{"id":7767,"date":"2022-04-20T09:37:57","date_gmt":"2022-04-20T04:07:57","guid":{"rendered":"https:\/\/www.goseeko.com\/blog\/?p=7767"},"modified":"2025-10-27T22:33:49","modified_gmt":"2025-10-27T17:03:49","slug":"what-is-simplex-method","status":"publish","type":"post","link":"https:\/\/www.goseeko.com\/blog\/what-is-simplex-method\/","title":{"rendered":"What is simplex method?"},"content":{"rendered":"\n<p>The simplex method is one of the most powerful and popular linear programming methods. The simplex method is an iterative procedure to get the most viable solution. This method keeps transforming the values &nbsp; of the fundamental variables to get the maximum value of the objective function.<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/lLluhCSN91pAdfOeU7vyDEKP4ByNEery8pU-rX-k0_lVOi7YyEdLDOqKPOimqx6vSwOGxdkgCDwRVvSOeDcNKEmJvLznlcJeBEvNoT2_o5rf8fg1awuW6QkWSDCtPfhFDnjlaDBc\" alt=\"\" style=\"width:256px;height:51px\"\/><\/figure>\n\n\n\n<p>Linear programming functions are in standard form when trying to maximize the objective function. Subject to constraints,<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/Y934q_BtYwsWE58Kl0r34AQPf9RLBZcbvNjGDs5ypTCU_dLLBZCE_uIN48VhgXGAge5x1jeeI2fpU_Is_AsYYeWvZYNixFuEpBwPrwY83pQ2EeXxOdWoQh-pq_hCWcVH7ekN1RgQ\" alt=\"\" style=\"width:261px;height:39px\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/a1Tvj-YdHZqZ5I9S24KY1JQ1f2Oba2H1gbORB01DLvo9MMwQQo_v6ewozhw6rOvr4i-sMjxbBNd23EputIdaoO2xVyuVg75rjacyKVplngQgCkyFbdEdGEKBgql4gOLvsj4pAgUX\" alt=\"\" style=\"width:274px;height:46px\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/Yw3K_FO_HFc-7H8DHV1b_qlsvRc8hYtitqhuJ3zUxHeebM9Zza9_zRaCJgpEHovotliiAg_hSUUsMKdVyM3QaQP7rS3O0rs-WyoR5xf-EPXgQqhUezzmF2jQ_RjdIKya_BQxLfxo\" alt=\"\" style=\"width:284px;height:48px\"\/><\/figure>\n\n\n\n<p>Here and after adding the Slack variable, the system of corresponding constraint equations Where,<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/aBQQ5cvtscEdjFcwmM-6RiH9zoAu83j3qICrvSpmlyyONP6Wn8I1fu-uhKyFA5brPv2IgDSLo4Zhq1VWmaav20vvWL5scW0zs-KXKj6gUAz2VXIzjVgyHDTr-Hk1DnUZum4JbLdl\" width=\"59\" height=\"25\"><\/p>\n\n\n\n<p>S1, s2\u2026\u2026\u2026\u2026sm is called a slack variable. These are non-negative numbers that are added to remove the inequality from the equation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Solved example-1<\/h2>\n\n\n\n<p><strong>Example: Maximize-<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/9_ES8CnQz6z-jsg2mQNE0CpuRV_Skf8N1sWTC9kYuywfKK_Aaf225fQebLYKJzlkJV-r3sFDQYXd-dooSg4ERL7dve4Y2y9zQCpjyzk9pU2NHLtGhL5KUln6yi_y5_ata4R1fdoD\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>Subject to-<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/xH7KHKZDj4UvNIkAUfzqdNpyLnn_uOLuTjuJn6a9zvq_caV-M4FQomgsCfhVryiKiZycXWgpfZvR1-Yv93KBaetNi6XRtNMSGOtFD487ymDjct6t4-dUuiYLzrsVPD45ZmiCTE7_\" alt=\"\" style=\"width:146px;height:102px\"\/><\/figure>\n\n\n\n<p><strong>By using simplex method.