{"id":43040,"date":"2024-07-16T16:24:28","date_gmt":"2024-07-16T14:24:28","guid":{"rendered":"https:\/\/www.sogelink.com\/?p=43040"},"modified":"2024-10-29T10:05:27","modified_gmt":"2024-10-29T09:05:27","slug":"the-digital-twin-data-center","status":"publish","type":"post","link":"https:\/\/www.sogelink.com\/en\/innovation-2\/the-digital-twin-data-center\/","title":{"rendered":"The Digital Twin Data Center"},"content":{"rendered":"\t<section id=\"presentation\" class=\"py-8 mt-6 scrolling rich-content lg:pl-12\">\n\t\t<div class=\"px-[41px] lg:container\">\n\t\t\t<div class=\"relative w-full mx-auto desktop:w-9\/12\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"absolute top-0 w-4 lg:w-6 octogone-blue -left-8 lg:-left-12\" src=\"https:\/\/www.sogelink.com\/wp-content\/themes\/hh-theme\/assets\/svg\/octogone-active-blue.svg\">\n\t\t\t\t\t<img decoding=\"async\" class=\"absolute top-0 hidden w-4 lg:w-6 octogone-white -left-8 lg:-left-12\" src=\"https:\/\/www.sogelink.com\/wp-content\/themes\/hh-theme\/assets\/svg\/octogone-active-white.svg\">\n\t\t\t\t\t\t\t\t<h2><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW193619155 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW193619155 BCX8\" data-ccp-parastyle=\"heading 2\">The <\/span><span class=\"NormalTextRun SCXW193619155 BCX8\" data-ccp-parastyle=\"heading 2\">Digital Twin <\/span><span class=\"NormalTextRun CommentStart SCXW193619155 BCX8\" data-ccp-parastyle=\"heading 2\">Data <\/span><span class=\"NormalTextRun SCXW193619155 BCX8\" data-ccp-parastyle=\"heading 2\">Center<\/span><\/span><\/span><\/h2>\n<p><span class=\"NormalTextRun SCXW41361904 BCX8\">Digital Twins are seen as innovations, providing a virtual replica of real-world assets and their surroundings. These Digital Twins offer <\/span><span class=\"NormalTextRun SCXW41361904 BCX8\">numerous<\/span><span class=\"NormalTextRun SCXW41361904 BCX8\"> benefits across various sectors, including the construction sector. However, many users lack insight into the process of Digital Twin creation. In this series, we aim to bridge this gap by providing insights into the creation of <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW41361904 BCX8\">a Digital<\/span><span class=\"NormalTextRun SCXW41361904 BCX8\"> Twin. <\/span><span class=\"NormalTextRun SCXW41361904 BCX8\">Whereas the <\/span><span class=\"NormalTextRun SCXW41361904 BCX8\">previous<\/span><span class=\"NormalTextRun SCXW41361904 BCX8\"> article was about the <a href=\"https:\/\/www.sogelink.com\/en\/innovation-2\/digital-twin-requirements\/\">requirements of a Digital Twin<\/a>, this article will dive into the Digital Twin data <\/span><span class=\"NormalTextRun SCXW41361904 BCX8\">center and Digital Twin data models<\/span><span class=\"NormalTextRun SCXW41361904 BCX8\">. Get inspired now!\u00a0<\/span><\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/section>\n\t\n\n\t<section id=\"presentation\" class=\"py-8 mt-6 scrolling rich-content lg:pl-12\">\n\t\t<div class=\"px-[41px] lg:container\">\n\t\t\t<div class=\"relative w-full mx-auto desktop:w-9\/12\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"absolute top-0 w-4 lg:w-6 octogone-blue -left-8 lg:-left-12\" src=\"https:\/\/www.sogelink.com\/wp-content\/themes\/hh-theme\/assets\/svg\/octogone-active-blue.svg\">\n\t\t\t\t\t<img decoding=\"async\" class=\"absolute top-0 hidden w-4 lg:w-6 octogone-white -left-8 lg:-left-12\" src=\"https:\/\/www.sogelink.com\/wp-content\/themes\/hh-theme\/assets\/svg\/octogone-active-white.svg\">\n\t\t\t\t\t\t\t\t<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW106273655 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW106273655 BCX8\" data-ccp-parastyle=\"heading 3\">Technical Platform<\/span><\/span><span class=\"EOP SCXW106273655 BCX8\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:160,&quot;335559739&quot;:80,&quot;335559740&quot;:259}\">\u00a0<\/span><\/span><\/h4>\n<p><span data-contrast=\"auto\">The technical platform is the core for running the Digital Twin and consists of software components to manage tasks such as data storage, data processing and data management. These components are the building blocks of the Digital Twin infrastructure:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Hosting and Deployment:<\/strong> The foundation of the Digital Twin infrastructure is established on a cloud platform powered by <\/span><a href=\"https:\/\/cloud.google.com\/kubernetes-engine\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Google Kubernetes Engine<\/span><\/a><span data-contrast=\"auto\"> (GKE). The cloud environment organizes resources dynamically, adjusting to the usage of the Digital Twin. Next to that, <\/span><a href=\"https:\/\/www.docker.com\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Docker<\/span><\/a><span data-contrast=\"auto\"> is employed to package software, ensuring that all the individual technical components can work together.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Security:<\/strong> Ensuring the security and confidentiality of sensitive information and data is important within the technical platform. Robust security features are integrated into this platform to safeguard against cyber threats and unauthorized access. User roles are customizable, which means that the different sections of the Digital Twin infrastructure can be made accessible to only certain people. This allows us to comply with the ISO standards for digital security.<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Open source:<\/strong> Open-source software has public access to its source code, enabling inspection, modification, and enhancement as needed. The <\/span><a href=\"https:\/\/www.sogelink.com\/innovation\/le-jumeau-numerique-une-technologie-davenir\/\"><span data-contrast=\"none\">Sogelink Digital Twin<\/span><\/a><span data-contrast=\"auto\"> platform is also using open-source software, allowing for adaptability to specific requirements for the creation of the Digital Twin. Next to open source software, we also use other methods for data collection, such as data archives and sensor data. Read more about this in our article about <\/span><a href=\"https:\/\/www.sogelink.com\/en\/innovation-2\/digital-twin-requirements\/\"><span data-contrast=\"none\">Digital Twin requirements<\/span><\/a><span data-contrast=\"auto\">.