{"id":2735,"date":"2023-02-21T19:21:22","date_gmt":"2023-02-21T19:21:22","guid":{"rendered":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/heping-liu-copy\/"},"modified":"2023-02-21T19:28:58","modified_gmt":"2023-02-21T19:28:58","slug":"madhushini-narayana-prasad","status":"publish","type":"page","link":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/","title":{"rendered":"Madhushini Narayana Prasad"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-2735\" data-postid=\"2735\" class=\"themify_builder_content themify_builder_content-2735 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row dropPadding-bottom tb_014k383 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_5ht8007 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_bunj038 image-top  track supplyChain tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img decoding=\"async\" src=\"\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\" title=\"Madhushini Narayana Prasad\" alt=\"Madhushini Narayana Prasad headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <div class=\"image-content\">\n                    <h3 class=\"image-title\">\n                                    Madhushini Narayana Prasad                            <\/h3>\n                    <\/div>\n    <!-- \/image-content -->\n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_oxvd863 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_trn0637   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1><span style=\"background-color: initial;\">Madhushini Narayana Prasad<\/span><\/h1>\n<h1><span style=\"font-size: 23.04px; letter-spacing: -0.03em; background-color: initial;\">Lead Data Scientist at Cargill R&amp;D<\/span><\/h1>\n<div>Madhu Narayana Prasad is a lead data scientist at Engineering and Data Sciences Division of Cargill R&amp;D. She is passionate about designing and implementing efficient and scalable optimization algorithms to solve large-scale high-value industry problems. Madhu holds a PhD degree in Operations Research and Industrial Engineering from The University of Texas at Austin and has 7+ years industry experience in the field of supply chain analytics and optimization. She specializes in the application of operations research methodology to industries spanning heavy equipment manufacturing, airline systems, oil &amp; gas and food &amp; agriculture.<\/div>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-css_id=\"ez1l170\" data-lazy=\"1\" class=\"module_row themify_builder_row fullwidth_row_container tb_ez1l170 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_vin5710 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_kk2z103 track supplyChain  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h6>Track: Supply Chain<\/h6>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_w84s007   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Multi-Echelon Mix and Blend Optimization in Grains Supply Chain<\/h2>\n<p>This work focuses on designing an agile supply chain model to optimize the flow of soybean and corn grains through a multi-echelon network of facilities in Brazil. The key objective of this model is multifold starting from maximizing the throughput utilization of facility assets, gains from mixing and blending to minimizing the demurrage of river barges, while proactively tackling business constraints such as limited storage capacity, drying capacity and higher production volumes during the peak harvest seasons. While the problem statement seems straight-forward, the main challenge arises from blending equations being quadratic in nature rendering the problem computationally intractable. We employ novel approximation techniques to replace the large MINLP formulation and the proposed MILP is solved using Gurobi, to derive a 15-day tactical plan of good solution quality within reasonable computational effort.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>Madhushini Narayana Prasad Madhushini Narayana Prasad Lead Data Scientist at Cargill R&amp;D Madhu Narayana Prasad is a lead data scientist at Engineering and Data Sciences Division of Cargill R&amp;D. She is passionate about designing and implementing efficient and scalable optimization algorithms to solve large-scale high-value industry problems. Madhu holds a PhD degree in Operations Research [&hellip;]<\/p>\n","protected":false},"author":1001094,"featured_media":2648,"parent":712,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-2735","page","type-page","status-publish","has-post-thumbnail","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Madhushini Narayana Prasad - 2023 INFORMS Business Analytics Conference<\/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:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Madhushini Narayana Prasad\" \/>\n<meta property=\"og:description\" content=\"Madhushini Narayana Prasad Madhushini Narayana Prasad Lead Data Scientist at Cargill R&amp;D Madhu Narayana Prasad is a lead data scientist at Engineering and Data Sciences Division of Cargill R&amp;D. She is passionate about designing and implementing efficient and scalable optimization algorithms to solve large-scale high-value industry problems. Madhu holds a PhD degree in Operations Research [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/\" \/>\n<meta property=\"og:site_name\" content=\"2023 INFORMS Business Analytics Conference\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/INFORMSpage\/\" \/>\n<meta property=\"article:modified_time\" content=\"2023-02-21T19:28:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"300\" \/>\n\t<meta property=\"og:image:height\" content=\"300\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@2023_Analytics\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/\",\"name\":\"Madhushini Narayana Prasad - 2023 INFORMS Business Analytics Conference\",\"isPartOf\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\",\"datePublished\":\"2023-02-21T19:21:22+00:00\",\"dateModified\":\"2023-02-21T19:28:58+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\",\"contentUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\",\"width\":300,\"height\":300},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Speakers\",\"item\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Madhushini Narayana Prasad\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#website\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/\",\"name\":\"2023 INFORMS Business Analytics Conference\",\"description\":\"Aurora, CO | April 16-18, 