{"id":16670,"date":"2016-11-18T05:58:55","date_gmt":"2016-11-18T05:58:55","guid":{"rendered":"http:\/\/www.safetyangel.com\/recdev\/?page_id=16670"},"modified":"2016-11-18T06:15:13","modified_gmt":"2016-11-18T06:15:13","slug":"weibull-example-3-analyzing-sudden-death-data","status":"publish","type":"page","link":"http:\/\/www.safetyangel.com\/recdev\/weibull-example-3-analyzing-sudden-death-data\/","title":{"rendered":"Weibull++ Example 3 &#8211; Analyzing Sudden Death Data"},"content":{"rendered":"<div id=\"dt_row_1177729002329\" class=\"clearfix dt_row\"><div id=\"dt_column_2\" class=\"dt_column col-sm-12\"><div id=\"dt_row_3177729002337\" class=\"row dt_row\"><div id=\"dt_column_4\" class=\"dt_column col-sm-6\"><div id=\"dt_row_5177729002363\" class=\"row dt_row title-blck\"><div id=\"dt_column_6\" class=\"dt_column col-sm-12\"><div id=\"dt-section-head-7\" class=\"dt-section-head center  size-custom\">\r\n              <div><h2 style=\"color:#ffffff;font-size:35px\" class=\"section-main-title\">Weibull++ Example 3 - Analyzing Sudden Death Data<\/h2><\/div><\/div><\/div><\/div><\/div><div id=\"dt_column_8\" class=\"dt_column col-sm-6\"><\/div><\/div><div id=\"dt_row_9177729002320\" class=\"row dt_row\"><div id=\"dt_column_10\" class=\"dt_column col-sm-5\"><\/div><div id=\"dt_column_11\" class=\"dt_column col-sm-7\"><div id=\"dt_row_12177729002327\" class=\"row dt_row\"><div id=\"dt_column_13\" class=\"dt_column col-sm-12\"><div id=\"dt_text14177729002374\" class=\"dt_text\">\n<h3><span style=\"color: #000000; font-size: 1em;\">Examples provided here are purely for illustrating software features and functionality.<\/span><\/h3>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><div id=\"dt_row_15177729002322\" class=\"clearfix dt_row\"><div id=\"dt_column_16\" class=\"dt_column col-sm-12\"><div id=\"dt_row_17177729002370\" class=\"row dt_row\"><div id=\"dt_column_18\" class=\"dt_column col-sm-12\"><div id=\"dt_row_19177729002363\" class=\"row dt_row\"><div id=\"dt_column_20\" class=\"dt_column col-sm-1\"><\/div><div id=\"dt_column_21\" class=\"dt_column col-sm-5\"><div id=\"dt_text22177729002327\" class=\"dt_text\">\n<h3><span style=\"color: #0093d5;\">Weibull++ Example 3 &#8211; Analyzing Sudden Death Data<\/span><\/h3>\n<p><b>Download Example File for <a href=\"http:\/\/www.reliasoft.com\/alta\/examples\/rc1\/alta_example_1_V10.rsgz10\" download=\"\">Version 10 (*.rsgz10)<\/a> or <a href=\"http:\/\/www.reliasoft.com\/alta\/examples\/rc1\/alta_example_1_V9.rsr9\" download=\"\">Version 9 (*.rsr9)<\/a><\/b><\/p>\n<h3><span style=\"color: #0093d5;\">Background<\/span><\/h3>\n<p>The reliability requirement for a new roller assembly is a reliability of 95% for 50,000 cycles at a 70% lower one-sided confidence level. The objective is to demonstrate this reliability goal through testing. The test lab at the manufacturing facility can test only 5 units at a time, so a test is set up for a sample size of 20 components (4 groups of 5 units each), to be run sequentially until the first failure in each group. In other words, the first group of 5 units is tested until one of the 5 units fails. After that, the second group is tested until the first failure and so forth.<\/p>\n<h3><span style=\"color: #0093d5;\">Experiment and Data<\/span><\/h3>\n<p>The following data are recorded during the experiment:<\/p>\n<\/div><div id=\"dt_text23177729002351\" class=\"dt_text\">\n<table border=\"1\" width=\"233\" cellspacing=\"0\" cellpadding=\"2\" align=\"center\">\n<tbody>\n<tr>\n<td align=\"center\" width=\"53\"><b><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">Group<\/span><\/b><\/td>\n<td align=\"center\" width=\"180\"><b><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">Cycles to First Failure<\/span><\/b><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"53\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">1<\/span><\/td>\n<td align=\"center\" width=\"180\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">53,275<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"53\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">2<\/span><\/td>\n<td