{"id":26031,"date":"2026-02-05T21:20:07","date_gmt":"2026-02-05T21:20:07","guid":{"rendered":"http:\/\/141.23.68.248\/wp\/?page_id=26031"},"modified":"2026-02-07T20:23:31","modified_gmt":"2026-02-07T20:23:31","slug":"5-combined-parametric-model","status":"publish","type":"page","link":"http:\/\/141.23.68.248\/wp\/?page_id=26031","title":{"rendered":"5. Combined Parametric Model"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">1. Introduction<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"570\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-1024x570.png\" alt=\"\" class=\"wp-image-26034\" style=\"width:798px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-1024x570.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-300x167.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-768x427.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-1536x855.png 1536w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-520x289.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195-740x412.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-195.png 1574w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p style=\"font-size:15px\">The combined parametric model integrates three coupled subsystems into a single infrastructure: <strong>(i)<\/strong> a nuclear containment facility, <strong>(ii)<\/strong> an abandoned historical masonry building, and <strong>(iii)<\/strong> a bridge\u2013road access system. The cleared land across the river provides a suitable and isolated location for the nuclear containment structure, ensuring safety and spatial separation, while the river itself can serve as a potential cooling resource. The existing masonry building is repurposed as a maintenance facility and structurally upgraded through a truss-based intervention, and a green roof is introduced to enhance environmental performance. A permanent road connection and a truss bridge spanning the river ensure reliable access for operation, logistics, and emergency services.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">2. Integrated System and Parametric Features<\/h2>\n\n\n\n<p style=\"font-size:15px\">Because all subsystems are parametric, the coupled infrastructure must remain flexible in design and implementation. The nuclear facility is positioned on the cleared land across the river, with key geometric parameters (e.g., footprint and radius) remaining adaptable within defined constraints. The river functions as the main environmental boundary condition: it separates safety-critical infrastructure, defines the bridge crossing length, and is considered as a potential cooling resource.<\/p>\n\n\n\n<p><strong>2.1 Nuclear Containment System<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">The nuclear containment system is modeled as largely independent from a structural standpoint, but connected to the overall infrastructure via the road network. Economic performance is evaluated using a simplified profit rate of <strong>\u20ac4,000 per m\u00b2<\/strong>, establishing a direct link between containment size and expected rental income.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"587\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-1024x587.png\" alt=\"\" class=\"wp-image-26035\" style=\"width:652px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-1024x587.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-300x172.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-768x440.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-520x298.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196-740x424.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-196.png 1084w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>2.2 Historical Building Upgrade and Green Roof<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">The historical building subsystem retains the existing masonry structure and upgrades it through a truss system, enabling continued use as a maintenance facility while allowing systematic variation of the strengthening intervention. The roof solution is parameterized through an adjustable green roof coverage ratio, enabling environmental trade-offs while remaining consistent with the structural upgrade logic.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"440\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-1024x440.png\" alt=\"\" class=\"wp-image-26036\" style=\"width:689px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-1024x440.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-300x129.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-768x330.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-520x224.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197-740x318.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-197.png 1423w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>2.3 Bridge\u2013Road Access System<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">The bridge\u2013road access system acts as the operational enabler for logistics and emergency services, with geometry and configuration flexible to match evolving building parameters. Bridge and road are implemented as one coupled system, where the road surface is placed on the bridge deck; since the structural load is carried by the bridge structure itself, the road thickness on the deck section can be reduced accordingly. Road segments connect to both ends of the bridge to form a continuous transportation network.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-1024x307.png\" alt=\"\" class=\"wp-image-26037\" style=\"width:697px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-1024x307.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-300x90.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-768x230.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-1536x460.png 1536w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-520x156.