{"id":361477,"date":"2026-02-02T19:43:19","date_gmt":"2026-02-02T18:43:19","guid":{"rendered":"https:\/\/www.bassetti-group.com\/?p=361477"},"modified":"2026-02-02T19:44:47","modified_gmt":"2026-02-02T18:44:47","slug":"material-characteristics-data-structure","status":"publish","type":"post","link":"https:\/\/bassetti-group.com\/en\/material-characteristics-data-structure\/","title":{"rendered":"Material Characteristics: Optimizing Data Structure for Industry 4.0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"361477\" class=\"elementor elementor-361477\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5b93505 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"5b93505\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-60e49a2\" data-id=\"60e49a2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6720d33 elementor-widget elementor-widget-heading\" data-id=\"6720d33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Material Characteristics: Optimizing Data Structure for Industry 4.0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4bcfc6e elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"4bcfc6e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-806ba57\" data-id=\"806ba57\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fe43266 elementor-widget elementor-widget-text-editor\" data-id=\"fe43266\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Managing material characteristics<\/b><span style=\"font-weight: 400;\"> has become a critical challenge. Industries face massive volumes of technical data that are often scattered and non-standardized. This article explores essential methodologies for effectively structuring this heterogeneous information, ensuring its reliability for design, simulation, engineering, and production.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a2ff64 elementor-widget elementor-widget-heading\" data-id=\"6a2ff64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">From Raw Data to Actionable Knowledge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-483f688 elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"483f688\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1063\" height=\"595\" src=\"https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/art_bassetti_1200x627_V2-1.jpg\" class=\"attachment-full size-full wp-image-361481\" alt=\"Material characteristics blog\" srcset=\"https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/art_bassetti_1200x627_V2-1.jpg 1063w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/art_bassetti_1200x627_V2-1-300x168.jpg 300w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/art_bassetti_1200x627_V2-1-1024x573.jpg 1024w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/art_bassetti_1200x627_V2-1-768x430.jpg 768w\" sizes=\"(max-width: 1063px) 100vw, 1063px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d07b182 elementor-widget elementor-widget-text-editor\" data-id=\"d07b182\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>The Operational Challenge of Fragmented Data<\/h3><p><span style=\"font-weight: 400;\">For data managers and engineers, the operational reality is complex: test reports in PDF, unsynchronized spreadsheets, and heterogeneous supplier databases. This fragmentation is a major obstacle to innovation and industrial productivity.<\/span><\/p><h3>Understanding Material Multidimensionality<\/h3><p><span style=\"font-weight: 400;\">This difficulty is inherent to materials. A material is never reduced to a single value; its performance is the result of a <\/span><b>close combination of chemical composition, microstructure, manufacturing processes, and post-treatment.<\/b><span style=\"font-weight: 400;\"> Structuring this data means managing a multidimensional set of interdependent properties, including:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Physical and Chemical Properties:<\/b><span style=\"font-weight: 400;\"> Density, thermal conductivity, corrosion resistance, and aging stability.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Complex Mechanical Properties:<\/b><span style=\"font-weight: 400;\"> Young&#8217;s modulus, plasticity, hardness, toughness, and fatigue\u2014all decisive for in-service behavior.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Post-processing Effects:<\/b><span style=\"font-weight: 400;\"> Thermal (hardening, tempering), mechanical (polishing), or chemical (coatings) treatments that directly influence final performance.<\/span><\/li><\/ul><h3>The Risk of Inconsistent Data in Advanced Simulation<\/h3><p><span style=\"font-weight: 400;\">This technical complexity makes data structuring critical. An incomplete or inconsistent <\/span><b>materials database<\/b><span style=\"font-weight: 400;\"> poses a real risk from the early design stages. In <\/span><b>advanced numerical simulations<\/b><span style=\"font-weight: 400;\">, accuracy depends directly on the quality of the input data. The reliability of data-driven models depends heavily on the database used and its ability to cover the explored mechanical states.<\/span><\/p><p><span style=\"font-weight: 400;\">The industrial challenge is clear: <\/span><b>to move from a pile of raw, discontinuous, and unusable data to a structured, contextualized knowledge base.<\/b><span style=\"font-weight: 400;\"> This transformation requires a rigorous structuring methodology that combines classification, hierarchization, and visualization.