{"id":5188,"date":"2021-09-02T00:58:06","date_gmt":"2021-09-01T19:28:06","guid":{"rendered":"https:\/\/www.goseeko.com\/blog\/?p=5188"},"modified":"2026-02-08T13:33:10","modified_gmt":"2026-02-08T08:03:10","slug":"what-is-numerical-integration","status":"publish","type":"post","link":"https:\/\/www.goseeko.com\/blog\/what-is-numerical-integration\/","title":{"rendered":"What is numerical integration?"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>Overview<\/strong> (numerical integration)<\/h2>\n\n\n\n<p><a href=\"https:\/\/math.libretexts.org\/Courses\/Mount_Royal_University\/MATH_2200%3A_Calculus_for_Scientists_II\/2%3A_Techniques_of_Integration\/2.5%3A_Numerical_Integration_-_Midpoint%2C_Trapezoid%2C_Simpson's_rule\" target=\"_blank\" rel=\"noreferrer noopener\">Numerical integration<\/a> is the method to calculate the approximate value of the integral by using numerical techniques.<\/p>\n\n\n\n<p>There are various useful and interesting methods for <a href=\"https:\/\/math.libretexts.org\/Courses\/Mount_Royal_University\/MATH_2200%3A_Calculus_for_Scientists_II\/2%3A_Techniques_of_Integration\/2.5%3A_Numerical_Integration_-_Midpoint%2C_Trapezoid%2C_Simpson's_rule\" target=\"_blank\" rel=\"noreferrer noopener\">numerical integration<\/a> such as trapezoidal rule, Simpson\u2019s rules, Gauss\u2019s, Newton-Leibnitz rules etc.<\/p>\n\n\n\n<p>Generally, we use fundamental theorem of calculus to find the solution for definite integrals.<\/p>\n\n\n\n<p>Sometime integration becomes too hard to evaluate therefore, numerical methods are used to find the approximated value of the integral.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Numerical Integration<\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/math.libretexts.org\/Courses\/Mount_Royal_University\/MATH_2200%3A_Calculus_for_Scientists_II\/2%3A_Techniques_of_Integration\/2.5%3A_Numerical_Integration_-_Midpoint%2C_Trapezoid%2C_Simpson's_rule\" target=\"_blank\" rel=\"noreferrer noopener\">Numerical integration<\/a> is a process of evaluating or obtaining a definite integral <img loading=\"lazy\" decoding=\"async\" width=\"71\" height=\"35\" src=\"https:\/\/lh5.googleusercontent.com\/U9uoZtMRCtr1TF5PbznZ6cOCaxDGSchjzGMnB4xFcs97swTYifJtir6bDx5kqe4cmVlaLjEpPd-8Pa6aNNfKb_a9ByNz5sWMo52q6eGehEuzkfxV5Ju2OzX_2iyBoiARD9LuBdsq=s0\"> from a set of numerical values of the integrand f(x).<\/p>\n\n\n\n<p>In case of function of single variable, we call this as quadrature.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Trapezoidal Method<\/strong><\/h2>\n\n\n\n<p>Suppose, the interval [a,b] be divided into n equal intervals such that <img loading=\"lazy\" decoding=\"async\" width=\"198\" height=\"20\" src=\"https:\/\/lh6.googleusercontent.com\/tFmHOt1FVRIU7SL-QwlizNqHMYGlP6Xdeh0uabzrro-X-qbNF_MNApDeOx_aD27QShTVQaCBILgQz6tZTtcr3B6-DyA03ln_fnf3u-6l0a1JQ8jgocaJa0fDVWkoWEMolDLb3dB1=s0\"><\/p>\n\n\n\n<p>Here <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/yCppPAlCjGyOfqHwgvsnrrgf52l45B8SL90T53ivYQuocET_qhVwlF8dQkHbvgrYDhFPItrFZpv-3yUOF7py2KNWqlbZAOFkorLomeQeorIV9WFpVDpuP14rYGXYSkpc-6RYNeAy=s0\" width=\"97\" height=\"23\"><\/p>\n\n\n\n<p>To find the value of&nbsp; <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/oVwGUdQVjo3p71EhXoq3vlnbzpUTiU5gTSnvCSLX6vnWdkzE_eLuuuMC5P41Avk41QXRapV_ow63bkGpXablToBdrDR8LjVuU4tMv7EGqGNnlqAsdV9rysUBbJtmSxXvZVNPp705=s0\" width=\"98\" height=\"35\"><\/p>\n\n\n\n<p>Setting