{"id":13032,"date":"2021-12-05T20:08:18","date_gmt":"2021-12-06T01:08:18","guid":{"rendered":"https:\/\/carleton.ca\/scs\/?page_id=13032"},"modified":"2026-06-02T14:59:24","modified_gmt":"2026-06-02T18:59:24","slug":"tr-00-07-a-kohonen-like-decomposition-method-for-the-euclidean-traveling-salesman-problem-knies_decompose","status":"publish","type":"page","link":"https:\/\/carleton.ca\/scs\/research\/scs-technical-reports\/technical-reports-2000\/tr-00-07-a-kohonen-like-decomposition-method-for-the-euclidean-traveling-salesman-problem-knies_decompose\/","title":{"rendered":"TR-00-07: A Kohonen-like Decomposition Method for the Euclidean Traveling Salesman Problem &#8211; KNIES_DECOMPOSE*"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        TR-00-07: A Kohonen-like Decomposition Method for the Euclidean Traveling Salesman Problem &#8211; KNIES_DECOMPOSE*\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n<p>Carleton University<br>\n<a href=\"https:\/\/carleton.ca\/scs\/research\/scs-technical-reports\/technical-reports-2000\/\">Technical Report<\/a> TR-00-07<br>\nOctober 2000<\/p>\n\n\n\n<h2 id=\"a-kohonen-like-decomposition-method-for-the-euclidean-traveling-salesman-problem-knies_decompose\" class=\"wp-block-heading\">A Kohonen-like Decomposition Method for the Euclidean Traveling Salesman Problem &#8211; KNIES_DECOMPOSE*<\/h2>\n\n\n\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">\n<div class=\"tr_t3\">Necati Aras, I. Kuban Altinel, B. John Oommen<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h3>Abstract<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p>In addition to the classical heuristic algorithms of operations research there have also been several approaches based on arti\fcial neural networks for solving the traveling salesman problem. Their e\u000eciency, however, decreases as the problem size (number of cities) increases. A technique to reduce the complexity of a large-scale TSP instance is to decompose or partition it into smaller subproblems. In this paper we introduce an all-neural decomposition heuristic that is based on a recent self-organizing map called KNIES, which has been successfully implemented for solving both the Euclidean traveling salesman problem (TSP) and the Euclidean Hamiltonian path problem (HPP). Our solution for the TSP proceeds by solving the HPP for the subproblems, and then patching these solutions together. No such solution has ever been reported.<\/p>\n\n\n\n<p><a href=\"https:\/\/carleton.ca\/scs\/wp-content\/uploads\/sites\/260\/TR-00-07.pdf\">TR-00-07.pdf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Carleton University Technical Report TR-00-07 October 2000 A Kohonen-like Decomposition Method for the Euclidean Traveling Salesman Problem &#8211; KNIES_DECOMPOSE* Necati Aras, I. Kuban Altinel, B. John Oommen Abstract In addition to the classical heuristic algorithms of operations research there have also been several approaches based on arti\fcial neural networks for solving the traveling salesman problem. [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":12258,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[],"class_list":["post-13032","page","type-page","status-publish","hentry"],"acf":{"cu_post_thumbnail":false},"_links":{"self":[{"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/pages\/13032","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/comments?post=13032"}],"version-history":[{"count":1,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/pages\/13032\/revisions"}],"predecessor-version":[{"id":13033,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/pages\/13032\/revisions\/13033"}],"up":[{"embeddable":true,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/pages\/12258"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/media?parent=13032"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/scs\/wp-json\/wp\/v2\/cu_page_type?post=13032"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}