<\/span><\/p><p>Structuring material characteristics is now a strategic lever for reliable design choices, faster development cycles, and secured innovation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c8bca5 elementor-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"0c8bca5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-shrink\" href=\"https:\/\/www.bassetti-group.com\/en\/teexma-software-solutions\/teexma-teexma-for-materials-data-data-base-analysis-environmental-environmental-compliance-smart-material\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a materials demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1ac5ad5 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"1ac5ad5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-355d2c4\" data-id=\"355d2c4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-edc0d5a elementor-widget elementor-widget-heading\" data-id=\"edc0d5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why Is Material Data Management So Complex?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98e3ef6 elementor-widget elementor-widget-text-editor\" data-id=\"98e3ef6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Managing technical data is challenging across many industrial sectors, but it is acutely critical for <\/span><b>material characteristics<\/b><span style=\"font-weight: 400;\">. Unlike standardized financial or customer data, material data is inherently <\/span>multidimensional, highly contextual, and interdependent<span style=\"font-weight: 400;\">. Performance cannot be summarized by a single value; it results from the inseparable factors of <\/span><b>chemical composition<\/b><span style=\"font-weight: 400;\"> and <\/span><b>microstructure<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><h3>Heterogeneity and Multidimensionality: The Core Data Challenge<\/h3><p><span style=\"font-weight: 400;\">The need to integrate diverse material families into a single reference system is challenging. Metals, polymers, and ceramics each have distinct data models due to their unique bonding and mechanical behaviors.<\/span><\/p><p><span style=\"font-weight: 400;\">Furthermore, a reliable material data sheet must aggregate heterogeneous data\u2014density, thermal conductivity, Young&#8217;s modulus, and fatigue resistance\u2014where validity often depends heavily on test conditions.<\/span><\/p><p><span style=\"font-weight: 400;\">Finally, <\/span><b>post-processing<\/b><span style=\"font-weight: 400;\"> has a decisive impact. Heat, surface, or chemical treatments profoundly alter final properties, making any data taken out of context potentially misleading.\u00a0<\/span><\/p><h3>The Pitfall of Incomplete and Scattered Data<\/h3><p><span style=\"font-weight: 400;\">Beyond intrinsic complexity, the main difficulty often lies in data quality. Information is frequently heterogeneous and <\/span>incomplete. <span style=\"font-weight: 400;\">\u00a0Test results and reports accumulate in unstructured formats (PDF, images) that are difficult to integrate into a coherent <\/span>database<span style=\"font-weight: 400;\">. When attempting to cross-reference this information, critical gaps in material knowledge often appear.<\/span><\/p><p><span style=\"font-weight: 400;\">To produce reliable results, a database must be <\/span>representative<span style=\"font-weight: 400;\"> of the material&#8217;s actual behavior. The goal is not just to collect more data, but to <\/span><b>intelligently structure existing data<\/b><span style=\"font-weight: 400;\"> to transform scattered information into a reliable, continuous, and usable database for engineering and simulation.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f90ac18 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"f90ac18\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7a43d73\" data-id=\"7a43d73\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0085bb0 elementor-widget elementor-widget-heading\" data-id=\"0085bb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Methodology: How to Structure Technical Data\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29680ca elementor-widget elementor-widget-text-editor\" data-id=\"29680ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Simply accumulating raw data is no longer a viable solution. Structuring <\/span><b>material characteristics<\/b><span style=\"font-weight: 400;\"> requires a rigorous methodology to transform scattered data into usable information. This approach is built on <\/span>standardized data formatting<span style=\"font-weight: 400;\"> and <\/span><b>critical evaluation of its relevance<\/b><span style=\"font-weight: 400;\"> to industrial applications.<\/span><\/p><h3>The \u201cTemplate\u201d Approach: Serialization and Synopsis<\/h3><p><span style=\"font-weight: 400;\">To move from heterogeneous test results to a coherent <\/span>database<span style=\"font-weight: 400;\">, an intermediate structuring framework\u2014the &#8220;template&#8221;\u2014is necessary. Formalized by Herv\u00e9 Dumez and Emmanuelle Rigaud (2008), the template is a device for ordering, comparing, and making complex research objects readable. This approach is key on two levels:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Serialization:<\/b><span style=\"font-weight: 400;\"> This involves identifying and constructing homogeneous sets within fragmented information. It standardizes how <\/span>physical and mechanical properties (e.g., elastic limit, thermal conductivity) are described so that they are comparable regardless of their source. This step is essential for reducing data discontinuity and consistently integrating the impact of post-processing.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Synopsis:<\/b><span style=\"font-weight: 400;\"> This brings the serialized data together in a common space to immediately reveal the relationships between them. A well-designed template allows engineers to visualize, at a glance, the links between chemical composition, microstructure, processing conditions, and performance.