{"id":53009,"date":"2024-05-21T15:21:33","date_gmt":"2024-05-21T13:21:33","guid":{"rendered":"https:\/\/www.batemo.com\/?page_id=53009"},"modified":"2025-02-07T09:41:03","modified_gmt":"2025-02-07T08:41:03","slug":"ai-development","status":"publish","type":"page","link":"https:\/\/www.batemo.com\/ja\/ai-development\/","title":{"rendered":"AI Development"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"53009\" class=\"elementor elementor-53009\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-b2d9a26 elementor-section-stretched elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-eae-slider=\"84472\" data-dce-background-color=\"#272727\" data-dce-background-overlay-color=\"#272727\" data-dce-background-image-url=\"https:\/\/www.batemo.com\/wp-content\/uploads\/robotics-1-scaled.jpg\" data-id=\"b2d9a26\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\" \/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f010fe5\" data-eae-slider=\"88514\" data-id=\"f010fe5\" 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-0ca7529 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"0ca7529\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" 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\">Do you Build AI Models?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afde22a elementor-widget elementor-widget-spacer\" data-id=\"afde22a\" 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-9d5c344 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9d5c344\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" 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\">Train them with batemo!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b374e8 elementor-widget elementor-widget-spacer\" data-id=\"8b374e8\" 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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-cfa93d8 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"52733\" data-id=\"cfa93d8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\" \/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c864d6\" data-eae-slider=\"74057\" data-id=\"7c864d6\" 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-47b35e1 elementor-widget elementor-widget-heading\" data-id=\"47b35e1\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"challenge\" 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\">Challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-d0f2f9f elementor-widget elementor-widget-text-editor\" data-id=\"d0f2f9f\" 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\tThe development of data-driven <span class=\"orange_bold\">artificial intelligence<\/span> (AI)-models or algorithms such as neural networks (ANN) or support vector machines (SVM), which use <span class=\"orange_bold\">machine learning<\/span> techniques to learn the linkage between battery in- and output variables, is an exciting but challenging task. It means to create a model that captures the non-correlative, non-linear and dynamic behavior of a real battery cell by supplying large amounts of data for <span class=\"orange_bold\">AI training<\/span>. Ensuring that the training data are of high quality and cover all operating conditions is essential for building robust AI models. Something that is missing when <span class=\"orange_bold\">technology evolves fast<\/span> \u2013 like in the battery business with novel chemistries that all have their own challenges.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f70cfc elementor-widget elementor-widget-spacer\" data-id=\"3f70cfc\" 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-5bb4671 elementor-hidden-mobile dce_masking-none elementor-widget elementor-widget-image\" data-id=\"5bb4671\" 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=\"2835\" height=\"851\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16.png\" class=\"attachment-full size-full wp-image-55860\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16.png 2835w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-500x150.png 500w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-1024x307.png 1024w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-768x231.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-1536x461.png 1536w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-2048x615.png 2048w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge-16-1000x300.png 1000w\" sizes=\"(max-width: 2835px) 100vw, 2835px\">\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-81c32b9 elementor-hidden-desktop elementor-hidden-tablet dce_masking-none elementor-widget elementor-widget-image\" data-id=\"81c32b9\" 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=\"936\" height=\"2536\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9.png\" class=\"attachment-full size-full wp-image-55907\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9.png 936w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9-185x500.png 185w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9-378x1024.png 378w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9-768x2081.