n=1, we get<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/XXqhPjDJ5Hh2uZgBZA2Zhhopv-sAUxbc8WLIjIzpUC2vk-9dvHvrj1vAknwE-X_bfuBbwViJYTBwD4lASVH5z6aFOWuXdfBjxnO8mzoT0EyqbMuNHMK1eSah1-joBdZXnGSFaRfP=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Or<\/p>\n\n\n\n<p>I = \u00bd (h) [(sum of the first and last ordinates) + 2( sum of all intermediate ordinates)]<\/p>\n\n\n\n<p>The above is the Trapezoidal rule.<\/p>\n\n\n\n<p><strong>Note:<\/strong> In this method second and higher difference has to be neglected and so that f(x) is a polynomial of degree 1.&nbsp;<\/p>\n\n\n\n<p><strong>Geometrical Significance:<\/strong> The curve y=f(x), we replace by n straight lines with the points <img loading=\"lazy\" decoding=\"async\" width=\"490\" height=\"22\" src=\"https:\/\/lh6.googleusercontent.com\/5_u-H9WJ0eiT2CtmeMtLtB0tfPQaammgfRHYikz_7xgG8XJd_Yk4sEf8duDSkK3JodkxqMifJvX_0MNIlRq7G5fEmkMs7p5izk4Im4t7_wT4zRL7Jgre-HXFUxSeZGsvJ28Y4EBF=s0\"><\/p>\n\n\n\n<p>The area bounded by the curve y = f(x), the ordinates x=xo and x=xn the x axis is approximately equivalent to the sum of the area of the n trapeziums obtained.<\/p>\n\n\n\n<p><strong>Example: Solve using trapezoidal rule with five ordinates<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/5RMDPhlQ92tF7DPGadN_tSsU5zkNPiZpqGwD4mCohOHqWodkEg42357GSzuieE_41Qx3WuUXyYlksRH6Zk7_NTvw8LRMYLIONFvYj98O0X77yE5WGCvab4XnemFHOv22Wp7d6gHt=s0\" alt=\"\"\/><\/figure><\/div>\n\n\n<p>Sol:<\/p>\n\n\n\n<p>Here, we have<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/PKWaBlZepgd3zguxERsIVii2HJl0NALaMnVzFEfu43fty23HmJxevDs1Fv6lnKBMNVvCEV-YRRcrJmLykLtxyjj9a8mJe8Qs5dzVuxe1SgAJJm3d__XnywfXNHnvNRBg_3O4F-St=s0\" alt=\"\"\/><\/figure><\/div>\n\n\n<p>Now, we construct the data table:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/JDEmFl6ASlRNsZmyM5ry0kSqQwfdRdUgPHjGr9zRegRmhWuH1HK4LyEF2FzQxw6yBG_ce7szw5915tZTjG1KbSfpXdNGzj_NttlHYlrqKaREp9WWo_PAq3kfJ2PhWBjx0JhIsgTb=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>I = \u00bd (h) [(sum of the first and last ordinates) + 2( sum of all intermediate ordinates)]<\/p>\n\n\n\n<p>Simpson\u2019s rules are very useful in numerical integration to evaluate such integrals.<\/p>\n\n\n\n<p>Here we will understand the concept of Simpson\u2019s rule and evaluate integrals by using numerical technique of integration.<\/p>\n\n\n\n<p>We find more accurate value of the integration by using Simpson\u2019s rule than other methods<\/p>\n\n\n\n<p>Therefore we will study about Simpson\u2019s one-third rule and Simpson\u2019s three-eight rules.<\/p>\n\n\n\n<p>But in order to get these two formulas, we should have to know about the general quarature formula-<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/to8Npm812H0SkHliMJSV91-VSxVcjWSvMS0em3DmB0Cf3_34qX5_oe6I_XTL9OFbHaSmAyiscfV5Hn0OILxN5JPFnBO4vIJ9-67KrUv56DC_yflWK-WzSe5r0_BjOoJDwDObraze=s0\" width=\"499\" height=\"82\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Simpson\u2019s rule<\/strong><\/h2>\n\n\n\n<p>Here we will understand the concept of Simpson\u2019s rule and evaluate integrals by using numerical techniques of integration.