<\/strong><\/p>\n\n\n\n<p><strong>Solution<\/strong><\/p>\n\n\n\n<p>Here we have<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/Nof2yPUi_VwVJQq_JmgTGw2sijAWH-FuMeRZkn6WAjmno8TxkYxmgondCMa2wKleOPvxyAWm9_vhtSLXnFmT9qTqPuNqLAECBVR2WbjnJiJwM6sQEQt_P4LMcwfbrsLms5He9jPd\" alt=\"\"\/><\/figure>\n\n\n\n<p>And&nbsp; the inequalities-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/aUpue0a-4_AYWIs3Tfhn9TCSf8zXxOUd3Sz6G-HectYMx6vntPNA_2vgXI_3YymIyIJdbxLLWo0Dm0BlLDI0Hxh61s4E61GtpVBGsF16SnZ0r8lpBxaHSr2EPRwcwbYRJas7RWHh\" alt=\"\"\/><\/figure>\n\n\n\n<p>By adding s1 and s2 we get-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/7xjx9C7D8CgNQYbiLlty1LZlf8iaGXAqk7N7lrNsYIdwmI-XpqT6BnPKs0RsQ3CnYTyZgyDr0mX6BNNPE4eejmBr04L3KpY3eErMdsQ7sCl_H3dLsd5MkmahpksTmHf74FerYvqw\" alt=\"\"\/><\/figure>\n\n\n\n<p>Putting decision variables <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/tiWuJzvFKUw-F_lPHJJDWQN1QE9ZJaAJ2U75nbFpQ-4RSp6eIlirSNIh_9PlD1dfF3foXo1KehUBYfR0KSsp4XjxUM0eUo6mZGGIwHWfo42ZyfY3pm-msVKpN1RZIglwsF2WjK2L\" width=\"62\" height=\"19\"> equals to zero, we get-<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/wisiocWdhMDybkA12xIJYcCjI5TWmGlZZohhbQmuapfwSok_NjCrHeLCqajhryksOMKMoj8eylXGQpJSh0ikHACk5BiAO-697QWZ6AnIJ1c_uA6X3GHz55NNxWEmhxqIdHDe9Cwb\" alt=\"\" style=\"width:292px;height:70px\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/HHwu_fwTkKDoyU_P338iUQ0rYYvCk3RDWqXl6U4eYBbRxTtb7NgPMSfahuqyv52A2by7Ow5te0Ndr6vcDERBHUxOAUAAhBBJP5gLzPUBtoaPCPDazXZKXHBrUu7h7g2SwkWYEBLI\" alt=\"\" style=\"width:495px;height:156px\"\/><\/figure>\n\n\n\n<p>Since the coefficient (\u20133) of&nbsp; x3 is most negative, so <em>x<\/em>3 is an entering variable.<\/p>\n\n\n\n<p>The smallest ratio is 1 in the <em>s<\/em>2-row, therefore <em>s<\/em>2 is the departing variable. The pivot entry (2) is at the intersection of <em>x<\/em>3-column and <em>s<\/em>2-row.<\/p>\n\n\n\n<p>To make pivot entry (1), we multiply third row by \u00bd, we get-<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/oP63ZMk5ny_PM6D3SeYmCGZkbPbcdzi6GbZZiO9Nk7wu9mv1ZTNdz_X9riYFzBMDedLLBKWBUnUvPBAUpXgFCYvk9jqfZ1IDHJX5Og3PtpwPwYgmZuPknChiKCL-bhzG5upJBNen\" alt=\"\" style=\"width:431px;height:129px\"\/><\/figure>\n\n\n\n<p>Applying<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/ZldMvpkx3VynS-ltuIQrgx6J7QN0nzdUb0ZHmYHEA0GDlN-BlcIEKc_zfBw-o42aFOQ3pMx8UClD5kRhHZ1PW0SdXfrk0Vg9_QFP-x2GkdJvpn_E9f6jgDkveOTw2SrMP2hZkYHm\" width=\"228\" height=\"20\">, we get<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/lWa9ax-MZRd0CgkqsjfGb0GRnXbUZyPQVltskqEDLUg6jMD34Z9TjI2t9V6y5jTREdP2xwP-o_oq3RXtPUYmb5hwAWJyI1hxNtVuYzW9AopJsw93aikdB-jfW13W6csaQzTC5-nm\" alt=\"\" style=\"width:428px;height:174px\"\/><\/figure>\n\n\n\n<p>Since, Z row of the table has non-negative entries in the column of variables, therefore, this is the case of optimal solution. From the last column of the table we have x1 = 0, x2 = 0 and x3 = 1 and the maximum value of Z = 3.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Solved example-2<\/h2>\n\n\n\n<p>Solve a product-mix problem for which the values of ?1 and ?2 that<\/p>\n\n\n\n<p>Maximize: ? = 3?1 +2?2<\/p>\n\n\n\n<p>Subject to: \u2212?1 + 2?2 \u2264 4<\/p>\n\n\n\n<p>3?1 + 2?2 \u2264 14<\/p>\n\n\n\n<p>?1 \u2212 ?2 \u2264 3<\/p>\n\n\n\n<p>?1 \u2265 0 , ?2 \u2265 0<\/p>\n\n\n\n<p>Sol:<\/p>\n\n\n\n<p>The solution process to maximize first introduce the slack variables ?1 , ?2 ??? ?3 . Hence<\/p>\n\n\n\n<p>????????: ? = 3?1 + 2?2 +0. ?1 +0. ?2 + 0. ?3<\/p>\n\n\n\n<p>We get<\/p>\n\n\n\n<p>?1 + 2?2 +?1 +0. ?2 + 0. ?3 = 4<\/p>\n\n\n\n<p>3?1 +2?2 + 0. ?1 +?2 +0. ?3 = 14<\/p>\n\n\n\n<p>?1 \u2212 ?2 + 0. ?1 + 0. ?2 + ?3 = 3<\/p>\n\n\n\n<p>?1 , ?2 , ?1 , ?2 , ?3 \u2265 0<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/UuEGGEjK7nIMXoMzcj4o_BFBerQ_1Q_9fibRp1ejcQgfBz3kx2o41DVwvnyUjQoWO-Z5MjxbZY0QYBlTvnDQxZy1dOoFzQXOXdKCH99CJvd-ayuNZnWpCDx33VHqfwSMSO5DJwIX\" alt=\"\" style=\"width:488px;height:220px\"\/><\/figure>\n\n\n\n<p>From the table the pivot element is 1 hence the pivot column is the first column and the pivot row is the third row because of the most negative number on that column and least positive ratio respectively.