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198-740x222.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-198.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>2.4 River Geometry and Fixed Boundary Conditions<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">To reflect the river geometry, the river is modeled as a fixed environmental system defined by <strong>two non-parallel curves<\/strong>, introducing a geometric constraint that makes bridge positioning a key design variable. The distance between the nuclear containment facility and the historical building is fixed at <strong>2,000 m<\/strong>, with both buildings located <strong>1,000 m<\/strong> from the river. The combined integrated model is shown in the figures below.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-1024x353.png\" alt=\"\" class=\"wp-image-26038\" style=\"width:772px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-1024x353.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-300x104.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-768x265.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-1536x530.png 1536w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-520x179.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199-740x255.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-199.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>2.5 Bridge Offset Study (Position Markers)<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">Bridge position is adjusted along the y-axis, which directly changes the length of both bridge and connecting road and therefore affects material quantities, construction cost, and embodied CO\u2082 emissions. Due to the \u201cfish-belly\u201d shape of the river, a direct crossing at the widest location requires a longer bridge with higher CO\u2082 and cost, whereas shifting the bridge upstream shortens the span but increases the approach road length. The system therefore contains a bridge\u2013road trade-off, and an optimal bridge position must be identified to minimize cost and emissions while maintaining overall performance.<\/p>\n\n\n\n<p style=\"font-size:15px\">In the model, the trend between bridge offset position and both CO\u2082 and cost was explored by manually adjusting the bridge offset in Dynamo.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-1024x546.png\" alt=\"\" class=\"wp-image-26039\" style=\"width:748px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-1024x546.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-300x160.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-768x410.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-520x277.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200-740x395.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-200.png 1470w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"font-size:15px\">The numerical markers in Figure 1 represent specific bridge offset positions: (1) = 0, (2) = 600, and (3) = 1000.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">3.Design Challenge<\/h2>\n\n\n\n<p style=\"font-size:17px\"><strong>3.1 Objective and CO\u2082 Constraint<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">The design challenge is to maximize economic return (ROI) under a strict total CO\u2082 emission cap of <strong>2,070,000 kg<\/strong> set by the municipality. This tight cap limits the scalability of the nuclear system and requires a strategic allocation of CO\u2082 across the nuclear, bridge\u2013road, and historical building systems.<\/p>\n\n\n\n<p style=\"font-size:17px\"><strong>3.2 Coupling Effect: CO\u2082 Reinvestment into Nuclear Revenue<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">A key coupling effect is that CO\u2082 savings achieved in the bridge\u2013road and historical building systems can be \u201creinvested\u201d into expanding the nuclear system. Since the nuclear facility generates income through rental revenue, allocating freed-up CO\u2082 budget to nuclear expansion directly increases the project\u2019s economic return while still staying within the overall municipal cap.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">4.Evaluation Framework<\/h2>\n\n\n\n<p><strong>High Performance Criteria (HPC)<\/strong>:<\/p>\n\n\n\n<p style=\"font-size:15px\"><strong>HPC 1: Return on Investment (ROI)<br><\/strong>ROI is defined as the ratio between rental income and total construction cost. Maximizing total profit alone may lead to inefficient solutions with disproportionately high investments; ROI therefore provides a more meaningful indicator of economic performance.<\/p>\n\n\n\n<p style=\"font-size:15px\"><strong>HPC 2: Remaining CO\u2082 Budget<br><\/strong>The remaining CO\u2082 budget represents the margin between the emission cap and actual embodied emissions. This reserve increases robustness against uncertainty and preserves flexibility for potential future modifications or upgrades.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">5.Design Parameters<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"font-size:15px\"><strong>Bridge Position (y-offset):<\/strong> Controls the bridge\u2013road trade-off and directly affects bridge length, road length, cost, and embodied CO\u2082.<\/li>\n\n\n\n<li style=\"font-size:15px\"><strong>Nuclear Containment Radius:<\/strong> Determines usable floor area and therefore rental income; increasing radius improves revenue potential but raises cost and embodied CO\u2082.