{"id":1703,"date":"2020-11-06T21:20:39","date_gmt":"2020-11-06T21:20:39","guid":{"rendered":"https:\/\/bauet.ac.bd\/?p=1703"},"modified":"2020-11-06T21:20:39","modified_gmt":"2020-11-06T21:20:39","slug":"emotion-recognition-from-eeg-signal-using-convolutional-neural-network","status":"publish","type":"post","link":"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/","title":{"rendered":"Emotion Recognition from EEG signal using Convolutional Neural Network"},"content":{"rendered":"<p>Electroencephalogram (EEG) that measures the electrical activity of the brain has been used<br \/>\nextensively to recognize emotion. Normally feature based emotion recognition requires a strong<br \/>\neffort to design the perfect feature or feature set related to the classification of emotion. To curtail<br \/>\nthe manual human effort we designed a model by using a virtual image from EEG with<br \/>\nConvolutional Neural Network (CNN). Initially, we planned to calculate Pearson\u2019s correlation<br \/>\ncoefficients form different sub-bands of EEG to formulate a virtual image. Later, this virtual image<br \/>\nwas fed into a CNN architecture to classify emotion. We made two distinct protocols; between<br \/>\nthese, protocol-1 was to classify positive and negative emotion and protocol-2 was to classify four<br \/>\ndistinct emotions using internationally authorized DEAP dataset. Our proposed method is helpful in<br \/>\nrecognizing emotions efficiently.<\/p>\n","protected":false},"excerpt":{"rendered":"Electroencephalogram (EEG) that measures the electrical activity of the brain has been used extensively to recognize emotion. Normally feature based emotion recognition requires a strong effort to design the perfect feature or feature set related to the classification of emotion. To curtail the manual human effort we designed a model by using a virtual image [&hellip;]","protected":false},"author":1,"featured_media":1704,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-1703","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Emotion Recognition from EEG signal using Convolutional Neural Network - Bangladesh Army Deltin 7 Aviator গেম টাকা ইনকাম of Engineering &amp; Technology<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Emotion Recognition from EEG signal using Convolutional Neural Network - Bangladesh Army Deltin 7 Aviator গেম টাকা ইনকাম of Engineering &amp; Technology\" \/>\n<meta property=\"og:description\" content=\"Electroencephalogram (EEG) that measures the electrical activity of the brain has been used extensively to recognize emotion. Normally feature based emotion recognition requires a strong effort to design the perfect feature or feature set related to the classification of emotion. To curtail the manual human effort we designed a model by using a virtual image [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\" \/>\n<meta property=\"og:site_name\" content=\"Bangladesh Army Deltin 7 Aviator গেম টাকা ইনকাম of Engineering &amp; Technology\" \/>\n<meta property=\"article:published_time\" content=\"2020-11-06T21:20:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/bauet.ac.bd\/wp-content\/uploads\/2020\/11\/Research-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"786\" \/>\n\t<meta property=\"og:image:height\" content=\"384\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"hkpavel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"hkpavel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\"},\"author\":{\"name\":\"hkpavel\",\"@id\":\"https:\/\/bauet.ac.bd\/#\/schema\/person\/cad9a1b8c0e69d2e16454204df26ad9b\"},\"headline\":\"Emotion Recognition from EEG signal using Convolutional Neural Network\",\"datePublished\":\"2020-11-06T21:20:39+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\"},\"wordCount\":140,\"publisher\":{\"@id\":\"https:\/\/bauet.ac.bd\/#organization\"},\"image\":{\"@id\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/bauet.ac.bd\/wp-content\/uploads\/2020\/11\/Research-2.png\",\"articleSection\":[\"Research\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\",\"url\":\"https:\/\/bauet.ac.bd\/emotion-recognition-from-eeg-signal-using-convolutional-neural-network\/\",\"name\":\"Emotion Recognition from EEG signal using Convolutional Neural Network - Bangladesh Army Deltin 7 Aviator গেম টাকা ইনকাম of Engineering &amp; 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