{"id":943,"date":"2026-08-21T12:07:19","date_gmt":"2026-08-21T12:07:19","guid":{"rendered":"https:\/\/batteryquest.de\/?page_id=943"},"modified":"2026-09-22T21:51:22","modified_gmt":"2026-09-22T21:51:22","slug":"modeling","status":"publish","type":"page","link":"https:\/\/www.batteryquest.de\/en\/modeling\/","title":{"rendered":"Aging and Lifetime Modeling"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"943\" class=\"elementor elementor-943\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3779c2cf e-con e-atomic-element e-flexbox-base e-3779c2cf-2387482\" data-id=\"3779c2cf\" data-element_type=\"e-flexbox\" data-e-type=\"e-flexbox\" data-interaction-id=\"3779c2cf\">\n    <div class=\"elementor-element elementor-element-716bfd8c e-con-full banner-background e-flex e-con e-child\" data-id=\"716bfd8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6f655da6 e-flex e-con-boxed e-con e-child\" data-id=\"6f655da6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<h1 data-interaction-id=\"1ea4a923\" class=\"e-44197989-5037e68 e-heading-base\" data-e-type=\"widget\" data-id=\"1ea4a923\">Aging and Lifetime Modeling<\/h1>\n\t\t\t\t<div class=\"elementor-element elementor-element-f347f3f elementor-widget__width-initial title-descp-box elementor-widget elementor-widget-text-editor\" data-id=\"f347f3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Learn more about our battery aging and lifetime models.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28e1f630 subnav elementor-widget elementor-widget-text-editor\" data-id=\"28e1f630\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"#how-it-works\">How Battery Modeling Works<\/a><\/li><li><a href=\"#innovation\">Innovation<\/a><\/li><li><a href=\"#optimization\">Service Life Optimization<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f071b39 section-odd section-first e-flex e-con-boxed e-con e-child\" data-id=\"2f071b39\" data-element_type=\"container\" data-e-type=\"container\" id=\"benefits\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a02ef82 e-con-full e-grid e-con e-child\" data-id=\"a02ef82\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32fbb98 elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"32fbb98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chart-line\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M496 384H64V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-32c0-8.84-7.16-16-16-16zM464 96H345.94c-21.38 0-32.09 25.85-16.97 40.97l32.4 32.4L288 242.75l-73.37-73.37c-12.5-12.5-32.76-12.5-45.25 0l-68.69 68.69c-6.25 6.25-6.25 16.38 0 22.63l22.62 22.62c6.25 6.25 16.38 6.25 22.63 0L192 237.25l73.37 73.37c12.5 12.5 32.76 12.5 45.25 0l96-96 32.4 32.4c15.12 15.12 40.97 4.41 40.97-16.97V112c.01-8.84-7.15-16-15.99-16z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMathematical-Empirical Models\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe simulate the aging and expected service life of batteries using mathematical functions that are parameterized based on empirically collected data.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9ec042 elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a9ec042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-list\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M80 368H16a16 16 0 0 0-16 16v64a16 16 0 0 0 16 16h64a16 16 0 0 0 16-16v-64a16 16 0 0 0-16-16zm0-320H16A16 16 0 0 0 0 64v64a16 16 0 0 0 16 16h64a16 16 0 0 0 16-16V64a16 16 0 0 0-16-16zm0 160H16a16 16 0 0 0-16 16v64a16 16 0 0 0 16 16h64a16 16 0 0 0 16-16v-64a16 16 0 0 0-16-16zm416 176H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tConsideration of Relevant Stress Factors\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe effect of all relevant stress factors on cycle and calendar aging, cell swelling, and electrolyte consumption is modeled.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5a4766 elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b5a4766\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-circle-notch\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 39.056v16.659c0 10.804 7.281 20.159 17.686 23.066C383.204 100.434 440 171.518 440 256c0 101.689-82.295 184-184 184-101.689 0-184-82.295-184-184 0-84.47 56.786-155.564 134.312-177.219C216.719 75.874 224 66.517 224 55.712V39.064c0-15.709-14.834-27.153-30.046-23.234C86.603 43.482 7.394 141.206 8.003 257.332c.72 137.052 111.477 246.956 248.531 246.667C393.255 503.711 504 392.788 504 256c0-115.633-79.14-212.779-186.211-240.236C302.678 11.889 288 23.456 288 39.056z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCycle Detection for Online Simulations\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tA cycle detection algorithm enables online simulations in which calendar and cycle aging, as well as cell swelling and electrolyte consumption, are simulated in real time for dynamic usage profiles.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-748cdbbb section-even e-flex e-con-boxed e-con e-child\" data-id=\"748cdbbb\" data-element_type=\"container\" data-e-type=\"container\" id=\"how-it-works\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<h2 data-interaction-id=\"74ec1da8\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"74ec1da8\">How Battery Modeling Works<\/h2>\n\t\t\t\t\t<h4 data-interaction-id=\"358b0a7\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"358b0a7\">Step-by-step development of your battery aging and lifetime models.