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9-567x1536.png 567w, https:\/\/www.batemo.com\/wp-content\/uploads\/Challenge_mobile-9-756x2048.png 756w\" sizes=\"(max-width: 936px) 100vw, 936px\">\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-6efe4e1 elementor-widget elementor-widget-spacer\" data-id=\"6efe4e1\" 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 data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-abc4667 elementor-widget elementor-widget-text-editor\" data-id=\"abc4667\" 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\tThe major problem is that fast, physical and accurate <span class=\"orange_bold\">battery models<\/span> are missing for AI development. As alternative, testing-based workflows are applied. However, conducting sufficient experiments at the time when the datasets are needed for training is close to impossible, as it is expensive and time-consuming. This causes <span class=\"orange_bold\">major issues<\/span> when the algorithm transfers <span class=\"orange_bold\">data deficiencies<\/span> to inaccurate predictions, non-interpretability and <span class=\"orange_bold\">unsafe operation<\/span>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-c81d05b elementor-widget elementor-widget-text-editor\" data-id=\"c81d05b\" 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\tThis is true for <span style=\"color: #ea5b0c; font-weight: bold;\">many aspects<\/span> of AI development. Let\u2019s make some examples:&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-9a1a91f elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"9a1a91f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-square-full\" viewBox=\"0 0 512 512\"><path d=\"M512 512H0V0h512v512z\" \/><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Does my AI algorithm track the <span style=\"color: #ea5b0c;font-weight: bold\">state of charge<\/span> correctly, even under extreme conditions?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-square-full\" viewBox=\"0 0 512 512\"><path d=\"M512 512H0V0h512v512z\" \/><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">How accurately does my AI estimate the <span style=\"color: #ea5b0c;font-weight: bold\">state of health<\/span>?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-square-full\" viewBox=\"0 0 512 512\"><path d=\"M512 512H0V0h512v512z\" \/><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">How do I ensure that my AI is not <span style=\"color: #ea5b0c;font-weight: bold\">biased<\/span> from imbalanced battery training datasets causing over- or underfitting?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-square-full\" viewBox=\"0 0 512 512\"><path d=\"M512 512H0V0h512v512z\" \/><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">How can my AI generate <span style=\"color: #ea5b0c;font-weight: bold\">interpretable results<\/span> that provide insights into the physical battery state?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-square-full\" viewBox=\"0 0 512 512\"><path d=\"M512 512H0V0h512v512z\" \/><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">How do I know if I fed <span style=\"color: #ea5b0c;font-weight: bold\">sufficient data<\/span> so that model predictions are robust?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-4e79260 elementor-widget elementor-widget-text-editor\" data-id=\"4e79260\" 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\tFinding reliable answers to these questions fast is difficult\u2026 very difficult.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bf20b6 elementor-widget elementor-widget-spacer\" data-id=\"5bf20b6\" 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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-47671ac elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"62544\" data-id=\"47671ac\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\" \/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-80f4fd4\" data-eae-slider=\"61249\" data-id=\"80f4fd4\" 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-6c54eb6 elementor-widget elementor-widget-heading\" data-id=\"6c54eb6\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"solution\" 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\">Solution - Battery AI Training<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#272727\" class=\"elementor-element elementor-element-283d82c elementor-widget elementor-widget-text-editor\" data-id=\"283d82c\" 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\tYou need the <span class=\"orange_bold\">ultimate tool<\/span> for developing your data-driven AI algorithm by giving it access to the <span class=\"orange_bold\">best possible data base<\/span> for training and validation. This is exactly what the <a href=\"\/products\/batemo-cell-model\">Batemo Cell Models<\/a> can do for you. Batemo\u2019s unique battery modeling technology allows you to develop advanced AI algorithms based on globally validated battery cell models.