{"id":22442,"date":"2025-11-24T10:53:56","date_gmt":"2025-11-24T09:53:56","guid":{"rendered":"https:\/\/shimadzu-testing.com\/?p=22442"},"modified":"2025-11-24T15:40:48","modified_gmt":"2025-11-24T14:40:48","slug":"3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time","status":"publish","type":"post","link":"https:\/\/shimadzu-testing.com\/sk\/vediet-ako\/skuska-tahom\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/","title":{"rendered":"3D tla\u010diare\u0148 vyu\u017e\u00edvaj\u00faca Bayesovsk\u00fa optimaliz\u00e1ciu - optimaliz\u00e1cia pevnosti formovacej \u017eivice a \u010dasu formovania"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"22442\" class=\"elementor elementor-22442\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e15197 e-flex e-con-boxed e-con e-parent\" data-id=\"4e15197\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a8c5eeb elementor-widget elementor-widget-text-editor\" data-id=\"a8c5eeb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>V\u00fdhody pre pou\u017e\u00edvate\u013ea<\/h2>\n<ul>\n<li>Vynikaj\u00face v\u00fdsledky sa daj\u00fa dosiahnu\u0165 s men\u0161\u00edm po\u010dtom pokusov pomocou bayesovskej optimaliz\u00e1cie.<\/li>\n<li>Pri pou\u017eit\u00ed zariadenia AGS-V mo\u017eno pohodlne vykon\u00e1va\u0165 \u0165ahov\u00e9 sk\u00fa\u0161ky s vynikaj\u00facou presnos\u0165ou.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d36498 elementor-widget elementor-widget-text-editor\" data-id=\"9d36498\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><strong>\u00davod<\/strong><\/h2><p>Technol\u00f3gia 3D tla\u010diarn\u00ed sa vo ve\u013ekej miere vyu\u017e\u00edva vo v\u00fdrobe a vo v\u00fdskume a v\u00fdvoji na efekt\u00edvnu v\u00fdrobu dielov zlo\u017eit\u00fdch tvarov. Jej kvalita v\u0161ak z\u00e1vis\u00ed od r\u00f4znych faktorov, ako s\u00fa pou\u017eit\u00fd materi\u00e1l, podmienky tvarovania a nastavenia zariadenia. Optimaliz\u00e1cia t\u00fdchto faktorov nie je jednoduch\u00e1. Najm\u00e4 na zlep\u0161enie v\u00fdkonnostn\u00fdch ukazovate\u013eov, ako je presnos\u0165 tv\u00e1rnenia, kvalita povrchu a pevnos\u0165, je potrebn\u00e9 upravi\u0165 ve\u013ek\u00fd po\u010det parametrov, tak\u017ee tradi\u010dn\u00e9 met\u00f3dy zalo\u017een\u00e9 na met\u00f3de pokusov a omylov si vy\u017eaduj\u00fa ve\u013ek\u00e9 mno\u017estvo \u010dasu a n\u00e1kladov. V posledn\u00fdch rokoch pri\u0165ahuje pozornos\u0165 \"bayesovsk\u00e1 optimaliz\u00e1cia\" ako rie\u0161enie. Je to \u0161tatistick\u00e1 met\u00f3da, ktor\u00e1 dok\u00e1\u017ee efekt\u00edvne h\u013eada\u0165 optim\u00e1lne parametre s obmedzen\u00fdm po\u010dtom pokusov. Je obzvl\u00e1\u0161\u0165 \u00fa\u010dinn\u00e1 pri neline\u00e1rnych probl\u00e9moch s vysokou dimenziou. V tomto \u010dl\u00e1nku je uveden\u00fd pr\u00edklad, v ktorom bola bayesovsk\u00e1 optimaliz\u00e1cia pou\u017eit\u00e1 na modeli v\u00fdroby sk\u00fa\u0161obn\u00fdch vzoriek v \u0165ahu pomocou \u017eivicovej 3D tla\u010diarne s cie\u013eom z\u00edska\u0165 podmienky 3D tla\u010de (vysvet\u013euj\u00face premenn\u00e9), ktor\u00e9 optimalizuj\u00fa pevnos\u0165 v \u0165ahu a \u010das v\u00fdroby (objekt\u00edvne premenn\u00e9).*<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-948bc42 elementor-widget elementor-widget-text-editor\" data-id=\"948bc42\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"page\" title=\"Strana 1\">\n<div class=\"section\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>*1 V\u00fdstupn\u00e9 podmienky z\u00edskan\u00e9 v tomto teste s\u00fa optim\u00e1lne pre \u010dinky<br \/>tvarovan\u00fdch sk\u00fa\u0161obn\u00fdch vzoriek, ale nemusia by\u0165 optim\u00e1lne pre in\u00e9 tvary.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\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-efdf405 elementor-widget elementor-widget-text-editor\" data-id=\"efdf405\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Testovacie podmienky<\/h2>\n<p>Konfigur\u00e1cia zariadenia je uveden\u00e1 v tabu\u013eke 1. Na v\u00fdrobu vl\u00e1kien, ktor\u00e9 boli surovinou pre sk\u00fa\u0161obn\u00e9 vzorky, sa pou\u017eil PETG-CF, ktor\u00fd m\u00e1 vynikaj\u00facu mechanick\u00fa pevnos\u0165 a vysok\u00fa pru\u017enos\u0165. Na obr. 1 je zn\u00e1zornen\u00fd presn\u00fd univerz\u00e1lny sk\u00fa\u0161obn\u00fd stroj AGS-V, na obr. 2 je zn\u00e1zornen\u00e9 sk\u00fa\u0161obn\u00e9 zariadenie a na obr. 3 s\u00fa v\u00fdsledky \u0165ahovej sk\u00fa\u0161ky. Pred\u013a\u017eenie do poru\u0161enia PETG-CF pou\u017eit\u00e9ho vo vl\u00e1knach bolo n\u00edzke a k poru\u0161eniu do\u0161lo krehk\u00fdm sp\u00f4sobom.<\/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-413e636 e-grid e-con-full e-con e-child\" data-id=\"413e636\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2206f5f elementor-widget elementor-widget-image\" data-id=\"2206f5f\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-equipment-configuration.