{"id":24898,"date":"2026-02-03T07:37:14","date_gmt":"2026-02-03T07:37:14","guid":{"rendered":"http:\/\/141.23.68.248\/wp\/?page_id=24898"},"modified":"2026-02-09T10:43:02","modified_gmt":"2026-02-09T10:43:02","slug":"combined-ontology","status":"publish","type":"page","link":"http:\/\/141.23.68.248\/wp\/?page_id=24898","title":{"rendered":"Combined Ontology"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"alignleft size-large is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50.png\"><img loading=\"lazy\" decoding=\"async\" width=\"693\" height=\"1024\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50-693x1024.png\" alt=\"\" class=\"wp-image-27142\" style=\"width:336px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50-693x1024.png 693w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50-203x300.png 203w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50-520x769.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.55.50.png 724w\" sizes=\"auto, (max-width: 693px) 100vw, 693px\" \/><\/a><\/figure><\/div>\n\n\n<p><a style=\"white-space: normal; font-size: revert;\" href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.54.53.png\"><\/a>The ontology developed in this project acts as a&nbsp;knowledge-structuring mechanism&nbsp;that primarily serves to explain how the parametric model implemented in Dynamo operates, rather than to describe metro stations as generic infrastructure systems. While the Dynamo model represents the operational design environment, where geometry, parameters, and configurations are manipulated, the ontology functions as the&nbsp;conceptual backbone&nbsp;that makes the underlying logic, dependencies, and system relationships explicit. In this sense, the ontology is designed to support user understanding of how individual subsystems interact within the integrated model and how changes in parameters propagate through the system.<\/p>\n\n\n\n<p>Within the ontology, the&nbsp;high-performance criteria&nbsp;established in the introduction are explicitly represented and aligned with the measurable outputs generated by the Dynamo model. These criteria are further specialized to reflect the model\u2019s performance indicators. The main classes are structured around the integrated system and the two high-performance criteria:&nbsp;<em>Capacity<\/em>&nbsp;and&nbsp;<em>OperationalEnergyEfficiency<\/em>.&nbsp;<em>Capacity<\/em>&nbsp;is further specialized into&nbsp;<em>PassengerCapacity<\/em>,&nbsp;<em>PublicSpace<\/em>, and&nbsp;<em>StormWaterVaultCapacity<\/em>, while&nbsp;<em>OperationalEnergyEfficiency<\/em>&nbsp;is specialized into&nbsp;<em>UValue<\/em>&nbsp;and&nbsp;<em>VentilationVolume<\/em>. These subclasses directly correspond to the metrics computed within the parametric model.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26.png\"><img loading=\"lazy\" decoding=\"async\" width=\"856\" height=\"856\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26.png\" alt=\"\" class=\"wp-image-27143\" style=\"width:328px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26.png 856w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26-300x300.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26-150x150.png 150w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26-768x768.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26-520x520.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.26-740x740.png 740w\" sizes=\"auto, (max-width: 856px) 100vw, 856px\" \/><\/a><\/figure><\/div>\n\n\n<p>At the system level, the&nbsp;<em>MetroStation<\/em>&nbsp;class aggregates the primary subsystems modeled in Dynamo, including&nbsp;<em>StationBox<\/em>,&nbsp;<em>Tunnel<\/em>,&nbsp;<em>StormWaterVaultSystem<\/em>,&nbsp;<em>FacadeSystem<\/em>, and&nbsp;<em>ETICSInsulation<\/em>. To better represent system interactions and functional dependencies, the ontology also includes supporting systems such as&nbsp;<em>VerticalCirculationSystem<\/em>, with subclasses&nbsp;<em>Stairs<\/em>&nbsp;and&nbsp;<em>Elevator<\/em>, as well as a&nbsp;<em>BuildingSystem<\/em>&nbsp;class that groups fa\u00e7ade and insulation-related components. These additions allow the ontology to capture not only individual subsystems, but also their role within the overall station configuration.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-full is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"856\" height=\"268\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1.png\" alt=\"\" class=\"wp-image-27153\" style=\"width:386px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1.png 856w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1-300x94.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1-768x240.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1-520x163.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.37-1-740x232.png 740w\" sizes=\"auto, (max-width: 856px) 100vw, 856px\" \/><\/a><\/figure><\/div>\n\n\n<p>The&nbsp;object properties&nbsp;of the ontology are used to describe relationships between classes and systems. System-to-system interactions are represented using the property&nbsp;<em>connectsTo<\/em>, which captures physical or functional connections, for example between a&nbsp;<em>Tunnel<\/em>&nbsp;and a&nbsp;<em>StationBox<\/em>. Capacity-related relationships are expressed through properties such as&nbsp;<em>hasCapacity<\/em>, linking systems like the&nbsp;<em>StormWaterVaultSystem<\/em>&nbsp;to&nbsp;<em>StormWaterVaultCapacity<\/em>, and public spaces to their associated&nbsp;<em>PublicSpaceArea<\/em>. These relationships formalize the principal dependencies embedded in the parametric model.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-full is-resized\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"856\" height=\"366\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3.png\" alt=\"\" class=\"wp-image-27152\" style=\"width:390px;height:auto\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3.png 856w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3-300x128.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3-768x328.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3-520x222.