\nThe underlying idea is to develop your AI not with measurement data, but with the <span class=\"orange_bold\">most accurate battery cell models<\/span> there are. With the Batemo Cell Model as high-fidelity physical core model, you ensure that everything during AI development holds true when you move to field operation. By having access to the <a href=\"\/products\/batemo-cell-explorer\"> Batemo Cell Model Library<\/a>, you ensure that the training of your AI algorithms is consistent and robust amongst all your cell types, and that you have the ideal training source for all your cells from <span class=\"orange_bold\">day one<\/span>. By incorporating the Batemo Cell Models into your development, you can unlock the full potential of data-driven approaches to build <span class=\"orange_bold\">better AI algorithms<\/span> with <span class=\"orange_bold\">less resources<\/span> a lot <span class=\"orange_bold\">faster<\/span>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-inner-section elementor-element elementor-element-677953f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"37308\" data-id=\"677953f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-12e9176 elementor-invisible\" data-eae-slider=\"39056\" data-id=\"12e9176\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;}\">\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-39fc389 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"39fc389\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_02-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_02\" alt=\"batemo_Folienmaster_Icon_orange_02\" loading=\"lazy\">\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-3efad62 elementor-widget elementor-widget-heading\" data-id=\"3efad62\" 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\">Fast<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#272727\" class=\"elementor-element elementor-element-4d6ad29 elementor-widget elementor-widget-text-editor\" data-id=\"4d6ad29\" 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\tThe Batemo Cell Models run within seconds within a <span class=\"orange_bold\">full automation backend<\/span>. You can generate <span class=\"orange_bold\">thousands of training profiles<\/span> virtually over night, and therewith receive immediate feedback on AI functionality and quality.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-9bd1edd elementor-invisible\" data-eae-slider=\"27840\" data-id=\"9bd1edd\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;,&quot;animation_delay&quot;:400}\">\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-7b6d495 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"7b6d495\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_29-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_29\" alt=\"batemo_Folienmaster_Icon_orange_29\" loading=\"lazy\">\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-8b2802d elementor-widget elementor-widget-heading\" data-id=\"8b2802d\" 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\">Physical<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d99db9 elementor-widget elementor-widget-text-editor\" data-id=\"3d99db9\" 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\tThe Batemo Cell Models are strictly physical and provide access to inner cell quantities. Only if you base your AI development on a physical core model that <span class=\"orange_bold\">correctly splits up the underlying processes<\/span>, you can enable the AI to predict the performance of fresh and aged battery cells under all operating conditions.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-619d01a elementor-invisible\" data-eae-slider=\"41816\" data-id=\"619d01a\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;,&quot;animation_delay&quot;:800}\">\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-7faf744 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"7faf744\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_09-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_09\" alt=\"batemo_Folienmaster_Icon_orange_09\" loading=\"lazy\">\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-385cac4 elementor-widget elementor-widget-heading\" data-id=\"385cac4\" 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\">Accurate<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94d6c7a elementor-widget elementor-widget-text-editor\" data-id=\"94d6c7a\" 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\tThe Batemo Cell Models are the&nbsp;most accurate&nbsp;battery cell that exist on the market - <span class=\"orange_bold\">guaranteed<\/span>! We always&nbsp;<span class=\"orange_bold\">demonstrate the validity<\/span>&nbsp;through extensive measurements that prove highest accuracy. Only in this way you can ensure that the AI receives <span class=\"orange_bold\">validated cell behavior<\/span> as data&nbsp;base.&nbsp;<\/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<div class=\"elementor-element elementor-element-009ea44 elementor-widget elementor-widget-spacer\" data-id=\"009ea44\" 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-91ef0af elementor-hidden-mobile dce_masking-none elementor-widget elementor-widget-image\" data-id=\"91ef0af\" 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=\"1024\" height=\"314\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-1024x314.png\" class=\"attachment-large size-large wp-image-55872\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-1024x314.png 1024w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-500x153.png 500w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-768x235.