker ◽  
Tjuling Chung

Investigating emotional imagery, Lang (1977, 1979) proposed a dichotomy between stimulus and response propositions. In this study, Lang’s model is applied to movement images of lifting of 4.5 and 9 kg weights. Twenty-two male and 17 female students participated in the study. During the imaginary lifting of the weights, the electromyographical activity (EMG) of both biceps brachii muscles were assessed. Imagery ability was measured with the Movement Imagery Questionnaire (MIQ) and another self-report rating scale. When response propositions were emphasized in the script, imaginary weight lifting resulted in greater muscle activity than when stimulus propositions were emphasized. During imagined lifting, EMG activity of the active arm was greater than that of the passive arm. In addition, in the active arm, a significant difference in EMG activity was found between 9 kg and 4.5 kg. It was concluded that Lang’s model is also applicable to emotionally neutral movement Imagery.


1996 ◽  
Vol 75 (1) ◽  
pp. 60-74 ◽  
Author(s):  
D. L. Weeks ◽  
M. P. Aubert ◽  
A. G. Feldman ◽  
M. F. Levin

1. We analyzed the rapid adaptation of elbow movement to unexpected changes in external load conditions at the elbow joint. The experimental approach was based on the lambda model, which defines control variables (CVs) setting the positional frames of reference for recruitment of flexor and extensor motoneurons. CVs may be specified by the nervous system independently of the current values of output variable such as electromyographic (EMG) activity, muscle torques, and kinematics. The CV R specifies the referent joint angle (R) at which the transition of flexor to extensor activity or vice versa can be observed during changes in the actual joint angle, theta, elicited by an external force. The other CV, the coactivation (C) command, instead of a single transition angle, defines an angular range in which flexor and extensor muscles may be simultaneously active (if C > 0) or silent (if C < 0). Changes in the R command result in shifts in the equilibrium state of the system, a dynamic process leading to EMG modifications resulting in movement or isometric force production if movement is obstructed. Fast movements are likely produced by combining the R command with a positive C command, which provides movement stability and effective energy dissipation, diminishing oscillations at the end of movement. 2. According to the model, changes in the load characteristic (e.g., from a 0 to a springlike load) influence the system's equilibrium state, leading to a positional error. This error may be corrected by a secondary movement produced by additional changes in R and C commands. In subsequent trials, the system may reproduce the CVs specified after correction in the previous trial. This behavior is called the recurrent strategy. It allows the system to adapt to the new load condition in the subsequent trials without corrections (1-trial adaptation). Alternatively, the system may reproduce the CVs specified before correction (invariant strategy). If the movement was perturbed only in a single trial, the invariant strategy allows the system to reach the target in the subsequent trials without corrections. 3. To test the assumption on the dominant role of the recurrent strategy in rapid adaptation of movement to new load conditions, we performed experiments in which subjects (n = 6) used a pivoting manipulandum and made fast 60 degrees movements to a target. After a random number of trials (5-10) with no load, we introduced opposing (experiment 1), assisting (experiment 2), or randomly varied opposing or assisting loads (experiment 3) for 5-10 trials before unexpectedly switching loads again (14-18 switches in total). The opposing or assisting torque was created by position feedback to a torque motor and was a linear function of the displacement of the manipulandum form the initial position (springlike load). Subjects were instructed to correct positional errors as soon as possible to reach the target. The EMG activity of two elbow flexors (biceps brachii and brachioradialis) and two elbow extensors (triceps brachii and anconeus), elbow position, velocity, and torque were recorded. Kinematic and EMG patterns were compared with those obtained in similar experiments in which subjects were instructed not to correct errors. 4. In 94% of the trials in which a change in the load occurred, the primary movement was in error and was followed by a corrective secondary movement. In primary movements, both the phasic and tonic levels of EMG activity as well as the kinematics were load dependent, implicating reflex and intramuscular mechanisms in the adaptation of muscle forces counteracting external loads. These mechanisms, however, were not sufficient to eliminate positional errors. 5. An undershoot error occurred in trials with an opposing load after those with no load or in trials with no load after those with an assisting load. After adaptation to a new load condition, a sudden return to the previous load condition resulted in an error of the oppo


2003 ◽  
Vol 94 (5) ◽  
pp. 1766-1772 ◽  
Author(s):  
Jinger S. Gottschall ◽  
Rodger Kram

We reasoned that with an optimal aiding horizontal force, the reduction in metabolic rate would reflect the cost of generating propulsive forces during normal walking. Furthermore, the reductions in ankle extensor electromyographic (EMG) activity would indicate the propulsive muscle actions. We applied horizontal forces at the waist, ranging from 15% body weight aiding to 15% body weight impeding, while subjects walked at 1.25 m/s. With an aiding horizontal force of 10% body weight, 1) the net metabolic cost of walking decreased to a minimum of 53% of normal walking, 2) the mean EMG of the medial gastrocnemius (MG) during the propulsive phase decreased to 59% of the normal walking magnitude, and yet 3) the mean EMG of the soleus (Sol) did not decrease significantly. Our data indicate that generating horizontal propulsive forces constitutes nearly half of the metabolic cost of normal walking. Additionally, it appears that the MG plays an important role in forward propulsion, whereas the Sol does not.