align=\"center\" width=\"180\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">57,863<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"53\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">3<\/span><\/td>\n<td align=\"center\" width=\"180\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">51,195<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"53\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">4<\/span><\/td>\n<td align=\"center\" width=\"180\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">60,958<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/div><div id=\"dt_column_24\" class=\"dt_column col-sm-5\"><div id=\"dt_text25177729002320\" class=\"dt_text\">\n<h3><span style=\"color: #0093d5;\">Analysis Discussion<\/span><\/h3>\n<p>Even though the test is performed sequentially, the analysis can include all data as follows:<\/p>\n<\/div><div id=\"dt_text26177729002376\" class=\"dt_text\">\n<div align=\"center\">\n<table border=\"1\" width=\"223\" cellspacing=\"0\" cellpadding=\"2\" align=\"center\">\n<tbody>\n<tr>\n<td align=\"center\" width=\"46%\"><b><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">Number in Group<\/span><\/b><\/td>\n<td align=\"center\" width=\"17%\"><b><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">Failure\/<br \/>\nSuspension<\/span><\/b><\/td>\n<td align=\"center\" width=\"41%\"><b><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">Cycles<\/span><\/b><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">1<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">F<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">53,275<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">4<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">S<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">53,275<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">1<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">F<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">57,863<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">4<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">S<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">57,863<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">1<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">F<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">51,195<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">4<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">S<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">51,195<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">1<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">F<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">60,958<\/span><\/td>\n<\/tr>\n<tr>\n<td align=\"center\" width=\"46%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">4<\/span><\/td>\n<td align=\"center\" width=\"17%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">S<\/span><\/td>\n<td align=\"center\" width=\"41%\"><span style=\"font-family: Verdana, Arial, Helvetica, Geneva; font-size: small;\">60,958<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div><\/div><div id=\"dt_column_27\" class=\"dt_column col-sm-1\"><\/div><\/div><\/div><\/div><\/div><\/div><div id=\"dt_row_28177729002345\" class=\"clearfix dt_row\"><div id=\"dt_column_29\" class=\"dt_column col-sm-12\"><div id=\"dt_row_30177729002327\" class=\"row dt_row\"><div id=\"dt_column_31\" class=\"dt_column col-sm-12\"><div id=\"dt_row_32177729002391\" class=\"row dt_row\"><div id=\"dt_column_33\" class=\"dt_column col-sm-1\"><\/div><div id=\"dt_column_34\" class=\"dt_column col-sm-5\"><div id=\"dt_text35177729002383\" class=\"dt_text\">\n<h3><span style=\"color: #0093d5;\">Analysis<\/span><\/h3>\n<p><b>Step 1:<\/b> Using Weibull++, the first step is to create a new standard folio for grouped times-to-failure (in cycles) with suspensions data.<\/p>\n<\/div><div id=\"dt_image36\" class=\"dt_image\"><div class=\"image-align-center\"><img decoding=\"async\"  class=\"img-responsive style-default\" src=\"http:\/\/www.safetyangel.com\/recdev\/wp-content\/uploads\/2016\/11\/91.png\" alt=\"\"\/><\/div><\/div><div id=\"dt_text37177729002362\" class=\"dt_text\">\n<p class=\"caption\" style=\"text-align: center;\">Figure 1: Data Sheet Setup window.