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"5\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Open standards:<\/strong> Open standards serve as important elements in the efficient operation of a Digital Twin. For example, standards for data formats, metadata, data catalogs and data exchange ensure the consistency and compatibility across different systems. The Digital Twin infrastructure is built upon open standards, facilitating seamless data processing and usage. Many of the geodata standards are maintained by the <\/span><a href=\"https:\/\/www.ogc.org\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Open Geospatial Consortium (OGC)<\/span><\/a><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW22198938 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW22198938 BCX8\" data-ccp-parastyle=\"heading 3\">Digital Twin <\/span><span class=\"NormalTextRun SCXW22198938 BCX8\" data-ccp-parastyle=\"heading 3\">Data <\/span><span class=\"NormalTextRun SCXW22198938 BCX8\" data-ccp-charstyle=\"Titre 3 Car\">Storage<\/span><\/span><span class=\"EOP SCXW22198938 BCX8\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:160,&quot;335559739&quot;:80,&quot;335559740&quot;:259}\">\u00a0<\/span><\/span><\/h4>\n<p><span data-contrast=\"auto\">Digital Twins are all about data \u2014 and this data needs to be stored. There are many different types of databases, each with its own advantages. The selection of a database depends on factors such as data formats and intended usage. We will dive deeper into this:\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Object Storage:<\/strong> Data, such as 3D tiles, can be stored as files, images, or text-based formats like CSV or JSON. These data objects are housed within cloud storage buckets, offering flexibility in scaling up or down.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Relational data:<\/strong> Structured in a table-like format with columns and rows, relational databases are utilized for storing relational data. PostgreSQL stands out as an open-source database system designed for this purpose. This system offers extensions to optimize the storage for various data types, including PostGIS for geospatial data, h3 for hexagonal grids, and pgvector for AI applications.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Real-time data:<\/strong> Real-time data, continuously collected and processed by sensors, plays an important role in the creation of Digital Twins. This real-time data is offering live insights into the <\/span><span data-contrast=\"none\">assets<\/span><span data-contrast=\"auto\"> or providing other insights such as the amount of traffic or status of the weather. <\/span><a href=\"https:\/\/github.com\/hydradatabase\/hydra\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Hydra<\/span><\/a><span data-contrast=\"auto\"> is an extension for PostgreSQL for efficiently storing time series data through columnar storage for fast analytical queries. Time series data can also be stored in Parquet files for easy exporting while strongly reducing the storage usage.\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"9\" data-aria-level=\"1\"><span data-contrast=\"auto\"><strong>Vector data:<\/strong> vector data refers to the conversion of data into numerical vectors. <\/span><a href=\"https:\/\/github.com\/pgvector\/pgvector\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">pgvector<\/span><\/a><span data-contrast=\"auto\"> is an extension for PostgreSQL to store such data. Widely employed in fields such as Natural Language Processing, vector databases are optimized for storing and querying these vectors.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW201629021 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW201629021 BCX8\" data-ccp-parastyle=\"heading 3\">Digital Twin <\/span><span class=\"NormalTextRun SCXW201629021 BCX8\" data-ccp-parastyle=\"heading 3\">Data Management<\/span><\/span><\/span><\/h4>\n<p><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\"> <img decoding=\"async\" class=\"alignnone size-medium wp-image-43042\" src=\"https:\/\/www.sogelink.com\/app\/uploads\/2024\/07\/Digital-Twin-Data-Center-2-300x225.jpg\" alt=\"Digital Twin Data Management \" width=\"300\" height=\"225\" srcset=\"https:\/\/www.sogelink.com\/wp-content\/uploads\/2024\/07\/Digital-Twin-Data-Center-2-300x225.jpg 300w, https:\/\/www.sogelink.com\/wp-content\/uploads\/2024\/07\/Digital-Twin-Data-Center-2.jpg 592w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/span><\/p>\n<p><span data-contrast=\"auto\">As the amount of data increases, maintaining a clear overview becomes increasingly challenging. Digital Twin Data management is about keeping track of data quality, traceability, and other metadata. By using the FAIR principles (Findable, Accessible, Interoperable, Reusable), we ensure that data remains well-organized and usable.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Datasets within the Digital Twin are systematically cataloged along with their metadata. Metadata are important descriptors of data and provide information such as , licenses, quality, and structure. Metadata play an important role in data tracking and dataset sharing.