{"id":4252,"date":"2021-02-17T15:22:12","date_gmt":"2021-02-17T15:22:12","guid":{"rendered":"http:\/\/141.23.68.248\/wp\/?page_id=4252"},"modified":"2021-02-25T05:35:38","modified_gmt":"2021-02-25T05:35:38","slug":"life-cycle-analysis","status":"publish","type":"page","link":"http:\/\/141.23.68.248\/wp\/?page_id=4252","title":{"rendered":"Life Cycle Analysis"},"content":{"rendered":"<p>A Life Cycle Analysis (LCA) is conducted to percive the environmental impact of a system over its entire lifetime. As defined in the previous page <a href=\"http:\/\/141.23.68.248\/wp\/?page_id=5118\">Scope and Goal<\/a> we are taking the total energy consumption, C0<sub>2<\/sub> and NO<sub>x<\/sub> emission and SO<sub>2 <\/sub>pollution into account. Therefore, a life cycle inventory is composed with the materials that are used in the life cycle analysis. The LCI can be seen in Table 1 below.<\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-6869\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser.jpg\" alt=\"lci_besser\" width=\"897\" height=\"337\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser.jpg 897w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser-300x113.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser-520x195.jpg 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/LCI_besser-740x278.jpg 740w\" sizes=\"auto, (max-width: 897px) 100vw, 897px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Table\u00a01 &#8211; Section of the Life Cycle Inventory table<\/p>\n<p>&nbsp;<\/p>\n<p>Furthermore, we are going to assign a certain cost to each indicator (Table 2).<\/p>\n<p><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/EnvironmentalCosts.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\" size-medium wp-image-6755 aligncenter\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/EnvironmentalCosts-300x121.jpg\" alt=\"environmentalcosts\" width=\"300\" height=\"121\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/EnvironmentalCosts-300x121.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/EnvironmentalCosts.jpg 457w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Table 2 &#8211; Environmental costs for each indicator<\/p>\n<p style=\"text-align: left;\">Now, the LCA can be conducted by taking into account the values of the LCI and environmental costs. First, it is interesting to see the environmental impact of each subsystem. As it can be seen in Figure 1, the bridge deck has a great environmental impact whereas the other subsystems has a\u00a0significantly low impact. The reason for that is that the bridge deck has a steel girder. As in Table 1 shown, steel has higher values for each indicator compared to the other materials.<\/p>\n<p style=\"text-align: left;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-7246\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2-1024x539.png\" alt=\"energy-or-emission-contribution-of-each-subsystem-to-system2\" width=\"1024\" height=\"539\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2-1024x539.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2-300x158.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2-520x274.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2-740x390.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system2.png 1538w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p style=\"text-align: left;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-7251\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1-1024x539.png\" alt=\"energy-or-emission-contribution-of-each-subsystem-to-system1\" width=\"1024\" height=\"539\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1-1024x539.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1-300x158.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1-520x274.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1-740x390.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/Energy-or-emission-contribution-of-each-subsystem-to-system1.png 1538w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Figure 1 &#8211; LCA of each subsystem<\/p>\n<p style=\"text-align: left;\">The distribution of each indicator for the <strong>best five strategy options<\/strong>\u00a0are shown in Figure 2 below. There is no strategy option that is\u00a0significantly\u00a0showing the best impact on the environment but it can be identified that strategy option 4 has for all four indicators the\u00a0lowest values.<\/p>\n<p style=\"text-align: left;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-7149\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy-300x172.png\" alt=\"bar_energy\" width=\"300\" height=\"172\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_energy.png 1459w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p style=\"text-align: left;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-7150\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2-300x172.png\" alt=\"bar_co2\" width=\"300\" height=\"172\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_CO2.png 1459w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p style=\"text-align: left;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-7159\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx-300x172.png\" alt=\"bar_nox\" width=\"300\" height=\"172\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_NOx.png 1459w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p style=\"text-align: left;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-7183\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2-300x172.png\" alt=\"bar_so2\" width=\"300\" height=\"172\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/bar_SO2.png 1459w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p style=\"text-align: center;\">Figure 2 &#8211; LCA results for five strategy options<\/p>\n<p style=\"text-align: left;\">Another way of showing the results of the LCA is done with a radar plot (Figure 3). The comparison can be better conducted since it is more visible which strategy options have more or less impact on the environment.