In this paper,we propose a novel study for gesture identification using surface electromyography(sEMG)signal,and the raw sEMG signal and the sEMG envelope signal are collected by the sensor at the same time.An efficie...In this paper,we propose a novel study for gesture identification using surface electromyography(sEMG)signal,and the raw sEMG signal and the sEMG envelope signal are collected by the sensor at the same time.An efficient method of gesture identification based on the combination of two signals using supervised learning and univariate feature selection is implemented.In previous research techniques,researchers tend to use the raw sEMG signal and extract several constant features for classification,which inevitably causes a result of ignoring individual differences.Our experiment shows that both the optimal feature set and redundant feature set are not same for different subjects.In order to address this problem,we extract all the common features from two signals,up to 76 features,most of which has been established as the common EMG-based gesture index.In addition,extracting too many features in an application can reduce operational efficiency,so we apply for feature selection to get the optimal feature set and decrease the number of extracting feature.As a result,the combination of two signals is better than using a single signal.The feature selection can be used to select optimal feature set from all features to achieve the best classification performance for each subject.The experimental results demonstrate that the proposed method achieves the performance with the highest accuracy of 95%for identifying up to nine gestures only using two sensors.Finally,we develop a real-time intelligent sEMG-driven bionic hand system by using the proposed method.展开更多
OBJECTIVE ： The pathogenesis of tardive dyskinesia （TD） is complicated and uncertain, Thus, there is not any effective treatment for it. The psychiatrists pay more and more attention to TD, which lasts for a long t...OBJECTIVE ： The pathogenesis of tardive dyskinesia （TD） is complicated and uncertain, Thus, there is not any effective treatment for it. The psychiatrists pay more and more attention to TD, which lasts for a long time and is difficult to treat. DATA SOURCES： A computer-based online search of Medline database was undertaken to identify articles about the feature of etiology and the progression of treatment for TD published in English by using the keywords of ＂rD, etiology, pathogenesis＂ and ＂TD, therapy, drug treatment＂. Meanwhile, Chinese articles about the feature of etiology and the progression of treatment for TD were searched in Wanfang database and China journal full-text database, and the keywords were ＂TD, etiology, pathogenesis＂ and ＂TD, therapy, drug Treatment＂ in Chinese. STUDY SELECTION： Articles met the following inclusion criteria were selected in this paper. Inclusion criteria： （1） Researches of randomized blind control design, before and after control design and retrospective. （2） Researches of the feature of etiology and the progression of treatment for TD. Exclusion criteria： the repetitive researches and individual reports. DATA EXTRACTION ： Totally 65 articles related the feature of etiology and the progression of treatment for TD of randomized blind control design, before and after control design and retrospective studies were collected, and 53 of them were accorded with the inclusion criteria. Of the 12 excluded ones, 8 were concerning with genetics, 4 were repetitive researches. DATA SYNTHESIS ： The feature of etiology for TD includes：（1） Hypothesis of dopamine receptor super-sensitivity： The dopamine receptor is persistently blocked, so it will result in functional disorder in CNS, and then TD may take place. （2）） Hypothesis of neuronal degeneration： The concentration of aminosuccinic acid and glutamic acid will increase after the antipsychotic used for a long time and this will result in neuronal degeneration through glutamic acid receptor in the postsynaptic membrane; meanwhile with