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW85565962 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW85565962 BCX8\" data-ccp-parastyle=\"heading 3\">Digital Twin<\/span><span class=\"NormalTextRun SCXW85565962 BCX8\" data-ccp-parastyle=\"heading 3\"> Tools<\/span><\/span><span class=\"EOP SCXW85565962 BCX8\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:160,&quot;335559739&quot;:80,&quot;335559740&quot;:259}\">\u00a0<\/span><\/span><\/h4>\n<p><span data-contrast=\"auto\">As we have our technical platform ready and gathered a lot of data. Now it is time to shape the data for the needs of the Digital Twin. This can be done by checking different data driven Digital Twin tools. A <\/span><span data-contrast=\"none\">data-driven approach<\/span><span data-contrast=\"auto\"> is all about getting as much value from the data as possible. This can be achieved through various methods, including the combination of existing datasets to generate new data and the application of modeling and machine learning techniques to generate new insights. We will dive deeper into these methods:\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><b><span data-contrast=\"auto\">Data fusion<\/span><\/b><span data-contrast=\"auto\"> merges data from different sources. The goal is to combine the data to create a new dataset with a higher value. Data fusion can be performed in different ways. For instance, consider our 3D buildings dataset, where point cloud data are combined with building footprints to automatically generate 3D building models.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"-\" data-font=\"Aptos\" data-listid=\"1\" data-list-defn-props=\"{&quot;335551671&quot;:5,&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Aptos&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;-&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"14\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">AI and Machine learning (ML)<\/span><\/b><span data-contrast=\"auto\">\u00a0is gaining importance in the world of Geo-IT to analyze large amounts of data. ML, a subset of Artificial Intelligence (AI), empowers computers to learn from data without programming. ML algorithms are capable of learning from data and making predictions based on learned patterns. For example, ML algorithms can detect objects in images or forecast future events based on historical data. For example, ML can identify windows from aerial imagery and incorporate this information into a building dataset. This is for example interesting for a Digital Twin for the Energy sector. For example, we use this to calculate the energy consumption of a house, since energy can escape more easily through the windows.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><b><span data-contrast=\"auto\">Predictive Modelling<\/span><\/b><span data-contrast=\"auto\"> allows us to simulate and predict the behavior of a system. Models are basically calculations that can be used to test different scenarios under different conditions. For instance, models can predict the stability of infrastructural assets under different scenarios. In the context of smart cities, AI models can forecast streams of people in public transport and traffic, which are important insights for in efficient <\/span><span data-contrast=\"none\">urban planning<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW65647950 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW65647950 BCX8\" data-ccp-parastyle=\"heading 3\">Data Processing Pipelines<\/span><\/span><span class=\"EOP SCXW65647950 BCX8\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:160,&quot;335559739&quot;:80,&quot;335559740&quot;:259}\">\u00a0<\/span>\u00a0<\/span><\/h4>\n<p><img decoding=\"async\" class=\"alignnone size-medium wp-image-43044\" src=\"https:\/\/www.sogelink.com\/app\/uploads\/2024\/07\/Digital-Twin-Data-Center-3-228x300.jpg\" alt=\"Data Processing Pipelines \" width=\"228\" height=\"300\" srcset=\"https:\/\/www.sogelink.com\/wp-content\/uploads\/2024\/07\/Digital-Twin-Data-Center-3-228x300.jpg 228w, https:\/\/www.sogelink.com\/wp-content\/uploads\/2024\/07\/Digital-Twin-Data-Center-3.jpg 476w\" sizes=\"(max-width: 228px) 100vw, 228px\" \/><\/p>\n<p><span data-contrast=\"auto\">Within the Digital Twin infrastructure, data flows between storage locations and processing tools. This entire transfer process is commonly known as ETL: Extract, Transform, Load. Our aim is to make sure that ETL pipelines operate smoothly and efficiently. We will dive deeper into some examples of Digital Twin data processing.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\"><strong>Georeferencing:<\/strong> A huge number of coordinate reference systems exist. Aligning all data to the same coordinate system (i.e. georeferencing) is required to make sure that all the Digital Twin data can be used together. <\/span><a href=\"https:\/\/gdal.org\/index.html\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">GDAL<\/span><\/a><span data-contrast=\"auto\">, a robust open-source library for geospatial data processing, is important for converting data to various coordinate systems and geographic formats.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>3D Data conversion:<\/strong> To facilitate visualization, data is converted into 3D formats. <\/span><a href=\"https:\/\/postgis.net\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">PostGIS<\/span><\/a><span data-contrast=\"auto\"> is a handy tool for constructing 3D geometries within a PostgreSQL database. <\/span><a href=\"https:\/\/research.geodan.nl\/\"><span data-contrast=\"none\">Sogelink Research<\/span><\/a><span data-contrast=\"auto\"> uses custom tools, like <\/span><span data-contrast=\"none\">pg2b3dm<\/span><span data-contrast=\"auto\"> and <\/span><a href=\"https:\/\/github.com\/Geodan\/i3dm.export\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">i3dm.export<\/span><\/a><span data-contrast=\"none\">,<\/span><span data-contrast=\"auto\"> to directly convert 3D data from PostgreSQL databases into standardized 3D formats.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>Automizated ETL process:<\/strong> ETL pipelines can be complex because the required input and output are different per data processing tool. Automating this ETL process helps to prevent mistakes and keep the data up-to-date. <\/span><a href=\"https:\/\/www.mage.ai\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Mage<\/span><\/a><span data-contrast=\"auto\"> is a tool to automate complete ETL pipelines to extract data from a source, transform it, and then load it into a database. Additionally, it facilitates scheduling of pipelines at regular intervals to maintain data freshness.