Experimental outcomes indicate that the optimal channel selected by the harmony search algorithm has biological inference related to the alcoholic subject. The proposed approach reports a classification accuracy of 93.87%, with only 12 detected EEG channels....
Bavkar, Iyer, and Deosarkar (2021) devised HS for alcoholism screening using electroencephalogram (EEG) data. The method used amplitude-modulated band (BAM), and frequency modulated bandwidth (BFM) features of EEG signal and used KNN for classification. However the results obtained were less ...
CertChainValidator algorithm : string 证书链校验器算法名称 开发步骤 示例:创建证书链校验器对象,并对证书链数据进行校验(场景1) 收起 深色代码主题 复制 import cryptoCert from '@ohos.security.cert'; // 一级证书数据,此处仅示例,业务需自行设置真实数据 let caCertData = "---BEGIN CERTIFICATE---\n" ...
EEGharmony search algorithmFor the brain-computer interface system (BCI), pre-processing has an important role to ensure system performance. However, the speech recognition system using electroencephalogram (EEG) is weak against temporal effects. Therefore, in general cases, wavelet transform has been ...
To get the best feature set for motor imagery (MI) classification, the Harmony search algorithm of feature selection is utilised. Finally, long short-term memory(LSTM) deep neural networks are used to classify EEG data. The alpha and beta waves are considered in this paper. For pre-...
Harmony Search (HS) methodElectroEncephaloGram (EEG)BP neural networksoptimizationOpposition-Based Learning (OBL)memetic computingbee foraging algorithmsignal classification.In this paper, the Harmony Search (HS)-aided BP neural networks are used for the classification of the epileptic electroencephalogram (...
Wavelet Neural Networks Initialization Using Hybridized Clustering and Harmony Search Algorithm: Application in Epileptic Seizure DetectionWavelet neural networksclusteringharmony searchepileptic seizureEEG signalsArtificial neural networks (ANNs) are powerful mathematical models that are used to solve complex real...
CertChainValidator algorithm : string 证书链校验器算法名称 开发步骤 示例:创建证书链校验器对象,并对证书链数据进行校验(场景1) 收起 深色代码主题 复制 import cryptoCert from '@ohos.security.cert'; // 一级证书数据,此处仅示例,业务需自行设置真实数据 let caCertData = "---BEGIN CERTIFICATE---\n" ...
EEGharmonysearchalgorithmhiddenMarkovmodelmotorimageryThis paper presents an improved method based on single trial EEG data for the online classification of motor imagery tasks for brain-computer interface (BCI) applications. The ultimate goal of this research is the development of a novel classification...
EEG channel selectionMotor imageryBHS algorithmBackground Channel selection is a key topic in brain-computer interface (BCI). Task-irrelevant and redundant channels used in BCI may lead to low classification accuracy, high computational complexity, and inconvenience for application. By selecting optimal ...