<\/h4>\n\t\t<div class=\"elementor-element elementor-element-5517055 e-con-full e-grid e-con e-child\" data-id=\"5517055\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" class=\"e-image-base e-23bce64-d38255c\" data-interaction-id=\"23bce64\" data-e-type=\"widget\" data-id=\"23bce64\" id=\"3293\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Ablauf.jpg\" width=\"1310\" height=\"873\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Ablauf.jpg 1310w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Ablauf-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Ablauf-1024x682.jpg 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Ablauf-768x512.jpg 768w\" alt=\"\"\/>\t\t<div class=\"elementor-element elementor-element-19fcb47 e-con-full e-flex e-con e-child\" data-id=\"19fcb47\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ba547d elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"1ba547d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-right\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep One: Developing the Modeling Methodology\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tBased on the state of the art and our extensive experience, a mathematical function is created for each relevant stress factor that needs to be taken into account. In doing so, we take into account characteristics specific to cell chemistry and cell type.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fa78c5 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"0fa78c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-right\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep Two: Parametrizing the Mathematical Functions\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tThe parameters for the functions of all relevant stress factors are determined using cell-specific test data collected under static conditions, as well as results from cell teardowns and post-mortem analyses.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64bd6a5 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"64bd6a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-right\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStep Three: Validation\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tWe validate our models by comparing simulation results with test data for dynamic operating profiles.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-633bc7ea section-odd e-flex e-con-boxed e-con e-child\" data-id=\"633bc7ea\" data-element_type=\"container\" data-e-type=\"container\" id=\"innovation\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<h2 data-interaction-id=\"47c044a\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"47c044a\">Innovation &amp; Unique Selling Proposition<\/h2>\n\t\t\t\t\t<h4 data-interaction-id=\"976975d\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"976975d\">Find out what makes our models special.<\/h4>\n\t\t<div class=\"elementor-element elementor-element-a573dbb e-con-full e-grid e-con e-child\" data-id=\"a573dbb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-125022e e-con-full e-flex e-con e-child\" data-id=\"125022e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c264ce elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"4c264ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-search\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M505 442.7L405.3 343c-4.5-4.5-10.6-7-17-7H372c27.6-35.3 44-79.7 44-128C416 93.1 322.9 0 208 0S0 93.1 0 208s93.1 208 208 208c48.3 0 92.7-16.4 128-44v16.3c0 6.4 2.5 12.5 7 17l99.7 99.7c9.4 9.4 24.6 9.4 33.9 0l28.3-28.3c9.4-9.4 9.4-24.6.1-34zM208 336c-70.7 0-128-57.2-128-128 0-70.7 57.2-128 128-128 70.7 0 128 57.2 128 128 0 70.7-57.2 128-128 128z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tElectrolyte Consumption and Sudden Death\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tOur methodology draws not only on test data but also on data from teardowns. This allows us, among others, to simulate electrolyte consumption for dynamic applications.<br><br>\n\nOur electrolyte consumption and cell thickness growth models allow for more precise predictions of the time of sudden death.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b50dc68 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b50dc68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrows-alt-h\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M377.941 169.941V216H134.059v-46.059c0-21.382-25.851-32.09-40.971-16.971L7.029 239.029c-9.373 9.373-9.373 24.568 0 33.941l86.059 86.059c15.119 15.119 40.971 4.411 40.971-16.971V296h243.882v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.568 0-33.941l-86.059-86.059c-15.119-15.12-40.971-4.412-40.971 16.97z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFlexibility\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUsing our innovative, modular modeling methodology, stress factors can be flexibly added or removed - depending on your requirements and the availability of test data.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ddfa6fb elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"ddfa6fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-tachometer-alt\" viewbox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 32C128.94 32 0 160.94 0 320c0 52.8 14.25 102.26 39.06 144.8 5.61 9.62 16.3 15.2 27.44 15.2h443c11.14 0 21.83-5.58 27.44-15.2C561.75 422.26 576 372.8 576 320c0-159.06-128.94-288-288-288zm0 64c14.71 0 26.58 10.13 30.32 23.65-1.11 2.26-2.64 4.23-3.45 6.67l-9.22 27.67c-5.13 3.49-10.97 6.01-17.64 6.01-17.67 0-32-14.33-32-32S270.33 96 288 96zM96 384c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32zm48-160c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32zm246.77-72.41l-61.33 184C343.13 347.33 352 364.54 352 384c0 11.72-3.38 22.55-8.88 32H232.88c-5.5-9.45-8.88-20.28-8.88-32 0-33.94 26.5-61.43 59.9-63.59l61.34-184.01c4.17-12.56 17.73-19.45 30.36-15.17 12.57 4.19 19.35 17.79 15.17 30.36zm14.66 57.2l15.52-46.55c3.47-1.29 7.13-2.23 11.05-2.23 17.67 0 32 14.33 32 32s-14.33 32-32 32c-11.38-.01-20.89-6.28-26.57-15.22zM480 384c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tComputation Time and Simulation Accuracy\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tOur mathematical-empirical approach makes it possible to simulate multi-year, dynamic usage profiles on an average laptop in less than a minute. <br>Model validations show a relative error of less than 10 % after simulating a full battery life cycle.