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\"><span class=\"TextRun SCXW83480617 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">Digital Twin <\/span><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">API<\/span><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">\u2019s <\/span><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">and <\/span><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">Digital Twin <\/span><span class=\"NormalTextRun SCXW83480617 BCX8\" data-ccp-parastyle=\"heading 3\">Services<\/span><\/span><\/span><\/h4>\n<p><span data-contrast=\"auto\">Now we have the capability to store, process, and manage our data, this data doesn&#8217;t automatically integrate into the Digital Twin. The final step in the data core is serving the data to make it accessible for users. This is achieved through APIs, which are software components facilitating communication and data exchange between applications. We are happy to share more about these Digital Twin API\u2019s and Digital Twin services:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><span data-contrast=\"auto\"><strong>Web API<\/strong>: Data processing tools can be integrated into a web framework to enable HTTP-based querying. With this, modeling and simulation algorithms are accessible directly through the web. This means that end-users can run simulations in real-time.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>Database API:<\/strong> Databases can also be queried directly via the web. APIs like PostGraphile, <\/span><span data-contrast=\"none\">pg_featureserv<\/span><span data-contrast=\"auto\"> and <\/span><a href=\"https:\/\/github.com\/observablehq\/database-proxy\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Observable&#8217;s database proxy<\/span><\/a><span data-contrast=\"auto\"> enable communication with PostgreSQL to facilitate on-demand data retrieval from the database.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>OGC Web Map Services:<\/strong> OGC Web Map Services (WMS) and Web Map Tiled Services (WMTS) are standard protocols established by the Open Geospatial Consortium (OGC) for sharing 2D map layers online. These services are commonly used in GIS systems to request and receive map images from remote servers. <\/span><a href=\"https:\/\/geoserver.org\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">GeoServer<\/span><\/a><span data-contrast=\"auto\"> is an open-source tool used for publishing geospatial data as web services.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>Tiled Map Services:<\/strong> Alternatives like Cloud Optimized GeoTIFF (COG), MBTiles, and PMTiles serve map layers in a scalable and cost-effective manner without requiring server-side management, offering efficient solutions for serving map layers.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\"><strong>OGC SensorThings API:<\/strong> The OGC SensorThings API is a standard for providing access to IoT sensor data. Developed by the <\/span><a href=\"https:\/\/www.ogc.org\/\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">Open Geospatial Consortium<\/span><\/a><span data-contrast=\"auto\"> (OGC), this API provides an open and unified method to connect IoT devices and applications over the web. <\/span><a href=\"https:\/\/github.com\/FraunhoferIOSB\/FROST-Server\" target=\"_blank\" rel=\"noopener\"><span data-contrast=\"none\">FROST-Server<\/span><\/a><span data-contrast=\"auto\">, an open-source implementation of the SensorThings API, facilitates the integration of real-time sensor data for the Sogelink Digital Twin platform.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\">Key takeaways <span class=\"EOP SCXW83480617 BCX8\" data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:160,&quot;335559739&quot;:80,&quot;335559740&quot;:259}\">\u00a0<\/span><\/span><\/h4>\n<ul>\n<li><span data-contrast=\"auto\">The Digital Twin&#8217;s core, its technical platform, manages data storage, processing, and management. In summary, the technical platform is the backbone of the Digital Twin, guaranteeing efficient and secure data handling for optimal performance.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Managing data in the Digital Twin is important as the volume grows. Adhering to FAIR principles (Findable, Accessible, Interoperable, Reusable) ensures organized and usable data.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Data fusion combines available data sources for new insights, like merging point cloud and building footprint data for 3D models. Machine learning analyzes large datasets, identifying objects in images or forecasting events. Predictive modeling simulates system behavior, aiding in infrastructure stability prediction and urban planning in smart cities.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">In the Digital Twin infrastructure, data flows seamlessly between storage and processing tools through ETL (Extract, Transform, Load) processes.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li><span data-contrast=\"auto\">Data accessibility is important, achieved through APIs facilitating communication between applications.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n<h4><span style=\"color: #1349a0;\">Frequently asked questions<\/span><\/h4>\n<p><strong><span class=\"NormalTextRun SCXW18654214 BCX8\">What is the Digital Twin Data <\/span><span class=\"NormalTextRun SCXW18654214 BCX8\">center<\/span><span class=\"NormalTextRun SCXW18654214 BCX8\">?