<\/p>\n\n\n\n<p>In this paragraph, we are going to discuss two very important methods, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Simpson%27s_rule#:~:text=In%20numerical%20integration%2C%20Simpson's%20rules,Simpson%20(1710%E2%80%931761).&amp;text=If%20the%201%2F3%20rule,obtains%20the%20composite%20Simpson's%20rule.\" target=\"_blank\" rel=\"noreferrer noopener\">Simpson&#8217;s one-third rule and Simpson\u2019s three-eight rules.<\/a><\/p>\n\n\n\n<p><strong>General quadrature formula-<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/nXK5LWbBCAKwkoIyYh76a6f5llsDlth9ikWgFWnqAprM-f4TuhhytpTo8jfNy4P4serwd2WmstyraFJY_s5nX-DMyC9PniXl9Tam3oGYFVHDUD4d43hyrqXzGE6_bcw2cjV1ol7X=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>The general quadrature formula is gives as, <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/Adx9WjZisq2o_xLUjowNOaWKFSw7MfCzZaen_JuFyZCBXDrXFTJMNgrhMiYPuj4Q77DKA_P6wlpCWpxX9d92GbaKrXJrET9DytQxTGLqPaLykd6K1EMHlxq_RqBK3w6eqGTPFjXY=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>We get Simpson\u2019s one-third and three-eighth formulas by putting n = 2 and n = 3 respectively in the general quadrature formula.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Simpson\u2019s one-third rule<\/strong><\/h2>\n\n\n\n<p><strong>&nbsp;<\/strong>Put n = 2 in general quadrature formula-<\/p>\n\n\n\n<p>We get-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/zrpas09pVHN2meqKAVwZLS0mxjhMWiaAVomlMUIaNv0U2mikTedYdJhGxHQW2qhl9S7iA-4FHuJlrSngRbqHw-KUTgF9JNaNH9hk9nSb_SXvw3LkhoK9VRmRBkkkKJy0pXyZh2l6=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Note- the given interval of integration has to be divided into an even number of sub-intervals.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Simpson\u2019s three-eighth rule<\/strong><\/h2>\n\n\n\n<p>Put n = 3 in general quadrature formula-<\/p>\n\n\n\n<p>We get-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/RQG3erXSX4p7N9fgK6P4Okc-7duFE9FWZ1fY6pxJxylW4lPNrLUthbg39D6Ks02uNrkIU8qCD2BjTD--VCM-1xG8cBmA5DrcTTG8THTd1NarSRwe1MWX4dyrwGkR-PkN5P79OTLm=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Note- the given interval of integration has to be divided into sub-intervals whose number n is a multiple of 3.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Solved examples of numerical integration<\/h2>\n\n\n\n<p><strong>Example: Calculate the value the following integral by<\/strong> <strong>using the<\/strong> <strong>Simpson\u2019s rules<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/97hfEhuqQIiSwZswaEQO1As5bwOFewGKZrJUM2_gFdTG2lZDrhkFkXnBhLazuK_d4qG9D1srTGImW8XuR20GtcuiubegxkSwjrvoMGYglltJP2aa4xrBD14Fd9QkM7Ok5UjvkZsx=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>Solution-<\/strong><\/p>\n\n\n\n<p>First of all we will divide the interval into six part, where width (h) = 1, the value of f(x) will be<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/7MwqF2-2uJebpZhWLKEPYOgBuMCAFgvYobm6wTZs5RjYk6UDLr6KDckeYJOVj0dIpZvlW7GjJxdb6usE72qFJj8H8t45SPNvNqvbzhOUiOk6Zz3FMUj1Hz3u71L4_P3HFnzx_N_C=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Now we will use Simpson\u2019s 1\/3<sup>rd<\/sup> rule-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/Xz4ts_bbXyB92l6jkLBIxqAK8iRJObuO4C8VQ3qdDKul2M0aIfR213tetfurJiK9o6dVaJ_pzuO-NlcCxiPBm04Z0hefTroa5Ua6R8fplu4tnf784l76gQjMPZiSzfeJYZ1L3gGa=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Therefore