{"id":285,"date":"2021-03-25T03:02:41","date_gmt":"2021-03-25T03:02:41","guid":{"rendered":"https:\/\/courses.lumenlearning.com\/calculus2\/?post_type=chapter&#038;p=285"},"modified":"2021-11-17T02:34:27","modified_gmt":"2021-11-17T02:34:27","slug":"putting-it-together-techniques-of-integration","status":"publish","type":"chapter","link":"https:\/\/courses.lumenlearning.com\/calculus2\/chapter\/putting-it-together-techniques-of-integration\/","title":{"raw":"Putting It Together: Techniques of Integration","rendered":"Putting It Together: Techniques of Integration"},"content":{"raw":"<div id=\"fs-id1165043135013\" data-type=\"problem\">\r\n<div data-type=\"title\">\r\n<div class=\"textbox exercises\">\r\n<h3>Traffic Accidents in a City<\/h3>\r\n<div id=\"fs-id1165043135013\" data-type=\"problem\">\r\n<figure id=\"CNX_Calc_Figure_07_07_006\"><figcaption><\/figcaption>\r\n\r\n[caption id=\"\" align=\"aligncenter\" width=\"325\"]<img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/4175\/2019\/04\/11233853\/CNX_Calc_Figure_07_07_006.jpg\" alt=\"This is a picture of a city street with a traffic signal. The picture has very busy lanes of traffic in both directions.\" width=\"325\" height=\"183\" data-media-type=\"image\/jpeg\" \/> (credit: modification of work by David McKelvey, Flickr)[\/caption]<\/figure>\r\n<p id=\"fs-id1165043019959\">In the chapter opener, we stated the following problem: Suppose that at a busy intersection, <span class=\"no-emphasis\" data-type=\"term\">traffic accidents<\/span> occur at an average rate of one every three months. After residents complained, changes were made to the traffic lights at the intersection. It has now been eight months since the changes were made and there have been no accidents. Were the changes effective or is the 8-month interval without an accident a result of chance?<\/p>\r\n<p id=\"fs-id1165043385401\">Probability theory tells us that if the average time between events is [latex]k[\/latex], the <span class=\"no-emphasis\" data-type=\"term\">probability<\/span> that [latex]X[\/latex], the time between events, is between [latex]a[\/latex] and [latex]b[\/latex] is given by<\/p>\r\n\r\n<div id=\"fs-id1165043119986\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]P\\left(a\\le x\\le b\\right)={\\displaystyle\\int }_{a}^{b}f\\left(x\\right)dx\\text{ where }f\\left(x\\right)= \\begin{cases} 0\\text{ if }x&lt;0 \\\\ k{e}^{-kx}\\text{ if }x\\ge 0\\end{cases}[\/latex]<\/div>\r\n&nbsp;\r\n<p id=\"fs-id1165042947829\">Thus, if accidents are occurring at a rate of one every 3 months, then the probability that [latex]X[\/latex], the time between accidents, is between [latex]a[\/latex] and [latex]b[\/latex] is given by<\/p>\r\n\r\n<div id=\"fs-id1165043072778\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]P\\left(a\\le x\\le b\\right)={\\displaystyle\\int }_{a}^{b}f\\left(x\\right)dx\\text{ where }f\\left(x\\right)= \\begin{cases} 0\\text{ if }x&lt;0 \\\\ 3{e}^{-3x}\\text{ if }x\\ge 0\\end{cases}[\/latex]<\/div>\r\n&nbsp;\r\n<p id=\"fs-id1165043225622\">To answer the question, we must compute [latex]P\\left(X\\ge 8\\right)={\\displaystyle\\int }_{8}^{+\\infty }3{e}^{-3x}dx[\/latex] and decide whether it is likely that 8 months could have passed without an accident if there had been no improvement in the traffic situation.<\/p>\r\n&nbsp;\r\n\r\n<\/div>\r\n[reveal-answer q=\"44558899\"]Show Solution[\/reveal-answer]\r\n[hidden-answer a=\"44558899\"]\r\n<div id=\"fs-id1165043431382\" data-type=\"solution\">\r\n<p id=\"fs-id1165042709787\">We need to calculate the probability as an improper integral:<\/p>\r\n\r\n<div id=\"fs-id1165043423045\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]\\begin{array}{cc}\\hfill P\\left(X\\ge 8\\right)&amp; ={\\displaystyle\\int }_{8}^{+\\infty }3{e}^{-3x}dx\\hfill \\\\ &amp; =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}{\\displaystyle\\int }_{8}^{t}3{e}^{-3x}dx\\hfill \\\\ &amp; =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}{\\text{-}{e}^{-3x}|}_{8}^{t}\\hfill \\\\ &amp; =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}\\left(\\text{-}{e}^{-3t}+{e}^{-24}\\right)\\hfill \\\\ &amp; \\approx 3.8\\times {10}^{-11}.