<\/li>\n\n\n\n<li style=\"font-size:15px\"><strong>Green Roof Coverage Ratio:<\/strong> Influences environmental performance and structural loading on the historical building; higher coverage can trigger additional reinforcement<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-201.png\"><img loading=\"lazy\" decoding=\"async\" width=\"343\" height=\"559\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-201.png\" alt=\"\" class=\"wp-image-26044\" style=\"width:268px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-201.png 343w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-201-184x300.png 184w\" sizes=\"auto, (max-width: 343px) 100vw, 343px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">6.Design Alternatives (Input Setups)<\/h2>\n\n\n\n<p style=\"font-size:15px\">For the comparative analysis, five predefined <strong>input setups<\/strong> were established for the coupled system, as shown in Table 1.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Setup<\/strong><\/td><td><strong>A<\/strong><\/td><td><strong>B<\/strong><\/td><td><strong>C<\/strong><\/td><td><strong>B.1<\/strong><\/td><td><strong>C.2<\/strong><\/td><\/tr><tr><td>Nuclear height [m]<\/td><td>45<\/td><td>45<\/td><td>45<\/td><td>45<\/td><td>45<\/td><\/tr><tr><td>Nuclear radius [m]<\/td><td>17.00<\/td><td>17.00<\/td><td>17.00<\/td><td>17.65<\/td><td>17.70<\/td><\/tr><tr><td>Bridge position [y]<\/td><td>1100<\/td><td>600<\/td><td>600<\/td><td>600<\/td><td>600<\/td><\/tr><tr><td>Green roof coverage [%]<\/td><td>10<\/td><td>10<\/td><td>50<\/td><td>10<\/td><td>50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\"><strong>Table 1: <\/strong>Input setups used for system comparison<\/p>\n\n\n\n<p style=\"font-size:15px\">The five setups represent two stages of decision-making under the municipal CO\u2082 cap. <strong>Setups A, B, and C<\/strong> form the baseline comparison: they keep the nuclear system constant (R = 17 m) and isolate the effect of bridge positioning and roof greening on cost and embodied CO\u2082. <strong>Setups B.1 and C.2<\/strong> represent the scaled step, where remaining CO\u2082 budget from the baseline configurations is converted into a larger nuclear radius to increase rental income. This structure enables a transparent comparison between <strong>(i)<\/strong> strategies that create CO\u2082 reserves and <strong>(ii)<\/strong> strategies that use those reserves to maximize economic return.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">7.Outputs (Results)<\/h2>\n\n\n\n<p>The performance results for the five setups are summarized in Table 2.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Setup<\/strong><\/td><td><strong>CO\u2082_total [kg]<\/strong><\/td><td><strong>Cost_total [\u20ac]<\/strong><\/td><td><strong>Rent income (20y) [\u20ac]<\/strong><\/td><td><strong>Net profit [\u20ac]<\/strong><\/td><td><strong>ROI_net<\/strong><\/td><\/tr><tr><td>A<\/td><td>2,064,626<\/td><td>2,686,621<\/td><td>3,373,618<\/td><td>686,997<\/td><td>25.6%<\/td><\/tr><tr><td>B<\/td><td>2,007,127<\/td><td>2,804,957<\/td><td>3,373,618<\/td><td>568,661<\/td><td>20.3%<\/td><\/tr><tr><td>C<\/td><td>2,003,526<\/td><td>2,858,247<\/td><td>3,373,618<\/td><td>515,371<\/td><td>18.0%<\/td><\/tr><tr><td>B.1<\/td><td>2,068,750<\/td><td>2,864,539<\/td><td>3,635,418<\/td><td>770,879<\/td><td>27.0%<\/td><\/tr><tr><td>C.2<\/td><td>2,069,944<\/td><td>2,922,466<\/td><td>3,655,963<\/td><td>733,497<\/td><td>25.1%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\"><strong>Table 2: <\/strong>Output performance summary<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"735\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-1024x735.png\" alt=\"\" class=\"wp-image-26047\" style=\"width:672px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-1024x735.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-300x215.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-768x551.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-520x373.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202-740x531.png 740w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-202.png 1413w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">8.Results and Discussion<\/h2>\n\n\n\n<p><strong>8.1 Bridge\u2013Road System (Position Sensitivity)<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">For the bridge\u2013road subsystem, the bridge offset was varied along the y-axis and the resulting bridge+road <strong>cost<\/strong> and <strong>CO\u2082<\/strong> were assessed. The analysis confirms that minimizing total transportation length does not automatically yield the best solution, because bridge structures are significantly more cost- and carbon-intensive than road segments. As the offset increases, the bridge span shortens while road length increases, creating a distinct trade-off.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203.png\"><img loading=\"lazy\" decoding=\"async\" width=\"752\" height=\"452\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203.png\" alt=\"\" class=\"wp-image-26050\" style=\"width:665px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203.png 752w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203-300x180.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203-520x313.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/image-203-740x445.png 740w\" sizes=\"auto, (max-width: 752px) 100vw, 752px\" \/><\/a><\/figure><\/div>\n\n\n<p style=\"font-size:15px\">Since the position that minimizes cost does not align with the position that minimizes CO\u2082, two optima are identified:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"font-size:15px\"><strong>Environmental optimum (Position 600):<\/strong> lowest embodied CO\u2082, but at a higher total cost.<\/li>\n\n\n\n<li style=\"font-size:15px\"><strong>Economic optimum (Position 1000):<\/strong> lowest cost, but higher CO\u2082 due to the longer road segments.