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-equipment-configuration\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MzEsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtZXF1aXBtZW50LWNvbmZpZ3VyYXRpb24uanBnIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"316\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-equipment-configuration-768x316.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22431\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-7f029c7 elementor-widget elementor-widget-image\" data-id=\"7f029c7\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-test-setup-shimadzu\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MzQsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtdGVzdC1zZXR1cC1zaGltYWR6dS5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"586\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22434\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7e5e71 elementor-widget elementor-widget-text-editor\" data-id=\"c7e5e71\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>\u00a0Bayesovsk\u00e1 optimaliz\u00e1cia a postupy<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c17d158 e-grid e-con-full e-con e-child\" data-id=\"c17d158\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-689c189 elementor-widget elementor-widget-text-editor\" data-id=\"689c189\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Pri Bayesovskej optimaliz\u00e1cii s\u00fa vstupom v\u00fdsledky testov a v\u00fdstupom s\u00fa \u010fal\u0161ie podmienky testovania. Tento postup sa vykonal 6-kr\u00e1t a celkovo sa vysk\u00fa\u0161alo 30 podmienok, tak\u017ee z\u00edskan\u00fd optim\u00e1lny v\u00fdsledok sa pova\u017eoval za optim\u00e1lne rie\u0161enie. Podmienky bayesovskej optimaliz\u00e1cie s\u00fa uveden\u00e9 v tabu\u013eke 2. V tomto pr\u00edpade boli vysvet\u013euj\u00face premenn\u00e9 nastaven\u00e9 na \"rozstup vrstiev\", \"r\u00fdchlos\u0165 tla\u010de\" a \"hustota n\u00e1plne\" a cie\u013eov\u00e9 premenn\u00e9 boli nastaven\u00e9 na \"maximaliz\u00e1ciu pevnosti v \u0165ahu\" a \"minimaliz\u00e1ciu \u010dasu tla\u010de\". V tabu\u013eke 3 je uveden\u00fdch dev\u00e4\u0165 podmienok a ich v\u00fdsledky testov pre prv\u00fa iter\u00e1ciu. V\u00fdpo\u010det Bayesovskej optimaliz\u00e1cie sa vykonal pomocou slu\u017eby, ktor\u00fa poskytla spolo\u010dnos\u0165 Mitsui Knowledge Industry Co, Ltd. (MKI-bayesopt).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9634f48 elementor-widget elementor-widget-image\" data-id=\"9634f48\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-bayesian-optimization-conditions.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-bayesian-optimization-conditions\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MjksInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtYmF5ZXNpYW4tb3B0aW1pemF0aW9uLWNvbmRpdGlvbnMuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"351\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-bayesian-optimization-conditions-768x351.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22429\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-0da2370 e-grid e-con-full e-con e-child\" data-id=\"0da2370\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-04bd811 elementor-widget elementor-widget-image\" data-id=\"04bd811\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-first-iteration-9-conditions.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-first-iteration-9-conditions\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MzMsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtZmlyc3QtaXRlcmF0aW9uLTktY29uZGl0aW9ucy5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"493\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-first-iteration-9-conditions-768x493.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22433\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-7e260b6 elementor-widget elementor-widget-image\" data-id=\"7e260b6\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-example-of-tensile-test-result.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-example-of-tensile-test-result\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MzIsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtZXhhbXBsZS1vZi10ZW5zaWxlLXRlc3QtcmVzdWx0LmpwZyJ9\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"639\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-example-of-tensile-test-result-768x639.