\\hfill \\end{array}[\/latex]<\/div>\r\n&nbsp;\r\n<p id=\"fs-id1165042479655\">The value [latex]3.8\\times {10}^{-11}[\/latex] represents the probability of no accidents in 8 months under the initial conditions. Since this value is very, very small, it is reasonable to conclude the changes were effective.<\/p>\r\n\r\n<\/div>\r\n[\/hidden-answer]\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>","rendered":"<div id=\"fs-id1165043135013\" data-type=\"problem\">\n<div data-type=\"title\">\n<div class=\"textbox exercises\">\n<h3>Traffic Accidents in a City<\/h3>\n<div id=\"fs-id1165043135013\" data-type=\"problem\">\n<figure id=\"CNX_Calc_Figure_07_07_006\"><figcaption><\/figcaption><div style=\"width: 335px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/4175\/2019\/04\/11233853\/CNX_Calc_Figure_07_07_006.jpg\" alt=\"This is a picture of a city street with a traffic signal. The picture has very busy lanes of traffic in both directions.\" width=\"325\" height=\"183\" data-media-type=\"image\/jpeg\" \/><\/p>\n<p class=\"wp-caption-text\">(credit: modification of work by David McKelvey, Flickr)<\/p>\n<\/div>\n<\/figure>\n<p id=\"fs-id1165043019959\">In the chapter opener, we stated the following problem: Suppose that at a busy intersection, <span class=\"no-emphasis\" data-type=\"term\">traffic accidents<\/span> occur at an average rate of one every three months. After residents complained, changes were made to the traffic lights at the intersection. It has now been eight months since the changes were made and there have been no accidents. Were the changes effective or is the 8-month interval without an accident a result of chance?<\/p>\n<p id=\"fs-id1165043385401\">Probability theory tells us that if the average time between events is [latex]k[\/latex], the <span class=\"no-emphasis\" data-type=\"term\">probability<\/span> that [latex]X[\/latex], the time between events, is between [latex]a[\/latex] and [latex]b[\/latex] is given by<\/p>\n<div id=\"fs-id1165043119986\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]P\\left(a\\le x\\le b\\right)={\\displaystyle\\int }_{a}^{b}f\\left(x\\right)dx\\text{ where }f\\left(x\\right)= \\begin{cases} 0\\text{ if }x<0 \\\\ k{e}^{-kx}\\text{ if }x\\ge 0\\end{cases}[\/latex]<\/div>\n<p>&nbsp;<\/p>\n<p id=\"fs-id1165042947829\">Thus, if accidents are occurring at a rate of one every 3 months, then the probability that [latex]X[\/latex], the time between accidents, is between [latex]a[\/latex] and [latex]b[\/latex] is given by<\/p>\n<div id=\"fs-id1165043072778\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]P\\left(a\\le x\\le b\\right)={\\displaystyle\\int }_{a}^{b}f\\left(x\\right)dx\\text{ where }f\\left(x\\right)= \\begin{cases} 0\\text{ if }x<0 \\\\ 3{e}^{-3x}\\text{ if }x\\ge 0\\end{cases}[\/latex]<\/div>\n<p>&nbsp;<\/p>\n<p id=\"fs-id1165043225622\">To answer the question, we must compute [latex]P\\left(X\\ge 8\\right)={\\displaystyle\\int }_{8}^{+\\infty }3{e}^{-3x}dx[\/latex] and decide whether it is likely that 8 months could have passed without an accident if there had been no improvement in the traffic situation.