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1db97a4 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"1db97a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-300x300.jpg\" class=\"attachment-medium size-medium wp-image-361486\" alt=\"Seriation graphic\" srcset=\"https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-300x300.jpg 300w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-150x150.jpg 150w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-768x768.jpg 768w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-140x140.jpg 140w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-100x100.jpg 100w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-500x500.jpg 500w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-350x350.jpg 350w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-1000x1000.jpg 1000w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2-800x800.jpg 800w, https:\/\/bassetti-group.com\/wp-content\/uploads\/2026\/02\/unknown-2.jpg 1024w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-76011c3 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"76011c3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c1494d8\" data-id=\"c1494d8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f39dffe elementor-widget elementor-widget-text-editor\" data-id=\"f39dffe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Building a Functionally Rich Material Database<\/h3><p><span style=\"font-weight: 400;\">Once the structure is in place, the focus shifts to content. Should we aim for absolute exhaustiveness? Recent work in data-driven mechanics shows that the value of a <\/span>database<span style=\"font-weight: 400;\"> is not measured by its volume, but by its <\/span><b>functional richness<\/b><span style=\"font-weight: 400;\"> (Platzer et al., 2024). Two criteria are decisive for reliable <\/span><b>numerical simulations<\/b><span style=\"font-weight: 400;\">:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Relevance of Deformation Modes:<\/b><span style=\"font-weight: 400;\"> The data must accurately reflect the actual stresses the part will be subjected to in service.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Preferential Sampling:<\/b><span style=\"font-weight: 400;\"> It is more effective to densify the base in critical areas of the mechanical phase space rather than seeking uniform, general coverage.<\/span><\/li><\/ol><p><span style=\"font-weight: 400;\">Structuring material data is about building a selective, organized, and usage-oriented reference database. This allows full exploitation of <\/span><b>material characteristics<\/b><span style=\"font-weight: 400;\">, reliably feeds simulation tools, and ultimately secures engineering decisions.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cc5739 elementor-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"7cc5739\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-shrink\" href=\"https:\/\/www.bassetti-group.com\/en\/teexma-software-solutions\/teexma-teexma-for-materials-data-data-base-analysis-environmental-environmental-compliance-smart-material\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a materials demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a89c0c6 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"a89c0c6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-673584a\" data-id=\"673584a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-900634b elementor-widget elementor-widget-heading\" data-id=\"900634b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TEEXMA for Materials: The Unified Digital Repository<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-748d170 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"748d170\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Faced with the intrinsic complexity of <\/span><b>material characteristics<\/b><span style=\"font-weight: 400;\"> and the growing need for reliable design and digital simulation, general-purpose office tools quickly reach their limits. Unversioned spreadsheets and isolated PDF reports prevent rigorous structuring.<\/span><\/p><h3>A Structured Framework for Material Data Management<\/h3><p><a href=\"https:\/\/www.bassetti-group.com\/en\/teexma-software-solutions\/teexma-teexma-for-materials-data-data-base-analysis-environmental-environmental-compliance-smart-material\/\"><b>TEEXMA for Materials<\/b><\/a><span style=\"font-weight: 400;\"> is a <\/span><b>Material Data Management (MDM) solution<\/b><span style=\"font-weight: 400;\"> that provides a structured framework dedicated to material data. The solution acts as a <\/span><b>unified digital repository<\/b><span style=\"font-weight: 400;\">, embodying the <\/span><i><span style=\"font-weight: 400;\">template<\/span><\/i><span style=\"font-weight: 400;\"> concept to organize, compare, and ensure the reliability of data from multiple sources within a coherent <\/span>database.<\/p><p><span style=\"font-weight: 400;\">Its strength lies in several principles:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Flexible Data Model:<\/b><span style=\"font-weight: 400;\"> TEEXMA adapts to diverse material families (metals, polymers, composites) by integrating chemical composition, <\/span>physical properties, mechanical properties<span style=\"font-weight: 400;\">, and the impact of thermal, mechanical, or chemical <\/span>post-treatments<span style=\"font-weight: 400;\"> into a standardized structure.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Complete Data Traceability:<\/b><span style=\"font-weight: 400;\"> Every stored value is linked to its source (lab test, supplier datasheet) and the context in which it was obtained. This continuous traceability helps identify missing data and consolidate homogeneous series, directly addressing the problem of incomplete data.