1981 ◽  
Vol 94 (1) ◽  
pp. 15-42 ◽  
Author(s):  
G. E. Goslow ◽  
H. J. Seeherman ◽  
C. R. Taylor ◽  
M. N. McCutchin ◽  
N. C. Heglund

Electrical activity and length changes of 11 muscles of the fore- and hind- limbs of dogs walking, running, and galloping on a treadmill, were measured as a function of forward speed and gait. Our purpose was to find out whether the activity patterns of the major limb muscles were consistent with the two mechanisms proposed for storage and recovery of energy within a stride: a ‘pendulum-like’ mechanism during a walk, and a ‘spring-like’ mechanism during a run. In the stance phase of the walking dog, we found that the supraspinatus, long head of the triceps brachii, biceps brachii, vastus lateralis, and gastrocnemius underwent only minor length changes during a relatively long portion of their activity, Thus, a major part of their activity during the walk seems consistent with a role in stabilization of the joints as the dog ‘pole-vaulted’ over its limbs (and thereby conserved energy). In the stance phase of trotting and/or galloping dogs, we found that the supraspinatus, lateral head of the triceps, vastus lateralis, and gastrocnemius were active while being stretched prior to shortening (as would be required for elastic storage of energy), and that this type of activity increased with increasing speed. We also found muscular activity in the select limb flexors that was consistent with storage of kinetic energy at the end of the swing phase and recovery during the propulsive stroke. This activity pattern was apparent in the latissimus dorsi during a walk and trot, and in the biceps femoris during a trot and gallop. We conclude that, during locomotion, a significant fraction of the electrical activity of a number of limbs muscles occurs while they undergo little or no length change or are being stretched prior to shortening and that these types of activities occur in a manner that would enable the operation of pendulum-like and spring-like mechanisms for conserving energy within a stride. Therefore these forms of muscular activity, in addition to the more familiar activity associated with muscle shortening, should be considered to be important during locomotion.


2010 ◽  
Vol 35 (3) ◽  
pp. 251-260 ◽  
Author(s):  
Julien Louis ◽  
Christophe Hausswirth ◽  
François Bieuzen ◽  
Jeanick Brisswalter

The influence of vitamin and mineral complex supplementation on muscular activity and cycling efficiency was examined in elderly endurance-trained master athletes during a heavy cycling trial. Master athletes were randomly assigned in a double-blind process to 1 of 2 treatment groups: antioxidant supplementation (n = 8: As group) or placebo (n = 8: Pl group) for 21 days. After that time, each subject had to perform a 10-min session of cycling on a cycloergometer at a heavy constant intensity. Twenty-four to 48 h after this session, subjects performed an isometric maximal voluntary contraction before and immediately after a fatiguing strength training (leg press exercise) and the same 10-min cycling test after fatigue. Isometric maximal voluntary force (MVF) of knee extensors was assessed before and after fatigue. Electromyographic (EMG) activity of the vastus medialis, the vastus lateralis (VL), and the biceps femoris was recorded with surface EMG. The knee-extensors MVF after the fatiguing exercise was reduced in similar proportions for both groups (As, –10.9%; Pl, –11.3%, p < 0.05). This MVF loss was associated with a significant reduction in EMG frequency parameters for both groups, with a lower decrease for the As group. Muscular activity and cycling efficiency during the cycling bouts were affected by the treatment. Cycling efficiency decreased significantly and the oxygen uptake slow component was higher after the fatiguing exercise for both groups. Furthermore, a decrease in cycling efficiency was associated with an increase in VL activity. However, these changes were significantly lower for the As group. The results of the present study indicate an overall positive effect of vitamin and mineral complex supplementation on cycling efficiency after fatigue, in the endurance-trained elderly.