<br>As more test data becomes available, we are gradually improving the accuracy of our methodology.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<img decoding=\"async\" class=\"e-image-base e-6e484df-7c7bf1e\" data-interaction-id=\"6e484df\" data-e-type=\"widget\" data-id=\"6e484df\" id=\"285\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2.png\" width=\"1248\" height=\"832\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2.png 1248w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2-300x200.png 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2-1024x683.png 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2-768x512.png 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-09-24-18-32529c60-e4e9-4022-8b0d-ca6352a1d5b2-18x12.png 18w\" alt=\"\"\/>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1e1962 section-even e-flex e-con-boxed e-con e-child\" data-id=\"b1e1962\" data-element_type=\"container\" data-e-type=\"container\" id=\"optimization\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<h2 data-interaction-id=\"81bc3e0\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"81bc3e0\">Optimize Your Battery Life<\/h2>\n\t\t\t\t\t<h4 data-interaction-id=\"a8b1bb3\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"a8b1bb3\">Use our models to simulate the effect of various stress factors on battery aging and lifetime, and use these findings to identify measures and features that extend battery life.<\/h4>\n\t\t<div class=\"elementor-element elementor-element-7e5b291 e-con-full e-grid e-con e-child\" data-id=\"7e5b291\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d7da6be e-con-full e-flex e-con e-child\" data-id=\"d7da6be\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<img decoding=\"async\" class=\"e-image-base e-9c9d461-6981b4c\" data-interaction-id=\"9c9d461\" data-e-type=\"widget\" data-id=\"9c9d461\" id=\"278\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2-1024x683.jpg\" width=\"800\" height=\"534\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2-1024x683.jpg 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2-768x512.jpg 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2-18x12.jpg 18w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/image-2.jpg 1248w\" alt=\"\"\/>\t\t\t\t<div class=\"elementor-element elementor-element-d93d69c elementor-widget elementor-widget-heading\" data-id=\"d93d69c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Optimization of the Charging Strategy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebcbf3d elementor-widget elementor-widget-text-editor\" data-id=\"ebcbf3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tUse insights from our aging and lifetime models to develop and implement battery-friendly charging strategies.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc1dd63 e-con-full e-flex e-con e-child\" data-id=\"fc1dd63\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"e-image-base e-1acfd4c-4bd5ab1\" data-interaction-id=\"1acfd4c\" data-e-type=\"widget\" data-id=\"1acfd4c\" id=\"281\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/08\/2026-08-12-08-17-37-32529c60-e4e9-4022-8b0d-ca6352a1d5b2.png\" width=\"800\" height=\"533\" srcset=\"\" alt=\"\"\/>\t\t\t\t<div class=\"elementor-element elementor-element-b831a4e elementor-widget elementor-widget-heading\" data-id=\"b831a4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Thermal Management<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cc80d0 elementor-widget elementor-widget-text-editor\" data-id=\"3cc80d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Optimize your product's thermal management to slow down battery aging and significantly extend its service life.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11a0a28 e-con-full e-flex e-con e-child\" data-id=\"11a0a28\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"e-image-base e-19a4152-b2abb19\" data-interaction-id=\"19a4152\" data-e-type=\"widget\" data-id=\"19a4152\" id=\"3308\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-768x512.jpg\" width=\"768\" height=\"512\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-768x512.jpg 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-1024x683.jpg 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-1536x1024.jpg 1536w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Betriebsstrategie-2048x1365.jpg 2048w\" alt=\"\"\/>\t\t\t\t<div class=\"elementor-element elementor-element-7e1c5a8 elementor-widget elementor-widget-heading\" data-id=\"7e1c5a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Operating Strategy<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0db130 elementor-widget elementor-widget-text-editor\" data-id=\"d0db130\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Implement operating strategies that extend the service life of your battery-powered products. Our models are here to support you.