<\/span><\/strong> <span class=\"TextRun SCXW85073278 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW85073278 BCX8\">The Digital Twin Data <\/span><span class=\"NormalTextRun SCXW85073278 BCX8\">cent<\/span><span class=\"NormalTextRun SCXW85073278 BCX8\">e<\/span><span class=\"NormalTextRun SCXW85073278 BCX8\">r<\/span> <span class=\"NormalTextRun SCXW85073278 BCX8\">is the core of the<\/span><span class=\"NormalTextRun SCXW85073278 BCX8\"> Digital Twin<\/span><\/span><span class=\"TrackChangeTextInsertion TrackedChange SCXW85073278 BCX8\"><span class=\"TextRun SCXW85073278 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW85073278 BCX8\">,<\/span><\/span><\/span><span class=\"TextRun SCXW85073278 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW85073278 BCX8\"> responsible for managing data storage, processing, and serving within a technical platform.<\/span><\/span><span class=\"EOP SCXW85073278 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><strong><span class=\"TextRun SCXW218094473 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW218094473 BCX8\">What are the key components of the technical platform?<\/span><\/span><\/strong> <span class=\"TextRun SCXW254941603 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW254941603 BCX8\">The technical platform includes hosting and deployment on a cloud environment, robust security features, <\/span><span class=\"NormalTextRun SCXW254941603 BCX8\">utilization<\/span><span class=\"NormalTextRun SCXW254941603 BCX8\"> of open-source software and standards, and integration of AI and machine learning technologies.<\/span><\/span><span class=\"EOP SCXW254941603 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><strong><span class=\"TextRun SCXW218951070 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW218951070 BCX8\">How is data stored within the Digital Twin Data <\/span><span class=\"NormalTextRun SCXW218951070 BCX8\">center?<\/span><\/span><\/strong>\u00a0<span class=\"TextRun SCXW18371686 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW18371686 BCX8\">Data storage encompasses <\/span><span class=\"NormalTextRun SCXW18371686 BCX8\">various types<\/span><span class=\"NormalTextRun SCXW18371686 BCX8\"> such as object storage for files, relational databases like PostgreSQL, <\/span><span class=\"NormalTextRun SCXW18371686 BCX8\">columnar storage for <\/span><span class=\"NormalTextRun SCXW18371686 BCX8\">r<\/span><span class=\"NormalTextRun CommentStart SCXW18371686 BCX8\">eal-time data<\/span><span class=\"NormalTextRun SCXW18371686 BCX8\">, and vector databases optimized for AI algorithms.<\/span><\/span><span class=\"EOP SCXW18371686 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><strong><span class=\"NormalTextRun SCXW234141330 BCX8\">How is data managed within the Digital Twin Data <\/span><span class=\"NormalTextRun SCXW234141330 BCX8\">center?<\/span><\/strong> <span class=\"TextRun SCXW212381214 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW212381214 BCX8\">Data management adheres to FAIR principles (Findable, Accessible, Interoperable, Reusable), systematically cataloging datasets with metadata, adhering to standards like ISO-19115 for geospatial metadata, and <\/span><span class=\"NormalTextRun SCXW212381214 BCX8\">leveraging<\/span><span class=\"NormalTextRun SCXW212381214 BCX8\"> AI for enhanced dataset searches.<\/span><\/span><span class=\"EOP SCXW212381214 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><strong><span class=\"NormalTextRun SCXW263472616 BCX8\">What analytical tools are employed in the Digital Twin Data <\/span><span class=\"NormalTextRun SCXW263472616 BCX8\">center<\/span><span class=\"NormalTextRun SCXW263472616 BCX8\">? <\/span><\/strong><span class=\"NormalTextRun SCXW263472616 BCX8\"><span class=\"TextRun SCXW170094396 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW170094396 BCX8\">Analytical tools include data fusion for combining datasets, AI and machine learning for data analysis, and predictive modeling for simulating system behaviors under different conditions<\/span><\/span><\/span><\/p>\n<p>Visit our <a href=\"https:\/\/www.sogelink.com\/en\/innovation-2\/digital-twin-explained\/\">Digital Twin FAQ page<\/a> for more frequently asked questions about Digital Twins. Next to that, <a href=\"https:\/\/stefandegraaf.github.io\/dt-infrastructure\/\" target=\"_blank\" rel=\"noopener\">here<\/a> you find more information about the Digital Twin concept as a whole.<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/section>\n\t\n\n<!-- Contact -->\n<div class=\"contact py-[50px] px-[41px] lg:container\">\n    <div class=\"relative w-full mx-auto desktop:w-10\/12\">\n        <div class=\"rounded-[20px] flex-wrap lg:flex-nowrap flex items-center justify-center gap-10 overflow-hidden border-b-[34px] border-r-0 lg:border-b-0 lg:border-r-[34px] border-blue-2\">\n            <div class=\"relative w-full h-[360px]\">\n                <img decoding=\"async\" class=\"absolute top-0 left-0 object-cover w-full h-full\" src=\"https:\/\/www.sogelink.com\/wp-content\/uploads\/2022\/09\/retouche-AdobeStock_315385170-plus-sombre.webp\" alt=\"Digital Twin\" srcset=\"\">\n            <\/div>\n            <div class=\"flex flex-row items-start gap-4 mb-5 text-center lg:mb-0 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class=\"frm_primary_label\">Company\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <input  type=\"text\" id=\"field_3mcpp44343\" name=\"item_meta[1892]\" value=\"\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"Name est non valide\" aria-invalid=\"false\"   \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1893_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm6 frm_first\">\r\n    <label for=\"field_29yf4d44343\" id=\"field_29yf4d44343_label\" class=\"frm_primary_label\">Email\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <input type=\"email\" id=\"field_29yf4d44343\" name=\"item_meta[1893]\" value=\"\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"Please enter a valid email address\" aria-invalid=\"false\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1894_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm6\">\r\n    <label for=\"field_d3c4444343\" id=\"field_d3c4444343_label\" class=\"frm_primary_label\">Phone\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <input type=\"tel\" id=\"field_d3c4444343\" name=\"item_meta[1894]\" value=\"\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"T\u00e9l\u00e9phone est non valide\" aria-invalid=\"false\" pattern=\"((\\+\\d{1,3}(-|.