{"id":77183,"date":"2024-01-23T11:03:43","date_gmt":"2024-01-23T10:03:43","guid":{"rendered":"https:\/\/www.typsa.com\/?p=77183"},"modified":"2024-02-08T15:53:03","modified_gmt":"2024-02-08T14:53:03","slug":"automation-of-geotechnical-calculations-using-python","status":"publish","type":"post","link":"https:\/\/www.typsa.com\/en\/automation-of-geotechnical-calculations-using-python\/","title":{"rendered":"Automation of geotechnical calculations using Python"},"content":{"rendered":"<p><span data-contrast=\"auto\">An important part of infrastructure design (railways, roads, dams, tunnels) involves modelling and calculating the interaction between natural terrain and structures. Currently, due to the advanced development of numerical modelling tools, this type of analysis is conducted in most projects through complex finite element software. As these programmes expand their capabilities, data input and analysis of calculation results become more laborious, to the extent that, it is highly recommended, and even essential in the most complex problems, to approach the calculation by means of a specific code that automates these tasks.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-medium wp-image-77178 aligncenter\" src=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C-800x413.jpg\" alt=\"\" width=\"800\" height=\"413\" srcset=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C-800x413.jpg 800w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C-1024x529.jpg 1024w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C-768x397.jpg 768w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C-1536x794.jpg 1536w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23C.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p><span data-contrast=\"auto\">For this reason, in 2022, the Geotechnical Department identified the need to have sufficient capabilities to automate and script calculations with the PLAXIS software, which uses Python language. This has been achieved through a recently completed R&amp;D project.<\/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\">As a result of the R&amp;D project, the Geotechnical Department now has a comprehensive PLAXIS programming guide using Python, explaining, in a simple and practical way, the necessary foundations of the Python programming language applied to scientific-technical computing. It also addresses PLAXIS automation procedures in detail, with a description of the most common data input and output commands. Also covered is the use of Python\u00b4s NumPy and Matplotlib libraries for result processing and graphics.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-medium wp-image-77176 aligncenter\" src=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B-800x295.jpg\" alt=\"\" width=\"800\" height=\"295\" srcset=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B-800x295.jpg 800w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B-1024x378.jpg 1024w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B-768x284.jpg 768w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B-1536x567.jpg 1536w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23B.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p><span data-contrast=\"auto\">The project documentation also includes various programming utilities, commonly used libraries, a one-page command summary (cheat sheet), work procedures for multiple calculations (sensitivity or statistics), as well as numerous examples of real case scripts analysed by the department: TBM tunnels, C&amp;C tunnels, dam calculation, hydrogeological calculations, etc. The examples have been grouped into a repository serving as a basis for the development of new calculations, which in turn would be incorporated into the repository once completed and verified.<\/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\">This enhancement in our numerical calculation and modelling capabilities is crucial for TYPSA to remain at the forefront of Geotechnical Engineering.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-medium wp-image-77180 aligncenter\" src=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D-800x473.jpg\" alt=\"\" width=\"800\" height=\"473\" srcset=\"https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D-800x473.jpg 800w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D-1024x605.jpg 1024w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D-768x454.jpg 768w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D-1536x907.jpg 1536w, https:\/\/www.typsa.com\/wp-content\/uploads\/PYTHON23D.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>An important part of infrastructure design (railways, roads, dams, tunnels) involves modelling and calculating the interaction between natural terrain and structures. Currently, due to the advanced development of numerical modelling tools, this type of analysis is conducted in most projects through complex finite element software. As these programmes expand their capabilities, data input and analysis &#8230; <a title=\"Automation of geotechnical calculations using Python\" class=\"read-more\" href=\"https:\/\/www.typsa.com\/en\/automation-of-geotechnical-calculations-using-python\/\" aria-label=\"Read more about Automation of geotechnical calculations using Python\">Read more<\/a><\/p>\n","protected":false},"author":2,"featured_media":77172,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[441],"tags":[],"class_list":["post-77183","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automation of geotechnical calculations using Python - Grupo TYPSA<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.typsa.com\/en\/automation-of-geotechnical-calculations-using-python\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automation of geotechnical calculations using Python - Grupo TYPSA\" \/>\n<meta property=\"og:description\" content=\"An important part of infrastructure design (railways, roads, dams, tunnels) involves modelling and calculating the interaction between natural terrain and structures. Currently, due to the advanced development of numerical modelling tools, this type of analysis is conducted in most projects through complex finite element software. As these programmes expand their capabilities, data input and analysis ... 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