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Position<\/strong><\/td><td><strong>Bridge+Road Cost [\u20ac]<\/strong><\/td><td><strong>Bridge+Road CO\u2082 [kg]<\/strong><\/td><\/tr><tr><td>600<\/td><td>1,447,326<\/td><td>822,109<\/td><\/tr><tr><td>1000<\/td><td>1,369,889<\/td><td>854,895<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\"><strong>Table 3: <\/strong>Comparison of optimal bridge positions (bridge+road only)<\/p>\n\n\n\n<p style=\"font-size:15px\">This confirms that bridge positioning is a high-impact lever: small geometric shifts can re-balance where embodied emissions and cost sit in the system (bridge-dominated vs. road-dominated).<\/p>\n\n\n\n<p><strong>8.2 Historical Building System (Green Roof Threshold)<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">The historical building subsystem evaluates whether the existing masonry walls can carry the additional loads from the timber trusses and the green roof. The model only adds masonry strengthening when the existing wall capacity is exceeded. Results indicate a critical threshold: up to <strong>50%<\/strong> green roof coverage, the existing walls remain sufficient and the negative embodied CO\u2082 contribution of the timber system dominates, resulting in a total of <strong>\u22121,216 kg CO\u2082<\/strong> for the intervention. At <strong>60%<\/strong> coverage, the increased load triggers masonry strengthening, producing a step-change to <strong>+3,665 kg CO\u2082<\/strong>. This assessment accounts only for manufacturing emissions <strong>(A1\u2013A3)<\/strong> and does not include operational benefits such as cooling effects.<\/p>\n\n\n\n<p style=\"font-size:15px\">The implication is that roof greening behaves non-linearly: it can remain \u201ccheap\u201d in CO\u2082 terms up to a threshold, but becomes significantly more CO\u2082-intensive once structural strengthening is required.<\/p>\n\n\n\n<p><strong>8.3 Integrated System Performance (Baseline vs. Scaled Setups)<\/strong><\/p>\n\n\n\n<p style=\"font-size:15px\">Under the municipal cap, the baseline setups (A, B, C) show that <strong>Setup A<\/strong> achieves the highest ROI among baselines but operates close to the CO\u2082 cap, leaving little robustness. <strong>Setup B<\/strong> strategically uses bridge positioning to create CO\u2082 reserves while keeping the nuclear system unchanged. <strong>Setup C<\/strong> reduces CO\u2082 slightly further through higher roof greening but at higher cost and lower ROI.In the scaled step, the remaining CO\u2082 budget is used to increase the nuclear radius (B.1 and C.2). Since rental income is generated only by the nuclear system, converting CO\u2082 reserves into additional nuclear area is the most effective way to improve overall ROI under the cap. The scaled results show that both baselines become economically stronger once reserves are reinvested into nuclear expansion; however, the <strong>Balanced scaled setup (B.1)<\/strong> performs best overall by combining CO\u2082 compliance, strong ROI, and improved robustness.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\">References<\/h2>\n\n\n\n<p>1.<a href=\"https:\/\/www.oekobaudat.de\/no_cache\/en\/database\/search\/daten\/db1.html#bereich1\">Search | Database | \u00d6KOBAUDAT<\/a><\/p>\n\n\n\n<p>2.<a href=\"https:\/\/www.ccomptes.fr\/sites\/default\/files\/EzPublish\/20140527_rapport_cout_production_electricite_nucleaire.pdf\">https:\/\/www.ccomptes.fr\/sites\/default\/files\/EzPublish\/20140527_rapport_cout_production_electricite_nucleaire.pdf<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:30px\"><br>3D Visualization:<\/h2>\n\n\n\n<div class=\"sketchfab-embed-wrapper\"> <iframe title=\"Model\" frameborder=\"0\" allowfullscreen mozallowfullscreen=\"true\" webkitallowfullscreen=\"true\" allow=\"autoplay; fullscreen; xr-spatial-tracking\" xr-spatial-tracking execution-while-out-of-viewport execution-while-not-rendered web-share src=\"https:\/\/sketchfab.com\/models\/3908bfe55e424d8da0f207e6ccec7bd2\/embed\"> <\/iframe> <p style=\"font-size: 13px; font-weight: normal; margin: 5px; color: #4A4A4A;\"> <a href=\"https:\/\/sketchfab.com\/3d-models\/model-3908bfe55e424d8da0f207e6ccec7bd2?utm_medium=embed&#038;utm_campaign=share-popup&#038;utm_content=3908bfe55e424d8da0f207e6ccec7bd2\" target=\"_blank\" rel=\"nofollow\" style=\"font-weight: bold; color: #1CAAD9;\"> Model <\/a> by <a href=\"https:\/\/sketchfab.com\/Mamarezo?utm_medium=embed&#038;utm_campaign=share-popup&#038;utm_content=3908bfe55e424d8da0f207e6ccec7bd2\" target=\"_blank\" rel=\"nofollow\" style=\"font-weight: bold; color: #1CAAD9;\"> Mamarezo <\/a> on <a href=\"https:\/\/sketchfab.com?utm_medium=embed&#038;utm_campaign=share-popup&#038;utm_content=3908bfe55e424d8da0f207e6ccec7bd2\" target=\"_blank\" rel=\"nofollow\" style=\"font-weight: bold; color: #1CAAD9;\">Sketchfab<\/a><\/p><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. Introduction The combined parametric model integrates three coupled subsystems into a single infrastructure: (i) a nuclear containment facility, (ii) an abandoned historical masonry building, and (iii) a bridge\u2013road access system. The cleared land across<a class=\"read-more\" href=\"http:\/\/141.23.68.248\/wp\/?page_id=26031\">Continue reading<\/a><\/p>\n","protected":false},"author":300,"featured_media":0,"parent":24068,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-26031","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/26031","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\/300"}],"replies":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=26031"}],"version-history":[{"count":11,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/26031\/revisions"}],"predecessor-version":[{"id":27325,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/26031\/revisions\/27325"}],"up":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/24068"}],"wp:attachment":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=26031"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}