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22432\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8db5045 elementor-widget elementor-widget-text-editor\" data-id=\"8db5045\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>V\u00fdsledky testov<\/h2><p>V\u00fdsledky bayesovskej optimaliz\u00e1cie s\u00fa uveden\u00e9 v tabu\u013eke 4. Pre pevnos\u0165 v \u0165ahu mala optim\u00e1lne podmienky sk\u00fa\u0161obn\u00e1 vzorka \u010d\u00edslo 25 (\u010derven\u00e1 \u010diara) a pre \u010das tla\u010de mala optim\u00e1lne podmienky sk\u00fa\u0161obn\u00e1 vzorka \u010d\u00edslo 14 (modr\u00e1 \u010diara). Na obr. 4 je trojrozmern\u00fd graf, ktor\u00fd zn\u00e1zor\u0148uje korel\u00e1ciu medzi objekt\u00edvnou premennou pevnos\u0165 v \u0165ahu a vysvet\u013euj\u00facimi premenn\u00fdmi. Oran\u017eov\u00e1 \u010das\u0165 ozna\u010duje vysok\u00fa pevnos\u0165 v \u0165ahu a modr\u00e1 \u010das\u0165 n\u00edzku pevnos\u0165 v \u0165ahu. Je vidie\u0165, \u017ee hustota n\u00e1plne a r\u00fdchlos\u0165 tla\u010de mali v\u00e4\u010d\u0161\u00ed vplyv na pevnos\u0165 ako rozstup vrstiev. Vy\u0161\u0161ia hustota plnenia a ni\u017e\u0161ia r\u00fdchlos\u0165 tla\u010de mali tendenciu vytv\u00e1ra\u0165 vy\u0161\u0161iu pevnos\u0165. Na obr. 5 je trojrozmern\u00fd graf, ktor\u00fd zn\u00e1zor\u0148uje korel\u00e1ciu medzi objekt\u00edvnou premennou \u010das tla\u010de a vysvet\u013euj\u00facimi premenn\u00fdmi. Oran\u017eov\u00e1 \u010das\u0165 ozna\u010duje dlh\u0161\u00ed \u010das tla\u010de a modr\u00e1 \u010das\u0165 ozna\u010duje krat\u0161\u00ed \u010das tla\u010de. \u010c\u00edm v\u00e4\u010d\u0161ia je rozte\u010d vrstiev, t\u00fdm vy\u0161\u0161ia je r\u00fdchlos\u0165 tla\u010de a \u010d\u00edm ni\u017e\u0161ia je hustota n\u00e1plne, t\u00fdm krat\u0161\u00ed je \u010das tla\u010de.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8ce422 elementor-widget elementor-widget-image\" data-id=\"d8ce422\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-bayesian-optimization-trial-results.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-bayesian-optimization-trial-results\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MzAsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtYmF5ZXNpYW4tb3B0aW1pemF0aW9uLXRyaWFsLXJlc3VsdHMuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"561\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-bayesian-optimization-trial-results-1024x561.jpg\" class=\"attachment-large size-large wp-image-22430\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e696ce e-grid e-con-full e-con e-child\" data-id=\"2e696ce\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b38999 elementor-widget elementor-widget-image\" data-id=\"5b38999\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-3-dimensional-chart.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-3-dimensional-chart\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MjgsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtMy1kaW1lbnNpb25hbC1jaGFydC5qcGcifQ%3D%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"644\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-3-dimensional-chart.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22428\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-21447e8 elementor-widget elementor-widget-image\" data-id=\"21447e8\" data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-3-dimensional-chart-with-tensile.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"universal-testing-machine-ags-v-3-dimensional-chart-with-tensile\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjI0MjcsInVybCI6Imh0dHBzOlwvXC9zaGltYWR6dS10ZXN0aW5nLmNvbVwvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNVwvMTFcL3VuaXZlcnNhbC10ZXN0aW5nLW1hY2hpbmUtYWdzLXYtMy1kaW1lbnNpb25hbC1jaGFydC13aXRoLXRlbnNpbGUuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"716\" height=\"642\" src=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-3-dimensional-chart-with-tensile.jpg\" class=\"attachment-medium_large size-medium_large wp-image-22427\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49c6ec6 elementor-widget elementor-widget-spacer\" data-id=\"49c6ec6\" data-element_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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-167ca2b e-flex e-con-boxed e-con e-parent\" data-id=\"167ca2b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2bb8546 elementor-widget elementor-widget-heading\" data-id=\"2bb8546\" data-element_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\">Stiahnite si<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-951c335 downloads-liste elementor-widget elementor-widget-text-editor\" data-id=\"951c335\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><div class=\"page\" title=\"Strana 1\"><div class=\"section\"><div class=\"layoutArea\"><div class=\"column\"><p><a href=\"https:\/\/www.shimadzu.com\/an\/sites\/shimadzu.com.an\/files\/pim\/pim_document_file\/applications\/application_note\/25917\/an_01-00913-en.pdf\" target=\"_blank\" rel=\"noopener\">3D tla\u010diare\u0148 vyu\u017e\u00edvaj\u00faca Bayesovsk\u00fa optimaliz\u00e1ciu - optimaliz\u00e1cia pevnosti formovacej \u017eivice a \u010dasu formovania<\/a><\/p><\/div><\/div><\/div><\/div><\/li><\/ul>\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<div class=\"elementor-element