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/hhVotLocsn9_2xeTWslWzwdWs4ZUbeKEEBvx7Ekcggk68E1tHpJ2wSwSUiMfl4chgmfXJPMZmHLxywMfgZe5rvZg8G5fvqmrG0uTK_3DjWdxNg0ka5P4E22N-H-5nMd2tt6u-a9B\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/Y-qtjo9jtU47UeT4ou77zHEWvI0FS3OB4IZnPh-7hefdzCzqEiHOq2UvB2meGeTXXMVCW3lXLKQAJLkKSiqNn-QDcVfdX4G1kSC68isAo9fDj4SZKcKdXatRGc6_oOPJFDVTmWzj\" alt=\"\" style=\"width:504px;height:226px\"\/><\/figure>\n\n\n\n<p>Here again the second column is the pivot column and the second row is also pivot row.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/ykg9nz_auUF2NU-K_0blfut6eYu1_eU3vZaofwGe5gvNGM7c3WStqx2E4cAYd3S0zuqPiz0WD8iMRUUxdJnqvmjYBnK9vsSMqEwZn95jB5otIgQ23GjIBvBA2Wkc-dy4S3z3tvMk\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/E9YHUlAqfZAI_xW-0fJ0AjbMHp64_vfZ6uIfkOd8896tbcdtAhOG0o7ol3Vk66XQcu9kW3MIoVDUXNrBqZjSl5Po_NGj9khdkqXzyRo3uJOKDuG5Ylaauv9etNvg1cEcoDHUcBFH\" alt=\"\" style=\"width:606px;height:84px\"\/><\/figure>\n\n\n\n<p>If the value of ?? \u2212 (contribution of unit price to the profit) are all positive or zero, the current basic feasible solution is optimal. But there values one or more negative choose the variable corresponding to which the value of ?? \u2212 ?? is least i.e most negative.<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/guxlOe6Op_XPQK9hp562TZRtR1ZpYMoOfAjT6hyPd6sShThLwxXIKy34Yc1BBfzdLvmwN33kGzc4Ja-fAiQMYijrfOer8_3Nb2361xbOsJ4HTeooDDXtdrfSoWtAXWHQT39JsNbo\" alt=\"\" style=\"width:503px;height:121px\"\/><\/figure>\n\n\n\n<p>Hence the optimal solution will be-<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/qZs_N44SEeU3tGSLSi40Hdl_yQU_kyAIf-rL0zkZwaFZiLGZjyYzarrOe6OSYj_40q_IWyIKbUIeT6xOcKuqeKFsNTYW5_AGBZzyy0GvjhURuRzvPsuu-XGlu2ViS6TDpirCxGun\" alt=\"\" style=\"width:167px;height:21px\"\/><\/figure>\n\n\n\n<p>And Max. Z = 14<\/p>\n\n\n\n<p><strong>Interested in learning about similar topics? Here are a few hand-picked blogs for you!<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.goseeko.com\/blog\/sequencing-problems-n-jobs-2-machines\/\" target=\"_blank\" rel=\"noreferrer noopener\">What is sequencing problem?<\/a> <a href=\"https:\/\/dundgovi.cfga.gov.mn\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dundgovi.cfga.gov.mn\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-permutation\/\" target=\"_blank\" rel=\"noreferrer noopener\">What is permutation?<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The simplex method is one of the most powerful and popular linear programming methods. The simplex method is an iterative procedure to&hellip;<\/p>\n","protected":false},"author":3,"featured_media":7791,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[31],"tags":[],"class_list":["post-7767","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-maths"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is simplex method? - Goseeko blog<\/title>\n<meta name=\"description\" content=\"The simplex method is one of the most powerful and popular linear programming methods. 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