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-1536x470.png 1536w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-2048x627.png 2048w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution-10-1000x306.png 1000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\">\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-d776e79 elementor-hidden-desktop elementor-hidden-tablet dce_masking-none elementor-widget elementor-widget-image\" data-id=\"d776e79\" 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 loading=\"lazy\" decoding=\"async\" width=\"403\" height=\"1024\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-403x1024.png\" class=\"attachment-large size-large wp-image-55916\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-403x1024.png 403w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-197x500.png 197w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-768x1952.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-604x1536.png 604w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3-806x2048.png 806w, https:\/\/www.batemo.com\/wp-content\/uploads\/Solution_mobile-3.png 1000w\" sizes=\"(max-width: 403px) 100vw, 403px\">\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-dd5f9ec elementor-widget elementor-widget-spacer\" data-id=\"dd5f9ec\" 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 data-dce-text-color=\"#272727\" class=\"elementor-element elementor-element-bde1609 elementor-widget elementor-widget-text-editor\" data-id=\"bde1609\" 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\tThe methodology we apply is novel and robust and represents a paradigm shift in AI development. It is based on synergistically combining physics-based <span class=\"orange_bold\">Batemo simulations<\/span>, data-driven <span class=\"orange_bold\">machine learning algorithms<\/span>, and <span class=\"orange_bold\">testing<\/span>.\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-ffab046 elementor-widget__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-eael-feature-list\" data-id=\"ffab046\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"eael-feature-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"-icon-position-left -tablet-icon-position-left -mobile-icon-position-left\">\n\t\t\t<ul id=\"eael-feature-list-ffab046\" class=\"eael-feature-list-items square stacked connector-type-classic eael-feature-list-vertical\" data-layout-tablet=\"vertical\" data-layout-mobile=\"vertical\">\n\t\t\t                <li class=\"eael-feature-list-item elementor-repeater-item-fe27f49\">\n                                            <span class=\"connector\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-tablet\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-mobile\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                    \n\t\t\t\t\t\t<div class=\"eael-feature-list-icon-box\">\n\t\t\t\t\t\t\t<div class=\"eael-feature-list-icon-inner\">\n\n\t\t\t\t\t\t\t\t<span class=\"eael-feature-list-icon fl-icon-0\">\n\n\t\t<svg width=\"319.47\" height=\"341.55\" viewBox=\"0 0 319.47 341.55\"><defs><style>      .cls-1 {        font-size: 250px;        fill: #fff;        font-family: BigJohn, Big John;      }    <\/style><\/defs><g id=\"Layer_2\" data-name=\"Layer 2\"><g id=\"Layer_1-2\" data-name=\"Layer 1\"><text class=\"cls-1\" transform=\"translate(0 302)\">1<\/text><text class=\"cls-1\" transform=\"translate(129.88 218.75) scale(0.58)\">st<\/text><\/g><\/g><\/svg>\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"eael-feature-list-content-box\">\n                            <h2 class=\"eael-feature-list-title\"><\/h2>\t\t\t\t\t\t<p class=\"eael-feature-list-content\"><\/p><p class=\"list_content\"> Get a <a href=\"\/products\/batemo-cell-model\"> Batemo Cell Model<\/a> from the <a href=\"\/products\/batemo-cell-explorer\"> Batemo Cell Model Library<\/a> or we create a Custom Cell Model specifically for&nbsp;you.&nbsp;<\/p>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/li>\n\t\t\t\t                <li class=\"eael-feature-list-item elementor-repeater-item-3cf7129\">\n                                            <span class=\"connector\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-tablet\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-mobile\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                    \n\t\t\t\t\t\t<div class=\"eael-feature-list-icon-box\">\n\t\t\t\t\t\t\t<div class=\"eael-feature-list-icon-inner\">\n\n\t\t\t\t\t\t\t\t<span class=\"eael-feature-list-icon fl-icon-1\">\n\n\t\t<svg id=\"Layer_1\" data-name=\"Layer 1\" width=\"391.76\" height=\"341.55\" viewBox=\"0 0 391.76 341.55\"><defs><style>      .cls-1 {        font-size: 250px;        fill: #fff;        font-family: BigJohn, Big John;      }    <\/style><\/defs><text class=\"cls-1\" transform=\"translate(0 302)\">2<\/text><text class=\"cls-1\" transform=\"translate(162.6 218.75) scale(0.58)\">nd<\/text><text x=\"-55.9\" y=\"-79.22\" \/><text x=\"-55.9\" y=\"-79.22\" \/><\/svg>\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"eael-feature-list-content-box\">\n                            <h2 class=\"eael-feature-list-title\"><\/h2>\t\t\t\t\t\t<p class=\"eael-feature-list-content\"><\/p><p class=\"list_content\"> Integrate the cell model into your <span class=\"orange_bold\"> preferred simulation environment<\/span> for developing your AI innovations.