2022 ◽  
Vol 2022 ◽  
pp. 1-13
Author(s):  
Qiao Chen ◽  
Shihong Liu

Sports can cause the consumption of energy materials in the body. The rational use of nutritional supplements can maintain the homeostasis of the organism, which plays a very important role in improving the competitive performance of sports athletes. The purpose of this study is to explore the effect of nutritional supplements on basketball sports fatigue. The method of this study is as follows: first of all, 15 basketball players in our city were selected as the experimental objects, and they were randomly divided into the experimental group and the control group. The members of the experimental group took nutrients. After the training, 6 days a week, 3 hours in the morning and 3 hours in the afternoon, and the rest was adjusted on Sunday. Before training, four weeks and eight weeks of training, the blood routine indexes and body functions of athletes were tested. The results showed that the number of red blood cells, hemoglobin concentration, and average hemoglobin concentration of ligustilide supplement of the athletes were at the level of 0.05 after 4 weeks and 8 weeks, and the difference was significant ( P < 0.05 ). The nutritional supplements were used in sprint (3.4 s less), long-distance running (12.8 s less), and weight lifting (6.2 kg more) to a certain extent. Nutritional supplements are used as an auxiliary means of diet to supplement the amino acids, trace elements, vitamins, minerals, etc. required by the human body. The conclusion is that nutrition supplement can effectively improve the indexes of athletes’ body in about four weeks, but the effect is not obvious after a long time. This study provides a certain method for the research of nutritional supplements in the field of sports.


2021 ◽  
Vol 17 (1) ◽  
pp. 103-124
Author(s):  
Mahmoud Batal Mohamed

تمثِّل قضية الوعي إحدى أبرز مفردات البناء العقلي للمنهج النبوي؛ ذلك لأنها قضية تحوي كنه الوجود الإنساني، وترسم خارطة لامتدادات هذا الوجود. ويهدف هذا البحث إلى الكشف عن سبل تشكيل وعي الإنسان بأنماطه المختلفة ذاتًا وزمانًا ومكانًا ومعرفة ولغة من خلال السنة النبوية، ليكون ذلك برهانًا من براهين احتواء الرسالة الخاتمة على مرتكزات الرشاد الإنساني. وقد استعملت في هذا البحث منهجين، وهما: المنهج الاستقرائي، والمنهج التحليلي، أما المنهج الاستقرائي فتتبعت من خلاله مواطن الاستدلال من السنة النبوية على موضوع البحث، وأما المنهج التحليلي  فقمت من خلاله بتحليل هذه الأحاديث لاستخراج النتائج منها.وخلصت الدراسة إلى أنه كانت للسنة النبوية أساليبها المتنوعة في تشكيل الوعي الذاتي للإنسان من خلال تشكيل وعيه بأصل خِلْقته، وغاية خلقته، وحدود طاقته، وأن السة لنبوية أصَّلت للوعي الزماني من خلال الربط بين الزمن وبين الحركة الإنسانية، والربط بينه وبين التكاليف الشرعية، وبيان الأثر الإيجابي المترتب على استغلال الزمن والسلبي المترتب على الغفلة عنه. كما أبانت كيف أن السنة النبوية قد شكَّلت وعيًا مكانيًّا تُفَرِّقُ العقلية الإسلامية من خلاله بين إطار مكاني وآخر، وكان من دوائر هذا الوعي الربط بين المكان والحدث، والتنبيه على اختلاف الإطار الثقافي والاجتماعي لكل موطن من المواطن.كما أظهرت كيف أن السنة النبوية كوَّنت وعيًا لغويا من خلال الوعي بالمضامين الحضارية لمفردات اللغة، والتنبيه إلى المناط الاستعمالي، والأثر النفسي للغة. Awareness is one of the most fundamental elements of the rational construction in the prophetic scheme, as it expresses the essence of the purpose of human existence on the planet earth and shapes it future extension. This research aims to underline ways of the formation all kinds of human awareness in the perspective of the Sunnah and it will then focus on presenting how this would be a proof of the evidence that the God’s final message contains the basics of human guidance. A mix of deductive and analytical method was used to trace the points of inference from the Prophetic sunnah on the topic and several hadiths were quoted and analysed for the result extractions. The research resulted in the conclusion that the prophetic Sunnah had various methods of forming the self-awareness of the human being. The Prophet enlightened that if human being reflecting the origin of his creation, the purpose of his creation, and the limits of his energy, the awareness consequently be formed. Furthermore, the prophetic tradition was rooted in temporal consciousness by linking time and human movement. The link between temporal consciousness with the shariah obligation explains the positive impact of the time exploitation and the negative consequences of neglecting those obligations. On the other, the prophetic tradition also illuminates the formation of special awareness in which the Islamic mentality differentiated between the framework of one place and another. Among the circle of this awareness was the link between place and event, and alerting the difference of cultural and social context for each people. Finally, this study also shared how the prophetic sunnah formed a linguistic awareness through the cultural implications of the language, the alertness or cognition of the person to the areas of its function, and the psychological impact of language.


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