2023\",\"publisher\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#organization\",\"name\":\"INFORMS\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2022\/03\/INFORMS_Logo_full_color.jpg\",\"contentUrl\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2022\/03\/INFORMS_Logo_full_color.jpg\",\"width\":300,\"height\":72,\"caption\":\"INFORMS\"},\"image\":{\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/INFORMSpage\/\",\"https:\/\/x.com\/2023_Analytics\",\"http:\/\/instagram.com\/informs_orms\",\"https:\/\/www.linkedin.com\/groups\/82644\/profile\",\"https:\/\/www.pinterest.com\/informs\/_saved\/\",\"https:\/\/www.youtube.com\/user\/INFORMSonline\",\"https:\/\/en.wikipedia.org\/wiki\/Institute_for_Operations_Research_and_the_Management_Sciences\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Madhushini Narayana Prasad - 2023 INFORMS Business Analytics Conference","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:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/","og_locale":"en_US","og_type":"article","og_title":"Madhushini Narayana Prasad","og_description":"Madhushini Narayana Prasad Madhushini Narayana Prasad Lead Data Scientist at Cargill R&amp;D Madhu Narayana Prasad is a lead data scientist at Engineering and Data Sciences Division of Cargill R&amp;D. She is passionate about designing and implementing efficient and scalable optimization algorithms to solve large-scale high-value industry problems. Madhu holds a PhD degree in Operations Research [&hellip;]","og_url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/","og_site_name":"2023 INFORMS Business Analytics Conference","article_publisher":"https:\/\/www.facebook.com\/INFORMSpage\/","article_modified_time":"2023-02-21T19:28:58+00:00","og_image":[{"width":300,"height":300,"url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@2023_Analytics","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/","name":"Madhushini Narayana Prasad - 2023 INFORMS Business Analytics Conference","isPartOf":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#website"},"primaryImageOfPage":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage"},"image":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage"},"thumbnailUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg","datePublished":"2023-02-21T19:21:22+00:00","dateModified":"2023-02-21T19:28:58+00:00","breadcrumb":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#primaryimage","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg","contentUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg","width":300,"height":300},{"@type":"BreadcrumbList","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/madhushini-narayana-prasad\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/"},{"@type":"ListItem","position":2,"name":"Speakers","item":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/speakers\/"},{"@type":"ListItem","position":3,"name":"Madhushini Narayana Prasad"}]},{"@type":"WebSite","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#website","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/","name":"2023 INFORMS Business Analytics Conference","description":"Aurora, CO | April 16-18, 2023","publisher":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#organization","name":"INFORMS","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#\/schema\/logo\/image\/","url":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2022\/03\/INFORMS_Logo_full_color.jpg","contentUrl":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/files\/2022\/03\/INFORMS_Logo_full_color.jpg","width":300,"height":72,"caption":"INFORMS"},"image":{"@id":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/INFORMSpage\/","https:\/\/x.com\/2023_Analytics","http:\/\/instagram.com\/informs_orms","https:\/\/www.linkedin.com\/groups\/82644\/profile","https:\/\/www.pinterest.com\/informs\/_saved\/","https:\/\/www.youtube.com\/user\/INFORMSonline","https:\/\/en.wikipedia.org\/wiki\/Institute_for_Operations_Research_and_the_Management_Sciences"]}]}},"builder_content":"<img src=\"\/wordpress\/analytics2023\/files\/2023\/02\/Madhushini_Narayana_Prasad.jpg\" title=\"Madhushini Narayana Prasad\" alt=\"Madhushini Narayana Prasad headshot\"> <h3> Madhushini Narayana Prasad <\/h3>\n<h1>Madhushini Narayana Prasad<\/h1> <h1>Lead Data Scientist at Cargill R&amp;D<\/h1> Madhu Narayana Prasad is a lead data scientist at Engineering and Data Sciences Division of Cargill R&amp;D. She is passionate about designing and implementing efficient and scalable optimization algorithms to solve large-scale high-value industry problems. Madhu holds a PhD degree in Operations Research and Industrial Engineering from The University of Texas at Austin and has 7+ years industry experience in the field of supply chain analytics and optimization. She specializes in the application of operations research methodology to industries spanning heavy equipment manufacturing, airline systems, oil &amp; gas and food &amp; agriculture.\n<h6>Track: Supply Chain<\/h6>\n<h2>Multi-Echelon Mix and Blend Optimization in Grains Supply Chain<\/h2> <p>This work focuses on designing an agile supply chain model to optimize the flow of soybean and corn grains through a multi-echelon network of facilities in Brazil. The key objective of this model is multifold starting from maximizing the throughput utilization of facility assets, gains from mixing and blending to minimizing the demurrage of river barges, while proactively tackling business constraints such as limited storage capacity, drying capacity and higher production volumes during the peak harvest seasons. While the problem statement seems straight-forward, the main challenge arises from blending equations being quadratic in nature rendering the problem computationally intractable. We employ novel approximation techniques to replace the large MINLP formulation and the proposed MILP is solved using Gurobi, to derive a 15-day tactical plan of good solution quality within reasonable computational effort.<\/p>","_links":{"self":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/pages\/2735","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/users\/1001094"}],"replies":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/comments?post=2735"}],"version-history":[{"count":5,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/pages\/2735\/revisions"}],"predecessor-version":[{"id":2740,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/pages\/2735\/revisions\/2740"}],"up":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/pages\/712"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/media\/2648"}],"wp:attachment":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2023\/wp-json\/wp\/v2\/media?parent=2735"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}