<\/p>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/li>\n\t\t\t\t                <li class=\"eael-feature-list-item elementor-repeater-item-ee9f79e\">\n                                            <span class=\"connector\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-tablet\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-mobile\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                    \n\t\t\t\t\t\t<div class=\"eael-feature-list-icon-box\">\n\t\t\t\t\t\t\t<div class=\"eael-feature-list-icon-inner\">\n\n\t\t\t\t\t\t\t\t<span class=\"eael-feature-list-icon fl-icon-2\">\n\n\t\t<svg width=\"388.2\" height=\"341.55\" viewBox=\"0 0 388.2 341.55\"><defs><style>      .cls-1 {        font-size: 250px;        fill: #fff;        font-family: BigJohn, Big John;      }    <\/style><\/defs><g id=\"Layer_2\" data-name=\"Layer 2\"><g id=\"Layer_1-2\" data-name=\"Layer 1\"><text class=\"cls-1\" transform=\"translate(0 302)\">3<\/text><text class=\"cls-1\" transform=\"translate(162.6 218.75) scale(0.58)\">rd<\/text><\/g><\/g><\/svg>\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"eael-feature-list-content-box\">\n                            <h2 class=\"eael-feature-list-title\"><\/h2>\t\t\t\t\t\t<p class=\"eael-feature-list-content\"><\/p><p class=\"list_content\"> Use software-in-the-loop development methods to train your AI algorithm based on the Batemo Cell Model as high-precision physical core model. Run <span class=\"orange_bold\">fully automated training routines<\/span>  by letting the AI model control the boundary conditions and parameters of the cell model simulations. Compare the predictions of the data-driven model against synthetic validation sets from the high-fidelity physical model to assess accuracy and generalizability.<\/p>\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/li>\n\t\t\t\t                <li class=\"eael-feature-list-item elementor-repeater-item-23eb6dc\">\n                                            <span class=\"connector\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-tablet\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                        <span class=\"connector connector-mobile\" style=\"right: calc(100% - 73px); left: 0;\"><\/span>\n                    \n\t\t\t\t\t\t<div class=\"eael-feature-list-icon-box\">\n\t\t\t\t\t\t\t<div class=\"eael-feature-list-icon-inner\">\n\n\t\t\t\t\t\t\t\t<span class=\"eael-feature-list-icon fl-icon-3\">\n\n\t\t<svg id=\"Ebene_1\" data-name=\"Ebene 1\" viewBox=\"0 0 379.25 258.3\"><defs><style>      .cls-1 {        font-size: 250px;      }      .cls-1, .cls-2 {        fill: #fff;        font-family: BigJohn, 'Big John';        isolation: isolate;      }      .cls-2 {        font-size: 145px;      }    <\/style><\/defs><g id=\"Layer_2\" data-name=\"Layer 2\"><g id=\"Layer_1-2\" data-name=\"Layer 1-2\"><text class=\"cls-1\" transform=\"translate(0 218.75)\"><tspan x=\"0\" y=\"0\">4<\/tspan><\/text><text class=\"cls-2\" transform=\"translate(162.6 135.5)\"><tspan x=\"0\" y=\"0\">th<\/tspan><\/text><\/g><\/g><\/svg>\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"eael-feature-list-content-box\">\n                            <h2 class=\"eael-feature-list-title\"><\/h2>\t\t\t\t\t\t<p class=\"eael-feature-list-content\"><\/p><p class=\"list_content\"> As a final step, you move to <span class=\"orange_bold\">field operation<\/span>. Because the Batemo Cell Model is valid, you can expect straight-forward AI operation in the&nbsp;field.&nbsp;<\/p>\n\n\n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ul>\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-cf87626 elementor-widget elementor-widget-spacer\" data-id=\"cf87626\" 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 data-dce-text-color=\"#272727\" class=\"elementor-element elementor-element-c5edaf6 elementor-widget elementor-widget-text-editor\" data-id=\"c5edaf6\" 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\tA training setup for getting the most accurate, yet flexible workflow possible to predict <a href=\"\/aging\/\"><span class=\"Roboto\">battery aging<\/span><\/a> by connecting an AI Algorithm with the <a href=\"\/products\/batemo-cell-model\"> Batemo Cell Model<\/a> is shown&nbsp;below:&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2a8bd3 elementor-hidden-mobile dce_masking-none elementor-widget elementor-widget-image\" data-id=\"b2a8bd3\" 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 loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"786\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-1024x786.png\" class=\"attachment-large size-large wp-image-55800\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-1024x786.png 1024w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-500x384.png 500w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-768x589.