| )?\\(?\\d\\)?(-| |.)?\\d{1,5})|(\\(?\\d{2,6}\\)?))(-|.| )?(\\d{3,4})(-|.| )?(\\d{4})(( x| ext)\\d{1,5}){0,1}$\"  \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1895_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm4 frm_first\">\r\n    <label for=\"field_cz5fk44343\" id=\"field_cz5fk44343_label\" class=\"frm_primary_label\">Postcode\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <input type=\"number\" id=\"field_cz5fk44343\" name=\"item_meta[1895]\" value=\"\" data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"Nombre est non valide\" aria-invalid=\"false\"   min=\"0\" max=\"9999999\" step=\"any\" \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1896_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm4\">\r\n    <label for=\"field_t2qfu44343\" id=\"field_t2qfu44343_label\" class=\"frm_primary_label\">City\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <input  type=\"text\" id=\"field_t2qfu44343\" name=\"item_meta[1896]\" value=\"\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"texte est non valide\" aria-invalid=\"false\"   \/>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1897_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm4\">\r\n    <label for=\"field_dtqzg44343\" id=\"field_dtqzg44343_label\" class=\"frm_primary_label\">Country\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    \t\t<select name=\"item_meta[1897]\" id=\"field_dtqzg44343\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"Country is invalid\" aria-invalid=\"false\"  >\n\t\t<option  value=\"France\">France<\/option><option  value=\"Afghanistan\">Afghanistan<\/option><option  value=\"Afrique du Sud\">Afrique du Sud<\/option><option  value=\"Albanie\">Albanie<\/option><option  value=\"Alg\u00e9rie\">Alg\u00e9rie<\/option><option  value=\"Allemagne\">Allemagne<\/option><option  value=\"Andore\">Andore<\/option><option  value=\"Angolie\">Angolie<\/option><option  value=\"Anguilla\">Anguilla<\/option><option  value=\"Antartique\">Antartique<\/option><option  value=\"Antigua and Barbuda\">Antigua and Barbuda<\/option><option  value=\"Arabie Saoudite\">Arabie Saoudite<\/option><option  value=\"Argentine\">Argentine<\/option><option  value=\"Arm\u00e9nie\">Arm\u00e9nie<\/option><option  value=\"Aruba\">Aruba<\/option><option  value=\"Australie\">Australie<\/option><option  value=\"Australier\">Australier<\/option><option  value=\"Azerbaijan\">Azerbaijan<\/option><option  value=\"Bahamas\">Bahamas<\/option><option  value=\"Bahre\u00efn\">Bahre\u00efn<\/option><option  value=\"Barbade (la)\">Barbade (la)<\/option><option  value=\"Belarus\">Belarus<\/option><option  value=\"Belgique\">Belgique<\/option><option  value=\"Belize\">Belize<\/option><option  value=\"Bengladesh\">Bengladesh<\/option><option  value=\"Benin\">Benin<\/option><option  value=\"Bermude\">Bermude<\/option><option  value=\"Bhoutan\">Bhoutan<\/option><option  value=\"Bolivie\">Bolivie<\/option><option  value=\"Bonaire, Sint Eustatius and Saba\">Bonaire, Sint Eustatius and Saba<\/option><option  value=\"Bosnie et Herzegovie\">Bosnie et Herzegovie<\/option><option  value=\"Botswana\">Botswana<\/option><option  value=\"British Indian Ocean Territory\">British Indian Ocean Territory<\/option><option  value=\"Brunei\">Brunei<\/option><option  value=\"Br\u00e9sil\">Br\u00e9sil<\/option><option  value=\"Bulgarie\">Bulgarie<\/option><option  value=\"Burkina Faso\">Burkina Faso<\/option><option  value=\"Burundi\">Burundi<\/option><option  value=\"Cambodge\">Cambodge<\/option><option  value=\"Cameroun\">Cameroun<\/option><option  value=\"Canada\">Canada<\/option><option  value=\"Cap vert\">Cap vert<\/option><option  value=\"Chile\">Chile<\/option><option  value=\"Chine\">Chine<\/option><option  value=\"Christmas Island\">Christmas Island<\/option><option  value=\"Chypre\">Chypre<\/option><option  value=\"Cit\u00e9 du Vatican\">Cit\u00e9 du Vatican<\/option><option  value=\"Cocos (Keeling) Islands\">Cocos (Keeling) Islands<\/option><option  value=\"Colombie\">Colombie<\/option><option  value=\"Comores\">Comores<\/option><option  value=\"Congo\">Congo<\/option><option  value=\"Cook Islands\">Cook Islands<\/option><option  value=\"Cor\u00e9e du Nord\">Cor\u00e9e du Nord<\/option><option  value=\"Cor\u00e9e du sud\">Cor\u00e9e du sud<\/option><option  value=\"Costa Rica\">Costa Rica<\/option><option  value=\"Croatie\">Croatie<\/option><option  value=\"Cuba\">Cuba<\/option><option  value=\"Cura\u00e7ao\">Cura\u00e7ao<\/option><option  value=\"C\u00f4te d&#039;Ivoire\">C\u00f4te d&#039;Ivoire<\/option><option  value=\"Danemarque\">Danemarque<\/option><option  value=\"Djibouti\">Djibouti<\/option><option  value=\"Dominique\">Dominique<\/option><option  value=\"Espagne\">Espagne<\/option><option  value=\"Estonie\">Estonie<\/option><option  value=\"Falkland Islands (Malvinas)\">Falkland Islands (Malvinas)<\/option><option  value=\"Faroe Islands\">Faroe Islands<\/option><option  value=\"Fidji\">Fidji<\/option><option  value=\"Finlande\">Finlande<\/option><option  value=\"French Southern Territories\">French Southern Territories<\/option><option  value=\"Gabon\">Gabon<\/option><option  value=\"Gambie\">Gambie<\/option><option  value=\"Ghana\">Ghana<\/option><option  value=\"Gibraltar\">Gibraltar<\/option><option  value=\"Grenade\">Grenade<\/option><option  value=\"Groenland\">Groenland<\/option><option  value=\"Gr\u00e8ce\">Gr\u00e8ce<\/option><option  value=\"Guadeloupe\">Guadeloupe<\/option><option  value=\"Guam\">Guam<\/option><option  value=\"Guatemala\">Guatemala<\/option><option  value=\"Guernesey\">Guernesey<\/option><option  value=\"Guin\u00e9e\">Guin\u00e9e<\/option><option  value=\"Guin\u00e9e Bissau\">Guin\u00e9e Bissau<\/option><option  value=\"Guin\u00e9e \u00c9quatoriale\">Guin\u00e9e \u00c9quatoriale<\/option><option  value=\"Guyane\">Guyane<\/option><option  value=\"Guyane Fran\u00e7aise\">Guyane Fran\u00e7aise<\/option><option  value=\"G\u00e9orgie\">G\u00e9orgie<\/option><option  value=\"Haiti\">Haiti<\/option><option  value=\"Heard Island and McDonald Islands\">Heard Island and McDonald Islands<\/option><option  value=\"Holy See\">Holy See<\/option><option  value=\"Honduras\">Honduras<\/option><option  value=\"Hong Kong\">Hong Kong<\/option><option  value=\"Hongrie\">Hongrie<\/option><option  value=\"Inde\">Inde<\/option><option  value=\"Indon\u00e9sie\">Indon\u00e9sie<\/option><option  value=\"Iran\">Iran<\/option><option  value=\"Iraq\">Iraq<\/option><option  value=\"Irlande\">Irlande<\/option><option  value=\"Islande\">Islande<\/option><option  value=\"Isle of Man\">Isle of Man<\/option><option  value=\"Isra\u00ebl\">Isra\u00ebl<\/option><option  value=\"Italie\">Italie<\/option><option  value=\"Jama\u00efque\">Jama\u00efque<\/option><option  value=\"Japon\">Japon<\/option><option  value=\"Jersey\">Jersey<\/option><option  value=\"Jordanie\">Jordanie<\/option><option  value=\"Kazakhstan\">Kazakhstan<\/option><option  value=\"Kenia\">Kenia<\/option><option  value=\"Kirghizistan\">Kirghizistan<\/option><option  value=\"Kiribati\">Kiribati<\/option><option  value=\"Kosovo\">Kosovo<\/option><option  value=\"Koweit\">Koweit<\/option><option  value=\"Laos\">Laos<\/option><option  value=\"Lesotho\">Lesotho<\/option><option  value=\"Lettonie\">Lettonie<\/option><option  value=\"Liban\">Liban<\/option><option  value=\"Libye\">Libye<\/option><option  value=\"Lib\u00e9ria\">Lib\u00e9ria<\/option><option  value=\"Liechtenstein\">Liechtenstein<\/option><option  value=\"Lituanie\">Lituanie<\/option><option  value=\"Luxembourg\">Luxembourg<\/option><option  value=\"Macao\">Macao<\/option><option  value=\"Mac\u00e9doine\">Mac\u00e9doine<\/option><option  value=\"Madagascar\">Madagascar<\/option><option  value=\"Malaisie\">Malaisie<\/option><option  value=\"Malawi\">Malawi<\/option><option  value=\"Maldives\">Maldives<\/option><option  value=\"Mali\">Mali<\/option><option  value=\"Malte\">Malte<\/option><option  value=\"Maroc\">Maroc<\/option><option  value=\"Martinique\">Martinique<\/option><option  value=\"Mauritanie\">Mauritanie<\/option><option  value=\"Mayotte\">Mayotte<\/option><option  value=\"Mexique\">Mexique<\/option><option  value=\"Micron\u00e9sie\">Micron\u00e9sie<\/option><option  value=\"Moldavie\">Moldavie<\/option><option  value=\"Monaco\">Monaco<\/option><option  value=\"Mongolie\">Mongolie<\/option><option  value=\"Montserrat\">Montserrat<\/option><option  value=\"Mont\u00e9n\u00e9gro\">Mont\u00e9n\u00e9gro<\/option><option  value=\"Mozambique\">Mozambique<\/option><option  value=\"Myanmar\">Myanmar<\/option><option  value=\"Namibie\">Namibie<\/option><option  value=\"Nauru\">Nauru<\/option><option  value=\"Nepal\">Nepal<\/option><option  value=\"Nicaragua\">Nicaragua<\/option><option  value=\"Niger\">Niger<\/option><option  value=\"Nigeria\">Nigeria<\/option><option  value=\"Niue\">Niue<\/option><option  value=\"Norfolk Island\">Norfolk Island<\/option><option  value=\"Norv\u00e8ge\">Norv\u00e8ge<\/option><option  value=\"Nouvelle Z\u00e9lande\">Nouvelle Z\u00e9lande<\/option><option  value=\"Nouvelle-Cal\u00e9donie\">Nouvelle-Cal\u00e9donie<\/option><option  value=\"Oman\">Oman<\/option><option  value=\"Ouganda\">Ouganda<\/option><option  value=\"Ouzb\u00e9kistan\">Ouzb\u00e9kistan<\/option><option  value=\"Pakistan\">Pakistan<\/option><option  value=\"Palau\">Palau<\/option><option  value=\"Palestine\">Palestine<\/option><option  value=\"Panama\">Panama<\/option><option  value=\"Papouasie-Nouvelle-Guin\u00e9e\">Papouasie-Nouvelle-Guin\u00e9e<\/option><option  value=\"Paraguay\">Paraguay<\/option><option  value=\"Pays-bas\">Pays-bas<\/option><option  value=\"Philippines\">Philippines<\/option><option  value=\"Pitcairn\">Pitcairn<\/option><option  value=\"Pologne\">Pologne<\/option><option  value=\"Polyn\u00e9sie Fran\u00e7aise\">Polyn\u00e9sie Fran\u00e7aise<\/option><option  value=\"Portugal\">Portugal<\/option><option  value=\"Puerto Rico\">Puerto Rico<\/option><option  value=\"P\u00e9rou\">P\u00e9rou<\/option><option  value=\"Qatar\">Qatar<\/option><option  value=\"Reunion\">Reunion<\/option><option  value=\"Roumanie\">Roumanie<\/option><option  value=\"Rouwanda\">Rouwanda<\/option><option  value=\"Royaume-Uni\">Royaume-Uni<\/option><option  value=\"Russie\">Russie<\/option><option  value=\"R\u00e9publique Dominicaine\">R\u00e9publique Dominicaine<\/option><option  value=\"R\u00e9publique Tch\u00e8que\">R\u00e9publique Tch\u00e8que<\/option><option  value=\"R\u00e9publique centrafricaine\">R\u00e9publique centrafricaine<\/option><option  value=\"Saint Barthelemy\">Saint Barthelemy<\/option><option  value=\"Saint Helena, Ascension and Tristan da Cunha\">Saint Helena, Ascension and Tristan da Cunha<\/option><option  value=\"Saint Martin (French part)\">Saint Martin (French part)<\/option><option  value=\"Saint Pierre and Miquelon\">Saint Pierre and Miquelon<\/option><option  value=\"Saint Vincent et les Grenadines\">Saint Vincent et les Grenadines<\/option><option  value=\"Saint-Christophe-et-Ni\u00e9v\u00e8s\">Saint-Christophe-et-Ni\u00e9v\u00e8s<\/option><option  value=\"Salvador (le)\">Salvador (le)<\/option><option  value=\"Samoa\">Samoa<\/option><option  value=\"San Marino\">San Marino<\/option><option  value=\"Sante Lucie\">Sante Lucie<\/option><option  value=\"Sao Tome and Principe\">Sao Tome and Principe<\/option><option  value=\"Senegal\">Senegal<\/option><option  value=\"Serbia\">Serbia<\/option><option  value=\"Seychelles\">Seychelles<\/option><option  value=\"Sierra Leone\">Sierra Leone<\/option><option  value=\"Singapour\">Singapour<\/option><option  value=\"Sint Maarten (Dutch part)\">Sint Maarten (Dutch part)<\/option><option  value=\"Slovaquie\">Slovaquie<\/option><option  value=\"Slov\u00e9nie\">Slov\u00e9nie<\/option><option  