{"id":2890,"date":"2019-07-30T05:37:44","date_gmt":"2019-07-30T05:37:44","guid":{"rendered":"https:\/\/www.gyanvihar.org\/journals\/?p=2890"},"modified":"2019-07-30T05:37:44","modified_gmt":"2019-07-30T05:37:44","slug":"image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2","status":"publish","type":"post","link":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/","title":{"rendered":"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning"},"content":{"rendered":"<p><strong>Aarti Khoda<\/strong><\/p>\n<p>M.Tech Scholar, Suresh Gyan Vihar University, Jaipur<\/p>\n<p>arti.khoda25@gmail.com<\/p>\n<p>&nbsp;<\/p>\n<p><strong><em>Abstract:<\/em><\/strong><em> <strong>In this paper we are generating the image of different alphabets I,L,O,A and C and \u00a0predicting these alphabets using machine learning tool. After predicting the or estimating the number we have choose first alphabet I and add the Gaussian noise in that number with\u00a0 two different amounts\u00a0 i.e. 5%, and 50 %.We have seen the effect of noise on the number image. The same experiment was repeated with the Poisson noise environment. Finally we compare between the images affected by Gaussian and Poisson noise.<\/strong><\/em><\/p>\n<p><strong><em>Keywords: Artificial neural networks (ANN), Image processing, machine learning, neural networks, Hopfield network<\/em><\/strong><\/p>\n<ol>\n<li>INTRODUCTION<\/li>\n<\/ol>\n<p>Artificial intelligence is a great tool in present scenario in all kind of optimization problems. There are several methods involve in AI. Machine learning and deep learning are the key techniques of machine learning. \u00a0\u00a0In deep learning the artificial neural networks are widely used for prediction and classification methods. Here we are also using the Hopfield method for image prediction under Gaussian noise and Poisson noise.<\/p>\n<ul>\n<li>Hopfield neural networks (HNN) :<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-2891 size-medium\" src=\"https:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2019\/07\/Arti-Fig-1-270x270.jpg\" alt=\"\" width=\"270\" height=\"270\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Hopfield neural network is a type of artificial neural network which is discovered in1982 by Dr. John J. Hopfield. It consists of a single layer which contains one or more fully connected recurrent neurons. The application of Hopfield neural network is in character reorganization, pattern classification problems or in auto association optimization problems..<\/p>\n<p>In the Hopfield neural network the input vector and output vectors are in the discrete form. \u00a0The input can be classified into binary (0,1) or bipolar (+1, -1) form.. The network has symmetrical weights with no self-connections i.e.,\u00a0<strong>w<sub>ij<\/sub>\u00a0= w<sub>ji<\/sub><\/strong>\u00a0and\u00a0<strong>w<sub>ii<\/sub>\u00a0= 0<\/strong>.\u00a0 Network architecture is shown in Fig 1.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Aarti Khoda M.Tech Scholar, Suresh Gyan Vihar University, Jaipur arti.khoda25@gmail.com &nbsp; Abstract: In this paper we are generating the image of different alphabets I,L,O,A and C and \u00a0predicting these alphabets using machine learning tool. After predicting the or estimating the number we have choose first alphabet I and add the Gaussian noise in that number [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,76],"tags":[],"class_list":["post-2890","post","type-post","status-publish","format-standard","hentry","category-journal-of-engineering-and-technology","category-volume-5-issue-2-2019-journal-of-engineering-and-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>research journal - Research Journal<\/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:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning - research journal\" \/>\n<meta property=\"og:description\" content=\"Aarti Khoda M.Tech Scholar, Suresh Gyan Vihar University, Jaipur arti.khoda25@gmail.com &nbsp; Abstract: In this paper we are generating the image of different alphabets I,L,O,A and C and \u00a0predicting these alphabets using machine learning tool. After predicting the or estimating the number we have choose first alphabet I and add the Gaussian noise in that number [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/\" \/>\n<meta property=\"og:site_name\" content=\"research journal\" \/>\n<meta property=\"article:published_time\" content=\"2019-07-30T05:37:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"304\" \/>\n\t<meta property=\"og:image:height\" content=\"289\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"gyanvihar\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"gyanvihar\" \/>\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\":\"WebPage\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/\",\"name\":\"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning - research journal\",\"isPartOf\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2019\/07\/Arti-Fig-1-270x270.jpg\",\"datePublished\":\"2019-07-30T05:37:44+00:00\",\"author\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/8eddba30598505d042b861de57a1c98f\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg\",\"contentUrl\":\"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg\",\"width\":304,\"height\":289},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.gyanvihar.org\/journals\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#website\",\"url\":\"https:\/\/www.gyanvihar.org\/journals\/\",\"name\":\"research journal\",\"description\":\"Research Journal\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.gyanvihar.org\/journals\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/8eddba30598505d042b861de57a1c98f\",\"name\":\"gyanvihar\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/da4adb9a3aecf9b52039c367720edd29?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/da4adb9a3aecf9b52039c367720edd29?s=96&d=mm&r=g\",\"caption\":\"gyanvihar\"},\"url\":\"https:\/\/www.gyanvihar.org\/journals\/author\/gyanvihar\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"research journal - Research Journal","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/","og_locale":"en_US","og_type":"article","og_title":"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning - research journal","og_description":"Aarti Khoda M.Tech Scholar, Suresh Gyan Vihar University, Jaipur arti.khoda25@gmail.com &nbsp; Abstract: In this paper we are generating the image of different alphabets I,L,O,A and C and \u00a0predicting these alphabets using machine learning tool. After predicting the or estimating the number we have choose first alphabet I and add the Gaussian noise in that number [&hellip;]","og_url":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/","og_site_name":"research journal","article_published_time":"2019-07-30T05:37:44+00:00","og_image":[{"width":304,"height":289,"url":"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg","type":"image\/jpeg"}],"author":"gyanvihar","twitter_card":"summary_large_image","twitter_misc":{"Written by":"gyanvihar","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/","url":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/","name":"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning - research journal","isPartOf":{"@id":"https:\/\/www.gyanvihar.org\/journals\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage"},"image":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage"},"thumbnailUrl":"https:\/\/www.gyanvihar.org\/journals\/wp-content\/uploads\/2019\/07\/Arti-Fig-1-270x270.jpg","datePublished":"2019-07-30T05:37:44+00:00","author":{"@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/8eddba30598505d042b861de57a1c98f"},"breadcrumb":{"@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#primaryimage","url":"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg","contentUrl":"https:\/\/www.gyanvihar.org\/journals\/uploads\/2019\/07\/Arti-Fig-1.jpg","width":304,"height":289},{"@type":"BreadcrumbList","@id":"https:\/\/www.gyanvihar.org\/journals\/image-generation-estimation-analysis-under-gaussian-and-poisson-noise-environment-using-machine-learning-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.gyanvihar.org\/journals\/"},{"@type":"ListItem","position":2,"name":"Image Generation Estimation &amp; Analysis under Gaussian and Poisson Noise Environment Using Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/www.gyanvihar.org\/journals\/#website","url":"https:\/\/www.gyanvihar.org\/journals\/","name":"research journal","description":"Research Journal","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.gyanvihar.org\/journals\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/8eddba30598505d042b861de57a1c98f","name":"gyanvihar","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.gyanvihar.org\/journals\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/da4adb9a3aecf9b52039c367720edd29?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/da4adb9a3aecf9b52039c367720edd29?s=96&d=mm&r=g","caption":"gyanvihar"},"url":"https:\/\/www.gyanvihar.org\/journals\/author\/gyanvihar\/"}]}},"_links":{"self":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/2890","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/comments?post=2890"}],"version-history":[{"count":2,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/2890\/revisions"}],"predecessor-version":[{"id":2893,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/posts\/2890\/revisions\/2893"}],"wp:attachment":[{"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/media?parent=2890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/categories?post=2890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gyanvihar.org\/journals\/wp-json\/wp\/v2\/tags?post=2890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}