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"qa-wrapper\" style=\"display: block\"><span class=\"show-answer collapsed\" style=\"cursor: pointer\" data-target=\"q44558899\">Show Solution<\/span><\/p>\n<div id=\"q44558899\" class=\"hidden-answer\" style=\"display: none\">\n<div id=\"fs-id1165043431382\" data-type=\"solution\">\n<p id=\"fs-id1165042709787\">We need to calculate the probability as an improper integral:<\/p>\n<div id=\"fs-id1165043423045\" class=\"unnumbered\" style=\"text-align: center;\" data-type=\"equation\" data-label=\"\">[latex]\\begin{array}{cc}\\hfill P\\left(X\\ge 8\\right)& ={\\displaystyle\\int }_{8}^{+\\infty }3{e}^{-3x}dx\\hfill \\\\ & =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}{\\displaystyle\\int }_{8}^{t}3{e}^{-3x}dx\\hfill \\\\ & =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}{\\text{-}{e}^{-3x}|}_{8}^{t}\\hfill \\\\ & =\\underset{t\\to \\text{+}\\infty }{\\text{lim}}\\left(\\text{-}{e}^{-3t}+{e}^{-24}\\right)\\hfill \\\\ & \\approx 3.8\\times {10}^{-11}.\\hfill \\end{array}[\/latex]<\/div>\n<p>&nbsp;<\/p>\n<p id=\"fs-id1165042479655\">The value [latex]3.8\\times {10}^{-11}[\/latex] represents the probability of no accidents in 8 months under the initial conditions. Since this value is very, very small, it is reasonable to conclude the changes were effective.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\t\t\t <section class=\"citations-section\" role=\"contentinfo\">\n\t\t\t <h3>Candela Citations<\/h3>\n\t\t\t\t\t <div>\n\t\t\t\t\t\t <div id=\"citation-list-285\">\n\t\t\t\t\t\t\t <div class=\"licensing\"><div class=\"license-attribution-dropdown-subheading\">CC licensed content, Shared previously<\/div><ul class=\"citation-list\"><li>Calculus Volume 2. <strong>Authored by<\/strong>: Gilbert Strang, Edwin (Jed) Herman. <strong>Provided by<\/strong>: OpenStax. <strong>Located at<\/strong>: <a target=\"_blank\" href=\"https:\/\/openstax.org\/books\/calculus-volume-2\/pages\/1-introduction\">https:\/\/openstax.org\/books\/calculus-volume-2\/pages\/1-introduction<\/a>. <strong>License<\/strong>: <em><a target=\"_blank\" rel=\"license\" href=\"https:\/\/creativecommons.org\/licenses\/by-nc-sa\/4.0\/\">CC BY-NC-SA: Attribution-NonCommercial-ShareAlike<\/a><\/em>. <strong>License Terms<\/strong>: Access for free at https:\/\/openstax.org\/books\/calculus-volume-2\/pages\/1-introduction<\/li><\/ul><\/div>\n\t\t\t\t\t\t <\/div>\n\t\t\t\t\t <\/div>\n\t\t\t <\/section>","protected":false},"author":17533,"menu_order":28,"template":"","meta":{"_candela_citation":"{\"1\":{\"type\":\"cc\",\"description\":\"Calculus Volume 2\",\"author\":\"Gilbert Strang, Edwin (Jed) Herman\",\"organization\":\"OpenStax\",\"url\":\"https:\/\/openstax.org\/books\/calculus-volume-2\/pages\/1-introduction\",\"project\":\"\",\"license\":\"cc-by-nc-sa\",\"license_terms\":\"Access for free at https:\/\/openstax.org\/books\/calculus-volume-2\/pages\/1-introduction\"}}","CANDELA_OUTCOMES_GUID":"","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-285","chapter","type-chapter","status-publish","hentry"],"part":158,"_links":{"self":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapters\/285","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/wp\/v2\/users\/17533"}],"version-history":[{"count":10,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapters\/285\/revisions"}],"predecessor-version":[{"id":1619,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapters\/285\/revisions\/1619"}],"part":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/parts\/158"}],"metadata":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapters\/285\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/wp\/v2\/media?parent=285"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/pressbooks\/v2\/chapter-type?post=285"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/wp\/v2\/contributor?post=285"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus2\/wp-json\/wp\/v2\/license?post=285"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}