we get<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/ziDGXkFYn4jsKXFCEqyprBvweAmITH6Et1envyc2mhn4MTOX7kBIKYwIavGC36f76sYzSlUwHGUfB2K4kMIEC_W4vBr04UT5tSeJU2DRhDvyUNkhjRpXHtnKZkORZNbdFTLBuykJ=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>And now<\/p>\n\n\n\n<p>Now using Simpson\u2019s 3\/8<sup>th<\/sup> rule-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/n0yDYv7fSNOuwBffuuV_Tl7SKEZn2ZVSTssNkW6CxMOGpFGFT-rNCTbbV1dOKVbLnBQYZmGs2cslS-0hn0RQfhmfCNv75Tiv0IVa_BREhjimUECrbcUKded5M605sM-QXc8BQE7W=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>Example: Evaluate the approximated value of the following integral by using Simpson\u20191\/3<sup>rd<\/sup> rule.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/TDjm4WDrv3wP5-G2U0kXHZ5AwAfCWhI_wSHtZ1ZshFlWpBtvK4qrDDMWLwmHDn2DH1JATw58-7_WatHwLotVD8CTHaq1IfsVrrT59cH9IEe7nRnaMumPYM8VGp3tnMx56_h8X9bK=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Solution-<\/p>\n\n\n\n<p>The table of the values, we get<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/C7Dxn1ylCPez_FgHAnU9Jadjdso8651okXy8jLoC99XC80k0WRsUmB6ne73xDYbn2Y_4tfMnn75uE5n_kjQj-tvVRtqXWCSk1sx6Z5SmeRu7y4KBAeY0d2Gu0cmhfIhh6hlWn1Ln=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Now using Simpson\u2019s 1\/3<sup>rd<\/sup> rule-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/3Uot7fIieTOM49546ajzyr2uW8815dLtkgySdc0FR4EGntFRLD0gAJezJguxeOIYHzkVjTJNPuoFGORAiVJMVf-jAQ_UX_Flq1uiOomrdZwXNQStqWy6ifMer7Xbr-gSqF-hv0lr=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>We get-<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/DCh-L50JazcQaxpexq1TECt2FiFWnGYqwcY4FpP41FUpi86pgXMEi__3-EMPSPcvi_FQvQBJsNVO2JUioyMhS6f3KcmriLDgykUf8lUFzU3hhgEHJjOZssHc9DELB6sxBjFrQ5CI=s0\" alt=\"\"\/><\/figure>\n\n\n\n<p>Interested in learning about similar topics? Here are a few hand-picked blogs for you!<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.goseeko.com\/blog\/what-are-simpsons-rules-for-numerical-integration\/\" target=\"_blank\" rel=\"noreferrer noopener\">Simpson&#8217;s rules<\/a> <a href=\"http:\/\/fwc.fencingegypt.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">http:\/\/fwc.fencingegypt.org\/<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-a-linear-differential-equation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Linear differential equations<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.goseeko.com\/blog\/what-is-regula-falsi-method\/\" target=\"_blank\" rel=\"noreferrer noopener\">Regula-falsi method<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Numerical integration is the method to calculate the approximate value of the integral by using numerical techniques.<\/p>\n","protected":false},"author":28,"featured_media":5514,"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-5188","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 numerical integration? - Goseeko blog<\/title>\n<meta name=\"description\" content=\"Numerical integration is the method to calculate the approximate value of the integral by using numerical techniques.\" \/>\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.goseeko.com\/blog\/what-is-numerical-integration\/\" \/>\n<meta property=\"og:locale\" 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