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">TEEXMA for Materials transforms a set of scattered data into a structured, reliable, and sustainable technical asset shared by all engineering stakeholders.<\/span><\/p><h3>A Decisive Advantage for Numerical Simulation<\/h3><p><span style=\"font-weight: 400;\">The solution\u2019s added value is fully expressed in its ability to feed computational and <\/span><b>numerical simulation<\/b><span style=\"font-weight: 400;\"> chains. By providing structured, validated, and contextualized data, it meets the requirements of modern <\/span><b>data-driven mechanical<\/b><span style=\"font-weight: 400;\"> engineering approaches.<\/span><\/p><p><span style=\"font-weight: 400;\">TEEXMA allows engineers to build datasets that cover the mechanical phase space in a relevant way, integrating the deformation modes experienced in service. Engineers gain immediately usable data for generating more predictive numerical models, reducing approximations, and accelerating design cycles.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bef3755 elementor-widget elementor-widget-spacer\" data-id=\"bef3755\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d0e3045 elementor-section-boxed elementor-section-height-default elementor-section-height-default wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no\" data-id=\"d0e3045\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-37cf8d3\" data-id=\"37cf8d3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce755c5 elementor-widget elementor-widget-heading\" data-id=\"ce755c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aed140a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"aed140a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The management of material characteristics is no longer a documentary constraint\u2014it is a strategic lever<span style=\"font-weight: 400;\"> for industrial performance. The multidimensional nature of materials, the interdependence of their <\/span>physical properties, mechanical properties, and post-processing<span style=\"font-weight: 400;\">, and the demands of simulation require rigorous data structuring.<\/span><\/p><p><span style=\"font-weight: 400;\">The adoption of methodologies based on structuring templates and intelligent sampling transforms data into usable knowledge. <\/span><a href=\"https:\/\/www.bassetti-group.com\/en\/teexma-software-solutions\/teexma-teexma-for-materials-data-data-base-analysis-environmental-environmental-compliance-smart-material\/\"><b>TEEXMA for Materials<\/b><\/a><span style=\"font-weight: 400;\"> offers an environment designed to help companies evolve from passive storage to true mastery of their material assets. In the era of Industry 4.0 and digital twins, structuring material data is the foundation of long-term industrial competitiveness.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54ab6e6 elementor-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"54ab6e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-shrink\" href=\"https:\/\/www.bassetti-group.com\/en\/teexma-software-solutions\/teexma-teexma-for-materials-data-data-base-analysis-environmental-environmental-compliance-smart-material\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Book a materials demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d37eaa5 elementor-widget elementor-widget-spacer\" data-id=\"d37eaa5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-34e0947b e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"34e0947b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<aside class=\"elementor-element elementor-element-7525159c e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"7525159c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33b6b09 elementor-widget elementor-widget-spacer\" data-id=\"33b6b09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ae750d1 elementor-widget elementor-widget-heading\" data-id=\"2ae750d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">FAQs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-540a5a85 elementor-widget elementor-widget-n-accordion\" data-id=\"540a5a85\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1400\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1400\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> <h3> Why is structuring material characteristics data considered a \"strategic lever\" for industrial performance?<\/h3> <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1400\" class=\"elementor-element elementor-element-2b16067b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"2b16067b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1400\" class=\"elementor-element elementor-element-41fcbb94 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"41fcbb94\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2709863b elementor-widget elementor-widget-text-editor\" data-id=\"2709863b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">It moves an organization from having a pile of scattered, unusable data to a structured, contextualized knowledge base. This transition is a <\/span><b>strategic lever<\/b><span style=\"font-weight: 400;\"> because it makes design choices more reliable, accelerates development cycles, and secures innovation, particularly in <\/span><b>advanced numerical simulations<\/b><span style=\"font-weight: 400;\"> where data quality is paramount.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/section>\n\t\t\t\t<\/section>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1401\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1401\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> <h3> What are the three primary reasons why material data is inherently complex to manage?