free radical, the nerve cells of corpus striatum may degenerate and become necrosis. （3） Sex and age： The females and gerontal patients are liability to the TD disease. It is may related to the lower estrogen. （4） Molecule heredity： TD may association with the dopamine and 5-HT receptor gene polymorphism. （5） Other theories： Hypofunction of γ-amino-butyri acid （GABA）, hypothesis of noradrenaline 5-serotonin and nutrition metabolism can cause TD disease. Treatlent for TD： （1） Dopamine receptor agonist： The therapeutic effect is not satisfactory, especially for gerontism females. （2） Oxygen free radical scavenger： As represent of vitamin E, it can clear out free radicals and reduce the potential cytotoxic effect of free radicals. （3） Calcium channel blocker： This maybe related to block calcium ions releasing from muscle cells and inhibit muscle convulsion; therefore, it can be used for symptomatic treatment. （4） GABA receptor agonist： It is more effective for the prominent dysmyotonia than dancing slowly symptom. （5） Antipsychotic： There is some therapeutic effect with ciozapine, but the effect will reduce because of the age growing up and the symptom exacerbating. （6） Other therapies： Valproate sodium, cyproheptadine, melatonin, branched chain amino acid, ahalysantinfarctasum, electric acupuncture and injection ad acumen, traditional Chinese drug have a certain effects on TD. Prevention of TD： The serum creatine phosphokinase （CPK） combined with symptoms should be checked regularly so as to early discovery TD. CONCLUSION ： （1） Etiology of TD： The hypothesis of dopamine receptor super-sensitivity is denyed; the hypothesis of neuronal degeneration is approved in academic circles; the sex and age is a finding of generally received; but the dopamine and 5-HT receptor gene polymorphism, hypofunction of GABA, noradrenaline, 5-serotonin and nutrition metabolism cannot explain the pathogenesis of TD. （2） Treatment for TD： The therapeutic effect of dopamine receptor agonist is not satisfactory; the oxygen free radical scavenger maybe effective; calcium channel blocker maybe used for symptomatic treatment; GABA receptor agonist maybe more effective for the prominent dysmyotonia than dancing slowly symptom; the consequence of antipsychotic is discrepancy; other therapies maybe use to adjunctive therapies. （3） As far as prevention of TD is concerned, and the serum CPK combined with symptoms should be checked regularly so as to early discovery TD.展开更多
文摘In this paper,we propose a novel study for gesture identification using surface electromyography(sEMG)signal,and the raw sEMG signal and the sEMG envelope signal are collected by the sensor at the same time.An efficient method of gesture identification based on the combination of two signals using supervised learning and univariate feature selection is implemented.In previous research techniques,researchers tend to use the raw sEMG signal and extract several constant features for classification,which inevitably causes a result of ignoring individual differences.Our experiment shows that both the optimal feature set and redundant feature set are not same for different subjects.In order to address this problem,we extract all the common features from two signals,up to 76 features,most of which has been established as the common EMG-based gesture index.In addition,extracting too many features in an application can reduce operational efficiency,so we apply for feature selection to get the optimal feature set and decrease the number of extracting feature.As a result,the combination of two signals is better than using a single signal.The feature selection can be used to select optimal feature set from all features to achieve the best classification performance for each subject.The experimental results demonstrate that the proposed method achieves the performance with the highest accuracy of 95%for identifying up to nine gestures only using two sensors.Finally,we develop a real-time intelligent sEMG-driven bionic hand system by using the proposed method.