value=\"Somalie\">Somalie<\/option><option  value=\"Soudan\">Soudan<\/option><option  value=\"Soudan du Sud\">Soudan du Sud<\/option><option  value=\"South Georgia and the South Sandwich Islands\">South Georgia and the South Sandwich Islands<\/option><option  value=\"Sri Lanka\">Sri Lanka<\/option><option  value=\"Suisse\">Suisse<\/option><option  value=\"Surinam\">Surinam<\/option><option  value=\"Su\u00e8de\">Su\u00e8de<\/option><option  value=\"Svalbard and Jan Mayen\">Svalbard and Jan Mayen<\/option><option  value=\"Swaziland\">Swaziland<\/option><option  value=\"Syrie\">Syrie<\/option><option  value=\"Tadjikistan\">Tadjikistan<\/option><option  value=\"Taiwan\">Taiwan<\/option><option  value=\"Tanzanie\">Tanzanie<\/option><option  value=\"Tchad\">Tchad<\/option><option  value=\"Tha\u00eflande\">Tha\u00eflande<\/option><option  value=\"Timor-Leste\">Timor-Leste<\/option><option  value=\"Timor-Oriental\">Timor-Oriental<\/option><option  value=\"Togo\">Togo<\/option><option  value=\"Tokelau\">Tokelau<\/option><option  value=\"Tonga\">Tonga<\/option><option  value=\"Trinit\u00e9 et Tobago\">Trinit\u00e9 et Tobago<\/option><option  value=\"Tunisie\">Tunisie<\/option><option  value=\"Turkm\u00e9nistan\">Turkm\u00e9nistan<\/option><option  value=\"Turks and Caicos Islands\">Turks and Caicos Islands<\/option><option  value=\"Turquie\">Turquie<\/option><option  value=\"Tuvalu\">Tuvalu<\/option><option  value=\"Ukraine\">Ukraine<\/option><option  value=\"United States Minor Outlying Islands\">United States Minor Outlying Islands<\/option><option  value=\"Uruguay\">Uruguay<\/option><option  value=\"Vanuatu\">Vanuatu<\/option><option  value=\"Vietnam\">Vietnam<\/option><option  value=\"V\u00e9n\u00e9zu\u00e9la\">V\u00e9n\u00e9zu\u00e9la<\/option><option  value=\"Wallis and Futuna\">Wallis and Futuna<\/option><option  value=\"Western Sahara\">Western Sahara<\/option><option  value=\"Y\u00e9men\">Y\u00e9men<\/option><option  value=\"Zambie\">Zambie<\/option><option  value=\"Zimbabwe\">Zimbabwe<\/option><option  value=\"\u00c9gypte\">\u00c9gypte<\/option><option  value=\"\u00c9mirats Arabes Unis\">\u00c9mirats Arabes Unis<\/option><option  value=\"\u00c9quateur\">\u00c9quateur<\/option><option  value=\"\u00c9rythr\u00e9e (l\u2019)\">\u00c9rythr\u00e9e (l\u2019)<\/option><option  value=\"\u00c9tats-Unis\">\u00c9tats-Unis<\/option><option  value=\"\u00c9thiopie\">\u00c9thiopie<\/option><option  value=\"\u00cele Bouvet\">\u00cele Bouvet<\/option><option  value=\"\u00cele Maurice\">\u00cele Maurice<\/option><option  value=\"\u00celes Ca\u00efmans\">\u00celes Ca\u00efmans<\/option><option  value=\"\u00celes Falkland\">\u00celes Falkland<\/option><option  value=\"\u00celes Mariannes du Nord\">\u00celes Mariannes du Nord<\/option><option  value=\"\u00celes Marshall\">\u00celes Marshall<\/option><option  value=\"\u00celes Salomon\">\u00celes Salomon<\/option><option  value=\"\u00celes Samoa Am\u00e9ricaines\">\u00celes Samoa Am\u00e9ricaines<\/option><option  value=\"\u00celes Vierges britanniques\">\u00celes Vierges britanniques<\/option><option  value=\"\u00celes Vierges des \u00c9tats-Unis\">\u00celes Vierges des \u00c9tats-Unis<\/option>\t<\/select>\n\t\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1898_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container\">\r\n    <label for=\"field_z9jef4\" id=\"field_z9jef4_label\" class=\"frm_primary_label\">In which country do you need to use it ?\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    \t\t<select name=\"item_meta[1898]\" id=\"field_z9jef4\"  data-frmval=\"The Netherlands\" data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"In which country do you need to use it ? is invalid\" aria-invalid=\"false\"  >\n\t\t<option  value=\"The Netherlands\" selected='selected'>The Netherlands<\/option><option  value=\"France\">France<\/option><option  value=\"Norway\">Norway<\/option><option  value=\"Others countries\">Others countries<\/option>\t<\/select>\n\t\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1899_container\" class=\"frm_form_field form-field  frm_required_field frm_top_container frm_full\">\r\n    <label for=\"field_9jv0r144343\" id=\"field_9jv0r144343_label\" class=\"frm_primary_label\">Message\r\n        <span class=\"frm_required\" aria-hidden=\"true\">*<\/span>\r\n    <\/label>\r\n    <textarea name=\"item_meta[1899]\" id=\"field_9jv0r144343\" rows=\"8\"  data-reqmsg=\"Ce champ ne peut pas \u00eatre vide\" aria-required=\"true\" data-invmsg=\"Votre message is invalid\" aria-invalid=\"false\"  ><\/textarea>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1900_container\" class=\"frm_form_field  frm_html_container form-field\">\n<p>By submitting this form, I accept that the information entered will be used in the context of my request and the commercial relationship that may result from it, in accordance with the General Data Protection Regulation and the Sogelink <a href=\"https:\/\/www.sogelink.com\/en\/confidentiality-center\/\" data-mce-href=\"https:\/\/www.sogelink.com\/en\/confidentiality-center\/\">Privacy Policy<\/a>.<\/p>\n<\/div>\n<div id=\"frm_field_1901_container\" class=\"frm_form_field form-field  frm_top_container vertical_radio\">\r\n    <div  id=\"field_natwy44343_label\" class=\"frm_primary_label\">\r\n        <span class=\"frm_required\" aria-hidden=\"true\"><\/span>\r\n    <\/div>\r\n    <div class=\"frm_opt_container\" aria-labelledby=\"field_natwy44343_label\" role=\"group\">\t\t<div class=\"frm_checkbox\" id=\"frm_checkbox_1901-0\">\t\t\t<label  for=\"field_natwy44343-0\">\n\t\t\t<input type=\"checkbox\" name=\"item_meta[1901][]\" id=\"field_natwy44343-0\" value=\"By checking this checkbox I agree to receive newsletters and promotional emails from Sogelink.\"  data-invmsg=\"This field is invalid\"   \/> By checking this checkbox I agree to receive newsletters and promotional emails from Sogelink.<\/label><\/div>\n<\/div>\r\n    \r\n    \r\n<\/div>\n<div id=\"frm_field_1902_container\" 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