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52b44c9 e-con-full e-grid e-con e-child\" data-id=\"52b44c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8db4952 e-con-full e-flex e-con e-child\" data-id=\"8db4952\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"e-image-base e-aaf6a29-fc34771\" data-interaction-id=\"aaf6a29\" data-e-type=\"widget\" data-id=\"aaf6a29\" id=\"3302\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung-Zellwachstum-768x511.jpg\" width=\"768\" height=\"511\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung-Zellwachstum-768x511.jpg 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung-Zellwachstum-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung-Zellwachstum.jpg 781w\" alt=\"\"\/>\t\t\t\t<div class=\"elementor-element elementor-element-b0fb534 elementor-widget elementor-widget-heading\" data-id=\"b0fb534\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Design and Engineering<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54932d5 elementor-widget elementor-widget-text-editor\" data-id=\"54932d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Designing and engineering a battery system is a complex challenge. Incorporate insights from our cell swelling models into the design of your battery system to get the most out of it for your product and application.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-08c1470 e-con-full e-flex e-con e-child\" data-id=\"08c1470\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" class=\"e-image-base e-205bf56-428c011\" data-interaction-id=\"205bf56\" data-e-type=\"widget\" data-id=\"205bf56\" id=\"3304\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-768x512.jpg\" width=\"768\" height=\"512\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-768x512.jpg 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-1024x682.jpg 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-1536x1023.jpg 1536w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/Modellierung_Lebensdauer_Umgebung-2048x1364.jpg 2048w\" alt=\"\"\/>\t\t\t\t<div class=\"elementor-element elementor-element-9c0fb1b elementor-widget elementor-widget-heading\" data-id=\"9c0fb1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Service Life Prediction for Different Customer Applications<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5219f elementor-widget elementor-widget-text-editor\" data-id=\"4b5219f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Use our models to predict the battery life of your products in various customer applications. For example, simulate how battery life differs between hot-climate and cold-climate operations.<\/p>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3903ebaf section-odd e-flex e-con-boxed e-con e-parent\" data-id=\"3903ebaf\" data-element_type=\"container\" data-e-type=\"container\" id=\"contact\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2fd314cb e-con-full e-flex e-con e-child\" data-id=\"2fd314cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-69e33722 e-con-full e-flex e-con e-child\" data-id=\"69e33722\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<h3 data-interaction-id=\"4c1e9ecb\" class=\"e-heading-base\" data-e-type=\"widget\" data-id=\"4c1e9ecb\">Simulate the aging and service life of your products in any customer application today<\/h3>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a61982c elementor-widget elementor-widget-text-editor\" data-id=\"5a61982c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Please contact us for customized solutions and more information.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b312320 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2b312320\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.batteryquest.de\/en\/contact\/\">\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\">Contact<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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-6131432f elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"6131432f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual.jpg\" class=\"attachment-1536x1536 size-1536x1536 wp-image-3507\" alt=\"\" srcset=\"https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual.jpg 1536w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual-300x200.jpg 300w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual-1024x683.jpg 1024w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual-768x512.jpg 768w, https:\/\/www.batteryquest.de\/wp-content\/uploads\/2026\/09\/contact-visual-18x12.jpg 18w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\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\t\t<\/div>\n\t\t\n<\/div>\n\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Alterungs- und Lebensdauermodellierung Erfahren Sie mehr \u00fcber unsere Alterungs- und Lebensdauermodelle f\u00fcr Batterien. Funktionsweise Batteriemodellierung Innovation Lebensdaueroptimierung Mathematisch-empirische Modelle Wir simulieren die Alterung und erwartete Lebensdauer von Batterien mittels mathematischer Funktionen, die mithilfe von empirisch erhobenen Daten parametriert werden. Ber\u00fccksichtigung relevanter Stressfaktoren Der Einfluss aller relevanten Stressfaktoren auf die zyklische und kalendarische Alterung, auf das [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-943","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/pages\/943","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/comments?post=943"}],"version-history":[{"count":85,"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/pages\/943\/revisions"}],"predecessor-version":[{"id":3525,"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/pages\/943\/revisions\/3525"}],"wp:attachment":[{"href":"https:\/\/www.batteryquest.de\/en\/wp-json\/wp\/v2\/media?parent=943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}