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-1536x1179.png 1536w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-2048x1572.png 2048w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method-2-1000x768.png 1000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\">\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-3e60c91 elementor-hidden-desktop elementor-hidden-tablet dce_masking-none elementor-widget elementor-widget-image\" data-id=\"3e60c91\" 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 loading=\"lazy\" decoding=\"async\" width=\"487\" height=\"1024\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-487x1024.png\" class=\"attachment-large size-large wp-image-55925\" alt srcset=\"https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-487x1024.png 487w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-238x500.png 238w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-768x1613.png 768w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-731x1536.png 731w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-975x2048.png 975w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5-1000x2101.png 1000w, https:\/\/www.batemo.com\/wp-content\/uploads\/Method_mobile-5.png 1311w\" sizes=\"(max-width: 487px) 100vw, 487px\">\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-07fecf3 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-spacer\" data-id=\"07fecf3\" 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-d3670fb elementor-widget elementor-widget-spacer\" data-id=\"d3670fb\" 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=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-81f44c6 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"45491\" data-dce-background-color=\"#272727\" data-id=\"81f44c6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c3a0097\" data-eae-slider=\"15260\" data-id=\"c3a0097\" 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-f936977 elementor-widget elementor-widget-heading\" data-id=\"f936977\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"advantages\" 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\">Advantages<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#FFFFFF\" class=\"elementor-element elementor-element-a99e17d elementor-widget elementor-widget-text-editor\" data-id=\"a99e17d\" 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\tBy using the Batemo Cell Models to make your AI development simulation-based and faster, you reduce costs while obtaining better AI algorithms and results. This is how we generate value and contribute to your success.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-inner-section elementor-element elementor-element-3a6a700 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"43942\" data-id=\"3a6a700\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-57813d2 elementor-invisible\" data-eae-slider=\"59842\" data-id=\"57813d2\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;}\">\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-1c1ba6e dce_masking-none elementor-widget elementor-widget-image\" data-id=\"1c1ba6e\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_06-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_06\" alt=\"batemo_Folienmaster_Icon_orange_06\" loading=\"lazy\">\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 data-dce-title-color=\"#ffffff\" class=\"elementor-element elementor-element-4f11ac0 elementor-widget elementor-widget-heading\" data-id=\"4f11ac0\" 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\">Better<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#ffffff\" class=\"elementor-element elementor-element-38b6c6d elementor-widget elementor-widget-text-editor\" data-id=\"38b6c6d\" 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\tUsing the Batemo Cell Models you <span class=\"orange_bold\">reduce the failure probability<\/span> of your data-driven algorithm in your AI software by one order of magnitude. Every day you run thousands of automated test scenarios yielding a <span class=\"orange_bold\">highest quality AI<\/span>. In this way, you harness the full potential of data-driven approaches to optimize battery performance.