{"id":11717,"date":"2023-02-05T09:37:58","date_gmt":"2023-02-05T09:37:58","guid":{"rendered":"http:\/\/141.23.68.248\/wp\/?page_id=11717"},"modified":"2023-02-14T05:21:22","modified_gmt":"2023-02-14T05:21:22","slug":"3-integrated-maintenance-planning","status":"publish","type":"page","link":"http:\/\/141.23.68.248\/wp\/?page_id=11717","title":{"rendered":"3. Integrated Maintenance Planning"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">As civil engineers, the design and construction of buildings, especially in the case of schools, require a long-term perspective in order to ensure their functionality, durability, and reliability over time. These structures play a critical role in the education sector, and their design and maintenance must take into account various factors such as daily usage, exposure to weather conditions, and the potential for extreme events.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">To mitigate the effects of these factors and ensure the longevity of the building and its subsystems, a well-planned and executed maintenance strategy is essential. According to [2], maintenance activities can be broadly categorized into preventive and corrective actions. Preventive maintenance is designed to prevent the onset of degradation and maintain the overall operational capacity of the structure, whereas corrective maintenance is focused on repairing existing damage and restoring the structure to its original condition.\u00a0<\/span>While preventive maintenance activities are typically smaller in scale, corrective maintenance activities can be more extensive and require more in-depth examination of the structure. By implementing both types of maintenance, it is possible to maximize the longevity and efficiency of the school and its subsystems, while minimizing costs associated with maintenance over the lifetime of the structure.<\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">To integrate the maintenance strategies individual plans are required. To give an overview the following lines of the R script explain the maintenance, repair, and replacement intervals as well as the duration.<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere34.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12969\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere34.jpg\" alt=\"ere3\" width=\"618\" height=\"327\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere34.jpg 618w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere34-300x159.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere34-520x275.jpg 520w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><\/a><\/span><\/p>\n<p style=\"text-align: center;\"><em>Figure 3:\u00a0An overview of the following lines of the R script explains the maintenance, repair, replacement intervals, &amp; duration.<\/em><\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.13.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12975\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.13.jpg\" alt=\"ere4-1\" width=\"608\" height=\"482\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.13.jpg 608w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.13-300x238.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.13-520x412.jpg 520w\" sizes=\"auto, (max-width: 608px) 100vw, 608px\" \/><\/a> <a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.23.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12976\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.23.jpg\" alt=\"ere4-2\" width=\"640\" height=\"482\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.23.jpg 640w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.23-300x226.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.23-520x392.jpg 520w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a> <a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.33.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12977\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.33.jpg\" alt=\"ere4-3\" width=\"700\" height=\"250\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.33.jpg 700w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.33-300x107.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere4.33-520x186.jpg 520w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><em>Figure 4: Life Cycle Timelines for different design options.<\/em><\/p>\n<h2 style=\"text-align: center;\">INTEGRATED MAINTENANCE<\/h2>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">By creating a combined maintenance plan for the system options mentioned in chapter 2, the different durations for interventions are calculated.\u00a0<\/span><span style=\"font-weight: 400;\">The results show that design option 4 with PRC, pavement and CLT reaches the best results for the goal of minimizing the duration of the interventions and maximizing the gap between them.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere43.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12978\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere43.jpg\" alt=\"ere4\" width=\"372\" height=\"187\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere43.jpg 372w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/ere43-300x151.jpg 300w\" sizes=\"auto, (max-width: 372px) 100vw, 372px\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><em>Figure 5: Calculation of different durations for the interventions<strong><span style=\"font-weight: 400;\">.<\/span><\/strong><\/em><\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12973\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg.jpg\" alt=\"hflg\" width=\"1600\" height=\"285\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg.jpg 1600w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg-300x53.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg-1024x182.jpg 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg-520x93.jpg 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hflg-740x132.jpg 740w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><em>Figure 6:\u00a0The results in the\u00a0above figure timeline show the integrated maintenance plan.<\/em><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Using the Pareto analysis as a tool of multi-objective optimization to find solutions that balance multiple conflicting systems. For a sufficient number of samples the n.grid was set to 4. The Pareto chart in Figure 7 shows one set of solutions with 237 samples,\u00a0which represents the best trade-off between the chosen subsystems in design option 4. As one can see the plot shows the dependency of the distance between interventions (dist. inter) and the duration of interventions (dur). Finding the optimal solution means maximizing the time between interventions and minimizing the duration.\u00a0<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12980\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret.jpg\" alt=\"paret\" width=\"1600\" height=\"1000\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret.jpg 1600w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret-300x188.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret-1024x640.jpg 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret-520x325.jpg 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/paret-740x463.jpg 740w\" sizes=\"auto, (max-width: 1600px) 100vw, 1600px\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><em>Figure 7:\u00a0<strong><span style=\"font-weight: 400;\">The pareto chart showing\u00a0<\/span><\/strong><strong><span style=\"font-weight: 400;\">a set of solutions with 237 samples.<\/span><\/strong><\/em><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">To evaluate the ranking of the samples, the two plots in Figure 8 are shown. There one can see in addition to the samples the pareto frontier, which identifies the best and the worst solutions according to the preferences chosen. The highlighted black points present the optimal (upper graph) and the not ideal (lower graph) solution. The optimal solution has 3 years between interventions and ca. 165 days duration time. The worst solution owns 1 year between interventions and &gt; 300 days of duration.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-12981\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb-1024x643.jpg\" alt=\"hgfkhgvjb\" width=\"1024\" height=\"643\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb-1024x643.jpg 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb-300x188.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb-520x327.jpg 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb-740x465.jpg 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/hgfkhgvjb.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p style=\"text-align: center;\"><em>Figure 8: Evaluation of\u00a0the\u00a0<strong><span style=\"font-weight: 400;\">ranking of the samples.<\/span><\/strong><\/em><\/p>\n<h4 style=\"text-align: justify;\">\u00a0<!--more-->References:<\/h4>\n<p style=\"text-align: justify;\">[2]\u00a0\u00a0<span style=\"font-weight: 400;\">Crespo, A. <\/span><i><span style=\"font-weight: 400;\">The Maintenance Management Framework. Models and Methods for Complex Systems Maintenance. Chapter 6 &#8211; The Maintenance Concept<\/span><\/i><span style=\"font-weight: 400;\">. Department of Industrial Management, School of Engineering of the University of Seville. Springer. 2007.<\/span><\/p>\n<p>Other sub-pages:<\/p>\n<ol>\n<li><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=11713\">Individual Systems<\/a><\/li>\n<li><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=11715\">Integrated Context<\/a><\/li>\n<li><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=11719\">Integrated Life Cycle &amp; Inventory Analysis<\/a><\/li>\n<li><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=11721\">Multi Objective Optimization<\/a><\/li>\n<\/ol>\n<hr \/>\n<p>Download the R-Script here:<\/p>\n<p><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2023\/02\/finalassignment-r-script.R.zip\">Group-G-final-R-Script<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>As civil engineers, the design and construction of buildings, especially in the case of schools, require a long-term perspective in order to ensure their functionality, durability, and reliability over time. These structures play a critical<a class=\"read-more\" href=\"http:\/\/141.23.68.248\/wp\/?page_id=11717\">Continue reading<\/a><\/p>\n","protected":false},"author":180,"featured_media":0,"parent":11710,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-11717","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/11717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/users\/180"}],"replies":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=11717"}],"version-history":[{"count":12,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/11717\/revisions"}],"predecessor-version":[{"id":14877,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/11717\/revisions\/14877"}],"up":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/11710"}],"wp:attachment":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=11717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}