<\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-7207\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP-1024x587.png\" alt=\"ahp\" width=\"1024\" height=\"587\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP.png 1459w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a>Figure 3 &#8211; Radar plot of LCA results<\/p>\n<p style=\"text-align: left;\">Until now, we only discussed the performance data of the integrated system and its subsystems after conducting the LCA. However, having multiple performance criteria on hand, we improve our model by using the Analytic hierarchy process (AHP) method which is one of the multicriteria decision making (MCDM) methods.<\/p>\n<p style=\"text-align: left;\">First, a score matrix for each performance criteria is developed based on the LCA results.<\/p>\n<p style=\"text-align: left;\">\u00a0<a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/\u00c2HP.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-6921\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/\u00c2HP.jpg\" alt=\"ahp\" width=\"711\" height=\"182\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/\u00c2HP.jpg 711w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/\u00c2HP-300x77.jpg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/\u00c2HP-520x133.jpg 520w\" sizes=\"auto, (max-width: 711px) 100vw, 711px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Table 3 &#8211;\u00a0AHP &#8211; Pairwise comparison of the criteria<\/p>\n<p style=\"text-align: left;\">After performing AHP in R we\u00a0pie chart plot of the AHP results, which is shown in Figure 4. The conclusion of our MCDM based AHP model clearly indicates that strategy option 4 is the most suitable and high multi performing design option with 33,5 %.<\/p>\n<p style=\"text-align: left;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-7294\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1-1024x587.png\" alt=\"ahp_pie\" width=\"1024\" height=\"587\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/AHP_PIE1.png 1459w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Figure 4 &#8211; AHP results<\/p>\n<p style=\"text-align: left;\">As the last part in the LCA, we take a look on the environmental cost.\u00a0The costs for the five\u00a0strategy options are visible in Figure 5. Here,\u00a0the cost for each indicator has been summed up, thus these results show the total environmental impact of the strategy options. Strategy option 3 and 5 show the lowest cost followed by strategy option 4. By taking into account the above-conducted AHP results, strategy option 4 would be the best choice for the stakeholder since it would lead to the lowest\u00a0environmental impacts and environmental costs.<\/p>\n<p style=\"text-align: left;\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02.jpeg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-7332\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02-1024x450.jpeg\" alt=\"whatsapp-image-2021-02-25-at-00-38-02\" width=\"1024\" height=\"450\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02-1024x450.jpeg 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02-300x132.jpeg 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02-520x229.jpeg 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02-740x325.jpeg 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2021\/02\/WhatsApp-Image-2021-02-25-at-00.38.02.jpeg 1292w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p style=\"text-align: center;\">Figure 5 &#8211;\u00a0Environmental cost of each strategy option<\/p>\n<p style=\"text-align: center;\">\n<p style=\"text-align: center;\">\n<p style=\"text-align: right;\">Go to page: <a href=\"http:\/\/141.23.68.248\/wp\/?page_id=5123\">Multi-Objective Optimization<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A Life Cycle Analysis (LCA) is conducted to percive the environmental impact of a system over its entire lifetime. As defined in the previous page Scope and Goal we are taking the total energy consumption,<a class=\"read-more\" href=\"http:\/\/141.23.68.248\/wp\/?page_id=4252\">Continue reading<\/a><\/p>\n","protected":false},"author":91,"featured_media":0,"parent":4248,"menu_order":3,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-4252","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/4252","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\/91"}],"replies":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4252"}],"version-history":[{"count":34,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/4252\/revisions"}],"predecessor-version":[{"id":7737,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/4252\/revisions\/7737"}],"up":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/4248"}],"wp:attachment":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}