&nbsp;<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-37593e8 elementor-invisible\" data-eae-slider=\"41064\" data-id=\"37593e8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;,&quot;animation_delay&quot;:400}\">\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-b091397 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"b091397\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_02-1-1-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_02-1.png\" alt=\"batemo_Folienmaster_Icon_orange_02-1.png\" loading=\"lazy\">\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 data-dce-title-color=\"#ffffff\" class=\"elementor-element elementor-element-4367478 elementor-widget elementor-widget-heading\" data-id=\"4367478\" 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\">Faster<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#ffffff\" class=\"elementor-element elementor-element-3c61ad9 elementor-widget elementor-widget-text-editor\" data-id=\"3c61ad9\" 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\tWith the Batemo Cell Models your AI development takes <span class=\"orange_bold\">a fraction of the time<\/span>. By having a model as ideal training data source at hand, you avoid spending years into testing and data processing. By getting immediate feedback on the functionality of your adaptions and improvements you <span class=\"orange_bold\">avoid re-design loops<\/span>. \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<div class=\"has_eae_slider elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-1f4a8a8 elementor-invisible\" data-eae-slider=\"57158\" data-id=\"1f4a8a8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;animation&quot;:&quot;fadeInUp&quot;,&quot;animation_delay&quot;:800}\">\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-0129e90 dce_masking-none elementor-widget elementor-widget-image\" data-id=\"0129e90\" 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\" src=\"https:\/\/www.batemo.com\/wp-content\/uploads\/elementor\/thumbs\/batemo_Folienmaster_Icon_orange_34-qwwajjc2lrudo8em8fxdcx80yadezxskeh1fsmjbj4.png\" title=\"batemo_Folienmaster_Icon_orange_34\" alt=\"batemo_Folienmaster_Icon_orange_34\" loading=\"lazy\">\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 data-dce-title-color=\"#ffffff\" class=\"elementor-element elementor-element-0b07242 elementor-widget elementor-widget-heading\" data-id=\"0b07242\" 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\">Lower Cost<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#ffffff\" class=\"elementor-element elementor-element-ce36eb8 elementor-widget elementor-widget-text-editor\" data-id=\"ce36eb8\" 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\tConducting experiments under various conditions to capture the full range of battery behavior is expensive. The Batemo Cell Models lower the cost of your AI development by <span class=\"orange_bold\">drastically reducing expenses<\/span> for cell procurement, testing and data processing.&nbsp;<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-98179e7 elementor-section-stretched elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-eae-slider=\"98444\" data-dce-background-overlay-color=\"#272727\" data-dce-background-image-url=\"https:\/\/www.batemo.com\/wp-content\/uploads\/DSC_6438-scaled.jpg\" data-id=\"98179e7\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;tilt&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\" \/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\" \/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5b1036e\" data-eae-slider=\"97735\" data-id=\"5b1036e\" 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 data-dce-title-color=\"#FFFFFF\" class=\"elementor-element elementor-element-ee9fb85 elementor-widget elementor-widget-heading\" data-id=\"ee9fb85\" 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-xxl\">Interested?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3191630 elementor-widget elementor-widget-spacer\" data-id=\"3191630\" 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 data-dce-title-color=\"#FFFFFF\" class=\"elementor-element elementor-element-8a62a8a elementor-widget elementor-widget-heading\" data-id=\"8a62a8a\" 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-xxl\">Let\u2019s take the first&nbsp;step!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-background-color=\"#ea5b0c\" class=\"elementor-element elementor-element-a5bdf63 elementor-align-center elementor-mobile-align-center elementor-widget__width-initial elementor-widget elementor-widget-button\" data-id=\"a5bdf63\" 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-lg elementor-animation-grow\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6NDExNzgsInRvZ2dsZSI6ZmFsc2V9\">\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\">Meet the expert<\/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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Do you Build AI Models? Train them with batemo! Challenge The development of data-driven artificial intelligence (AI)-models or algorithms such as neural networks (ANN) or support vector machines (SVM), which use machine learning techniques to learn the linkage between battery in- and output variables, is an exciting but challenging task. It means to create a&nbsp;[\u2026]<\/p>\n","protected":false},"author":172,"featured_media":51924,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"wp_typography_post_enhancements_disabled":false,"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"on","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-53009","page","type-page","status-publish","has-post-thumbnail","hentry","entry","has-media"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v26.9) - 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