elementor-element-716b92e e-flex e-con-boxed e-con e-parent\" data-id=\"716b92e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>3D printer technology is widely used in manufacturing and research and development to efficiently produce parts with complex shapes. However, its quality depends on various factors, such as the material used, the forming conditions, and equipment settings. Optimizing these factors is not easy&#8230;<\/p>","protected":false},"author":397,"featured_media":22437,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[366,335],"tags":[],"class_list":["post-22442","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ags-v","category-tensile-testing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tensile Testing of Plastics | Low-Temperature Material Analysis<\/title>\n<meta name=\"description\" content=\"Explore Shimadzu&#039;s methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/shimadzu-testing.com\/sk\/vediet-ako\/skuska-tahom\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Tensile Testing of Plastics | Low-Temperature Material Analysis\" \/>\n<meta name=\"twitter:description\" content=\"Explore Shimadzu&#039;s methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Autor\" \/>\n\t<meta name=\"twitter:data1\" content=\"Stefanie Neureiter\" \/>\n\t<meta name=\"twitter:label2\" content=\"Predpokladan\u00fd \u010das \u010d\u00edtania\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 min\u00faty\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\"},\"author\":{\"name\":\"Stefanie Neureiter\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/82be23aeb34a19e6a07902d79871061a\"},\"headline\":\"3D Printer Using Bayesian Optimization &#8211; Optimization of Molding Resin Strength and Molding Time\",\"datePublished\":\"2025-11-24T09:53:56+00:00\",\"dateModified\":\"2025-11-24T14:40:48+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\"},\"wordCount\":583,\"publisher\":{\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg\",\"articleSection\":[\"AGS-V\",\"Tensile Testing\"],\"inLanguage\":\"sk-SK\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\",\"url\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\",\"name\":\"Tensile Testing of Plastics | Low-Temperature Material Analysis\",\"isPartOf\":{\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg\",\"datePublished\":\"2025-11-24T09:53:56+00:00\",\"dateModified\":\"2025-11-24T14:40:48+00:00\",\"description\":\"Explore Shimadzu's methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.\",\"breadcrumb\":{\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#breadcrumb\"},\"inLanguage\":\"sk-SK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sk-SK\",\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage\",\"url\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg\",\"contentUrl\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg\",\"width\":768,\"height\":485},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\/\/shimadzu-testing.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"3D Printer Using Bayesian Optimization &#8211; Optimization of Molding Resin Strength and Molding Time\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#website\",\"url\":\"https:\/\/shimadzu-testing.com\/en\/\",\"name\":\"Shimadzu Testing\",\"description\":\"Shimadzu Testing\",\"publisher\":{\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/shimadzu-testing.com\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sk-SK\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#organization\",\"name\":\"Shimadzu Testing\",\"url\":\"https:\/\/shimadzu-testing.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sk-SK\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2024\/08\/shimadzu-logo-roter-hintergrund.svg\",\"contentUrl\":\"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2024\/08\/shimadzu-logo-roter-hintergrund.svg\",\"width\":364,\"height\":100,\"caption\":\"Shimadzu Testing\"},\"image\":{\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/82be23aeb34a19e6a07902d79871061a\",\"name\":\"Stefanie Neureiter\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sk-SK\",\"@id\":\"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/83552f0813ce85d276720e69f2491927c59a371cb7bf82caca1f7019efa165c1?