文摘为了有效利用特征集所包含的敏感特征进行故障诊断,提出基于独立特征选择(Individual Feature Selection,IFS)与流形学习的故障诊断方法。从多个角度提取振动信号的混合特征,构建原始高维特征集。采用一种改进的核Fisher特征选择方法为每两类故障状态独立选择敏感特征集,并通过线性局部切空间排列(Linear Local Tangent Space Alignment,LLTSA)算法挖掘出可区分度更高的特征子集。采用"一对一"的方法训练多个二类分类支持向量机(Supported Vector Machine,SVM),将得到的低维特征输入多分类故障诊断模型进行识别。液压泵故障诊断实验表明,所提方法具备较高的诊断准确率。
文摘OBJECTIVE ： The pathogenesis of tardive dyskinesia （TD） is complicated and uncertain, Thus, there is not any effective treatment for it. The psychiatrists pay more and more attention to TD, which lasts for a long time and is difficult to treat. DATA SOURCES： A computer-based online search of Medline database was undertaken to identify articles about the feature of etiology and the progression of treatment for TD published in English by using the keywords of ＂rD, etiology, pathogenesis＂ and ＂TD, therapy, drug treatment＂. Meanwhile, Chinese articles about the feature of etiology and the progression of treatment for TD were searched in Wanfang database and China journal full-text database, and the keywords were ＂TD, etiology, pathogenesis＂ and ＂TD, therapy, drug Treatment＂ in Chinese. STUDY SELECTION： Articles met the following inclusion criteria were selected in this paper. Inclusion criteria： （1） Researches of randomized blind control design, before and after control design and retrospective. （2） Researches of the feature of etiology and the progression of treatment for TD. Exclusion criteria： the repetitive researches and individual reports. DATA EXTRACTION ： Totally 65 articles related the feature of etiology and the progression of treatment for TD of randomized blind control design, before and after control design and retrospective studies were collected, and 53 of them were accorded with the inclusion criteria. Of the 12 excluded ones, 8 were concerning with genetics, 4 were repetitive researches. DATA SYNTHESIS ： The feature of etiology for TD includes：（1） Hypothesis of dopamine receptor super-sensitivity： The dopamine receptor is persistently blocked, so it will result in functional disorder in CNS, and then TD may take place. （2）） Hypothesis of neuronal degeneration： The concentration of aminosuccinic acid and glutamic acid will increase after the antipsychotic used for a long time and this will result in neuronal degeneration through glutamic acid receptor in the postsynaptic membrane; meanwhile with free radical, the nerve cells of corpus striatum may degenerate and become necrosis. （3） Sex and age： The females and gerontal patients are liability to the TD disease. It is may related to the lower estrogen. （4） Molecule heredity： TD may association with the dopamine and 5-HT receptor gene polymorphism. （5） Other theories： Hypofunction of γ-amino-butyri acid （GABA）, hypothesis of noradrenaline 5-serotonin and nutrition metabolism can cause TD disease. Treatlent for TD： （1） Dopamine receptor agonist： The therapeutic effect is not satisfactory, especially for gerontism females. （2） Oxygen free radical scavenger： As represent of vitamin E, it can clear out free radicals and reduce the potential cytotoxic effect of free radicals. （3） Calcium channel blocker： This maybe related to block calcium ions releasing from muscle cells and inhibit muscle convulsion; therefore, it can be used for symptomatic treatment. （4） GABA receptor agonist： It is more effective for the prominent dysmyotonia than dancing slowly symptom. （5） Antipsychotic： There is some therapeutic effect with ciozapine, but the effect will reduce because of the age growing up and the symptom exacerbating. （6） Other therapies： Valproate sodium, cyproheptadine, melatonin, branched chain amino acid, ahalysantinfarctasum, electric acupuncture and injection ad acumen, traditional Chinese drug have a certain effects on TD. Prevention of TD： The serum creatine phosphokinase （CPK） combined with symptoms should be checked regularly so as to early discovery TD. CONCLUSION ： （1） Etiology of TD： The hypothesis of dopamine receptor super-sensitivity is denyed; the hypothesis of neuronal degeneration is approved in academic circles; the sex and age is a finding of generally received; but the dopamine and 5-HT receptor gene polymorphism, hypofunction of GABA, noradrenaline, 5-serotonin and nutrition metabolism cannot explain the pathogenesis of TD. （2） Treatment for TD： The therapeutic effect of dopamine receptor agonist is not satisfactory; the oxygen free radical scavenger maybe effective; calcium channel blocker maybe used for symptomatic treatment; GABA receptor agonist maybe more effective for the prominent dysmyotonia than dancing slowly symptom; the consequence of antipsychotic is discrepancy; other therapies maybe use to adjunctive therapies. （3） As far as prevention of TD is concerned, and the serum CPK combined with symptoms should be checked regularly so as to early discovery TD.