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.45.46-3-740x316.png 740w\" sizes=\"auto, (max-width: 856px) 100vw, 856px\" \/><\/a><\/figure><\/div>\n\n\n<p>Finally, the&nbsp;data properties&nbsp;focus on the parameters and outputs that are directly manipulated or measured within Dynamo. Attributes such as&nbsp;<em>depth_m<\/em>,&nbsp;<em>length_m<\/em>,&nbsp;<em>width_m<\/em>, and&nbsp;<em>numberOfMetroLines<\/em>&nbsp;are assigned to individuals of the relevant classes, allowing specific design configurations and model outcomes to be represented explicitly. Through these properties, the ontology documents example parameter settings and their resulting performance values, reinforcing its role as an explanatory layer for the parametric model.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-scaled.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"434\" src=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-1024x434.png\" alt=\"\" class=\"wp-image-27155\" srcset=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-1024x434.png 1024w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-300x127.png 300w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-768x326.png 768w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-1536x652.png 1536w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-2048x869.png 2048w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-520x221.png 520w, http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-07-at-15.46.45-740x314.png 740w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p>Overall, the ontology is developed explicitly with the Dynamo parametric model in mind. Rather than functioning as a general descriptive model of metro stations, it serves to clarify the intrinsic relationships, assumptions, and dependencies embedded within the parametric design environment, thereby improving transparency, interpretability, and extensibility of the integrated modelling approach.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Axiom Type<\/th><th>Purpose in the Ontology<\/th><th>Example Axiom (Description Logic \/ OWL-style)<\/th><th>Explanation<\/th><\/tr><\/thead><tbody><tr><td>Class Hierarchy (SubClassOf)<\/td><td>Defines system decomposition and specialization<\/td><td><code>StationBox \u2291 MetroStation<\/code><\/td><td>A station box is a specific subsystem that is part of a metro station.<\/td><\/tr><tr><td>Class Specialization<\/td><td>Refines performance criteria into measurable indicators<\/td><td><code>PassengerCapacity \u2291 Capacity<\/code><\/td><td>Passenger capacity is a specific type of capacity considered in the model.<\/td><\/tr><tr><td>Object Property (Relationship)<\/td><td>Represents interactions between systems<\/td><td><code>Tunnel \u2291 \u2203 connectsTo.StationBox<\/code><\/td><td>Every tunnel is connected to at least one station box.<\/td><\/tr><tr><td>Object Property Domain &amp; Range<\/td><td>Restricts valid relationships between classes<\/td><td><code>Domain(connectsTo) = MetroStation<\/code><code>Range(connectsTo) = MetroStation<\/code><\/td><td>The&nbsp;<code>connectsTo<\/code>&nbsp;relation is only valid between metro station subsystems.<\/td><\/tr><tr><td>Existential Restriction<\/td><td>Enforces required system dependencies<\/td><td><code>StormWaterVaultSystem \u2291 \u2203 hasCapacity.StormWaterVaultCapacity<\/code><\/td><td>A stormwater vault system must have an associated storage capacity.<\/td><\/tr><tr><td>Data Property (Parameter Definition)<\/td><td>Represents numerical inputs or outputs<\/td><td><code>depth_m : StationBox \u2192 xsd:double<\/code><\/td><td>Station box depth is represented as a numerical parameter.<\/td><\/tr><tr><td>Data Property Restriction<\/td><td>Links performance indicators to measured values<\/td><td><code>UValue \u2291 \u2203 measuredBy.uValue_Wm2K<\/code><\/td><td>The U-value performance indicator is quantified by a numeric U-value.<\/td><\/tr><tr><td>Performance Alignment<\/td><td>Connects ontology concepts to Dynamo outputs<\/td><td><code>VentilationVolume \u2291 \u2203 measuredBy.ventilationVolume_m3<\/code><\/td><td>Ventilation volume is explicitly measured as a model output.<\/td><\/tr><tr><td>Functional Dependency<\/td><td>Encodes design logic assumptions<\/td><td><code>ETICSInsulation \u2291 \u2203 connectsTo.FacadeSystem<\/code><\/td><td>ETICS exists only in relation to the fa\u00e7ade system it insulates.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-03cfc842-3f6a-4be5-b02b-eebc76f7d8b3\" href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/260208_SEgroupD_MetroStation.owl\">260208_SEgroupD_MetroStation<\/a><a href=\"http:\/\/141.23.68.248\/wp\/wp-content\/uploads\/2026\/02\/260208_SEgroupD_MetroStation.owl\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-03cfc842-3f6a-4be5-b02b-eebc76f7d8b3\">Download<\/a><\/div>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=24896\" data-type=\"page\" data-id=\"24896\">Subsystem Interface<\/a><\/td><td class=\"has-text-align-right\" data-align=\"right\"><a href=\"http:\/\/141.23.68.248\/wp\/?page_id=24900\" data-type=\"page\" data-id=\"24900\">Integrated Parametric Model<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The ontology developed in this project acts as a&nbsp;knowledge-structuring mechanism&nbsp;that primarily serves to explain how the parametric model implemented in Dynamo operates, rather than to describe metro stations as generic infrastructure systems. While the Dynamo<a class=\"read-more\" href=\"http:\/\/141.23.68.248\/wp\/?page_id=24898\">Continue reading<\/a><\/p>\n","protected":false},"author":284,"featured_media":0,"parent":24890,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-24898","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/24898","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\/284"}],"replies":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24898"}],"version-history":[{"count":13,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/24898\/revisions"}],"predecessor-version":[{"id":28268,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/24898\/revisions\/28268"}],"up":[{"embeddable":true,"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=\/wp\/v2\/pages\/24890"}],"wp:attachment":[{"href":"http:\/\/141.23.68.248\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24898"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}