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/83552f0813ce85d276720e69f2491927c59a371cb7bf82caca1f7019efa165c1?s=96&d=mm&r=g\",\"caption\":\"Stefanie Neureiter\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Tensile Testing of Plastics | Low-Temperature Material Analysis","description":"Explore Shimadzu's methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/shimadzu-testing.com\/sk\/vediet-ako\/skuska-tahom\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/","twitter_card":"summary_large_image","twitter_title":"Tensile Testing of Plastics | Low-Temperature Material Analysis","twitter_description":"Explore Shimadzu's methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.","twitter_image":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg","twitter_misc":{"Autor":"Stefanie Neureiter","Predpokladan\u00fd \u010das \u010d\u00edtania":"3 min\u00faty"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#article","isPartOf":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/"},"author":{"name":"Stefanie Neureiter","@id":"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/82be23aeb34a19e6a07902d79871061a"},"headline":"3D Printer Using Bayesian Optimization &#8211; Optimization of Molding Resin Strength and Molding Time","datePublished":"2025-11-24T09:53:56+00:00","dateModified":"2025-11-24T14:40:48+00:00","mainEntityOfPage":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/"},"wordCount":583,"publisher":{"@id":"https:\/\/shimadzu-testing.com\/en\/#organization"},"image":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage"},"thumbnailUrl":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg","articleSection":["AGS-V","Tensile Testing"],"inLanguage":"sk-SK"},{"@type":"WebPage","@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/","url":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/","name":"Tensile Testing of Plastics | Low-Temperature Material Analysis","isPartOf":{"@id":"https:\/\/shimadzu-testing.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage"},"image":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage"},"thumbnailUrl":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg","datePublished":"2025-11-24T09:53:56+00:00","dateModified":"2025-11-24T14:40:48+00:00","description":"Explore Shimadzu's methods for tensile testing of plastic materials at -40 \u00b0C, assessing tensile modulus, strength, and break strain for quality control.","breadcrumb":{"@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#breadcrumb"},"inLanguage":"sk-SK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/"]}]},{"@type":"ImageObject","inLanguage":"sk-SK","@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#primaryimage","url":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg","contentUrl":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2025\/11\/universal-testing-machine-ags-v-test-setup-shimadzu01.jpg","width":768,"height":485},{"@type":"BreadcrumbList","@id":"https:\/\/shimadzu-testing.com\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/shimadzu-testing.com\/"},{"@type":"ListItem","position":2,"name":"3D Printer Using Bayesian Optimization &#8211; Optimization of Molding Resin Strength and Molding Time"}]},{"@type":"WebSite","@id":"https:\/\/shimadzu-testing.com\/en\/#website","url":"https:\/\/shimadzu-testing.com\/en\/","name":"Shimadzu Testing","description":"Shimadzu Testing","publisher":{"@id":"https:\/\/shimadzu-testing.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/shimadzu-testing.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sk-SK"},{"@type":"Organization","@id":"https:\/\/shimadzu-testing.com\/en\/#organization","name":"Shimadzu Testing","url":"https:\/\/shimadzu-testing.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"sk-SK","@id":"https:\/\/shimadzu-testing.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2024\/08\/shimadzu-logo-roter-hintergrund.svg","contentUrl":"https:\/\/shimadzu-testing.com\/wp-content\/uploads\/2024\/08\/shimadzu-logo-roter-hintergrund.svg","width":364,"height":100,"caption":"Shimadzu Testing"},"image":{"@id":"https:\/\/shimadzu-testing.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/82be23aeb34a19e6a07902d79871061a","name":"Stefanie Neureiter","image":{"@type":"ImageObject","inLanguage":"sk-SK","@id":"https:\/\/shimadzu-testing.com\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/83552f0813ce85d276720e69f2491927c59a371cb7bf82caca1f7019efa165c1?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/83552f0813ce85d276720e69f2491927c59a371cb7bf82caca1f7019efa165c1?s=96&d=mm&r=g","caption":"Stefanie Neureiter"}}]}},"_links":{"self":[{"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/posts\/22442","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/users\/397"}],"replies":[{"embeddable":true,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/comments?post=22442"}],"version-history":[{"count":8,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/posts\/22442\/revisions"}],"predecessor-version":[{"id":22489,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/posts\/22442\/revisions\/22489"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/media\/22437"}],"wp:attachment":[{"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/media?parent=22442"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/categories?post=22442"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shimadzu-testing.com\/sk\/wp-json\/wp\/v2\/tags?post=22442"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}