<\/h3> <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1401\" class=\"elementor-element elementor-element-38905418 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"38905418\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1401\" class=\"elementor-element elementor-element-5f9408bb e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"5f9408bb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-204e184 elementor-widget elementor-widget-text-editor\" data-id=\"204e184\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The complexity stems from three factors:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Multidimensionality:<\/b><span style=\"font-weight: 400;\"> A material&#8217;s performance is a combination of <\/span>chemical composition, microstructure, manufacturing processes, and post-treatment, not a single value.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Heterogeneity:<\/b><span style=\"font-weight: 400;\"> Diverse material families (metals, polymers, ceramics) require distinct data models, and properties like <\/span>physical properties and mechanical properties are highly varied.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Contextual Dependence:<\/b> The decisive impact of post-processing<span style=\"font-weight: 400;\"> (e.g., heat treatments) means data is only reliable when the context of its acquisition is fully known.<\/span><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/section>\n\t\t\t\t<\/section>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1402\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1402\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> <h3>What is the \"template\" approach to data structuring, and what are its two key concepts?<\/h3> <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1402\" class=\"elementor-element elementor-element-4abe6113 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"4abe6113\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1402\" class=\"elementor-element elementor-element-7185c2e1 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"7185c2e1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-514ceccd elementor-widget elementor-widget-text-editor\" data-id=\"514ceccd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The &#8220;template&#8221; approach is a rigorous structuring framework (formalized by Dumez and Rigaud) used to transform heterogeneous test results into a coherent <\/span><b>database<\/b><span style=\"font-weight: 400;\">. Its two key concepts are:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Serialization:<\/b><span style=\"font-weight: 400;\"> Standardizing the way properties are described to create homogeneous, comparable data sets.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Synopsis:<\/b><span style=\"font-weight: 400;\"> Bringing serialized data together to immediately reveal the relationships between composition, processes, and performance.<\/span><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1403\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1403\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> <h3>How does TEEXMA for Materials address the challenge of data management in numerical simulation?<\/h3> <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1403\" class=\"elementor-element elementor-element-7fafb8ce e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"7fafb8ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<section role=\"region\" aria-labelledby=\"e-n-accordion-item-1403\" class=\"elementor-element elementor-element-39152ebe e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"39152ebe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3823f92 elementor-widget elementor-widget-text-editor\" data-id=\"3823f92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>TEEXMA for Materials<\/strong><span style=\"font-weight: 400;\"> acts as a <\/span>unified digital repository<span style=\"font-weight: 400;\"> that provides structured, validated, and contextualized data. It <strong>ensures the <\/strong><\/span><strong>functional richness of the database<\/strong><span style=\"font-weight: 400;\"> by focusing on the <\/span>relevance of deformation modes<span style=\"font-weight: 400;\"> and <\/span>preferential sampling<span style=\"font-weight: 400;\"> in the mechanical phase space, which is crucial for generating more predictive and reliable <\/span>numerical simulations<span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/section>\n\t\t\t\t<\/section>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/aside>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Material Characteristics: Optimizing Data Structure for Industry 4.0 Managing material characteristics has become a critical challenge. Industries face massive volumes of technical data that are often scattered and non-standardized. This&#8230;<\/p>\n","protected":false},"author":79,"featured_media":361481,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[10],"tags":[464],"class_list":["post-361477","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog-posts","tag-blog-post"],"acf":[],"_links":{"self":[{"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/posts\/361477","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/users\/79"}],"replies":[{"embeddable":true,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/comments?post=361477"}],"version-history":[{"count":0,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/posts\/361477\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/media\/361481"}],"wp:attachment":[{"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/media?parent=361477"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/categories?post=361477"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bassetti-group.com\/en\/wp-json\/wp\/v2\/tags?post=361477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}