<\/p>\n<\/div><\/div><div id=\"dt_column_38\" class=\"dt_column col-sm-5\"><div id=\"dt_text39177729002357\" class=\"dt_text\">\n<p class=\"caption\" style=\"text-align: left;\"><b>Step 2:<\/b> The next step is to enter the life data from the test in the second table above. The data set is then analyzed using the 2-parameter Weibull distribution and MLE. The results are shown next.<\/p>\n<\/div><div id=\"dt_image40\" class=\"dt_image\"><div class=\"image-align-center\"><img decoding=\"async\"  class=\"img-responsive style-default\" src=\"http:\/\/www.safetyangel.com\/recdev\/wp-content\/uploads\/2016\/11\/92.png\" alt=\"\"\/><\/div><\/div><div id=\"dt_text41177729002323\" class=\"dt_text\">\n<p class=\"caption\" style=\"text-align: center;\">Figure 2: Standard folio with data and results.<\/p>\n<\/div><\/div><div id=\"dt_column_42\" class=\"dt_column col-sm-1\"><\/div><\/div><\/div><\/div><\/div><\/div><div id=\"dt_row_43177729002378\" class=\"clearfix dt_row\"><div id=\"dt_column_44\" class=\"dt_column col-sm-12\"><div id=\"dt_row_45177729002373\" class=\"row dt_row\"><div id=\"dt_column_46\" class=\"dt_column col-sm-12\"><div id=\"dt_row_47177729002394\" class=\"row dt_row\"><div id=\"dt_column_48\" class=\"dt_column col-sm-1\"><\/div><div id=\"dt_column_49\" class=\"dt_column col-sm-5\"><div id=\"dt_text50177729002348\" class=\"dt_text\">\n<p class=\"caption\" style=\"text-align: left;\"><b>Step 3:<\/b> The remaining task is to determine the demonstrated reliability at 50,000 cycles and at a 70% confidence level. The QCP in Weibull++ is used to compute this value, as shown next. In this case, the demonstrated reliability at the desired confidence level is found to be 96.41%, which is greater than the requirement, thus demonstrating the requirement.<\/p>\n<\/div><div id=\"dt_image51\" class=\"dt_image\"><div class=\"image-align-center\"><img decoding=\"async\"  class=\"img-responsive style-default\" src=\"http:\/\/www.safetyangel.com\/recdev\/wp-content\/uploads\/2016\/11\/93.png\" alt=\"\"\/><\/div><\/div><\/div><div id=\"dt_column_52\" class=\"dt_column col-sm-5\"><div id=\"dt_text53177729002364\" class=\"dt_text\">\n<p class=\"caption\" style=\"text-align: left;\">Alternatively, a probability plot can be obtained, which shows the same result. This is shown next. Note that range of the x-axis scale has been changed to 45,000 &#8211; 70,000.<\/p>\n<\/div><div id=\"dt_image54\" class=\"dt_image\"><div class=\"image-align-center\"><img decoding=\"async\"  class=\"img-responsive style-default\" src=\"http:\/\/www.safetyangel.com\/recdev\/wp-content\/uploads\/2016\/11\/94.png\" alt=\"\"\/><\/div><\/div><\/div><div id=\"dt_column_55\" class=\"dt_column col-sm-1\"><\/div><\/div><div id=\"dt_row_56177729002368\" class=\"row dt_row\"><div id=\"dt_column_57\" class=\"dt_column col-sm-1\"><\/div><div id=\"dt_column_58\" class=\"dt_column col-sm-10\"><div id=\"dt_text59177729002352\" class=\"dt_text\">\n<h3><span style=\"color: #0093d5;\">Supplemental Discussion<\/span><\/h3>\n<div class=\"pagecontent quotes_padding\">\n<p>It should be noted that since the test is run sequentially, the data can be analyzed once the second step is reached. When the data set is analyzed after the second step, it can be seen that the requirement is met by the second step, thus requiring no additional testing.<\/p>\n<\/div>\n<\/div><\/div><div id=\"dt_column_60\" class=\"dt_column col-sm-1\"><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"fullwidth.php","meta":{"footnotes":""},"class_list":["post-16670","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/pages\/16670","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/comments?post=16670"}],"version-history":[{"count":3,"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/pages\/16670\/revisions"}],"predecessor-version":[{"id":16678,"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/pages\/16670\/revisions\/16678"}],"wp:attachment":[{"href":"http:\/\/www.safetyangel.com\/recdev\/wp-json\/wp\/v2\/media?parent=16670"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}