{"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\/cz\/know-how\/tensile-testing\/3d-printer-using-bayesian-optimization-optimization-of-molding-resin-strength-and-molding-time\/","title":{"rendered":"3D tisk\u00e1rna s vyu\u017eit\u00edm bayesovsk\u00e9 optimalizace - optimalizace pevnosti formovac\u00ed prysky\u0159ice a doby formov\u00e1n\u00ed"},"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 pro u\u017eivatele<\/h2>\n<ul>\n<li>Vynikaj\u00edc\u00edch v\u00fdsledk\u016f lze dos\u00e1hnout s men\u0161\u00edm po\u010dtem pokus\u016f pomoc\u00ed bayesovsk\u00e9 optimalizace.<\/li>\n<li>P\u0159i pou\u017eit\u00ed p\u0159\u00edstroje AGS-V lze pohodln\u011b prov\u00e1d\u011bt tahov\u00e9 zkou\u0161ky s vynikaj\u00edc\u00ed p\u0159esnost\u00ed.<\/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>Technologie 3D tisk\u00e1ren se \u0161iroce pou\u017e\u00edv\u00e1 ve v\u00fdrob\u011b a v\u00fdzkumu a v\u00fdvoji k efektivn\u00ed v\u00fdrob\u011b d\u00edl\u016f slo\u017eit\u00fdch tvar\u016f. Jej\u00ed kvalita v\u0161ak z\u00e1vis\u00ed na r\u016fzn\u00fdch faktorech, jako je pou\u017eit\u00fd materi\u00e1l, podm\u00ednky tv\u00e1\u0159en\u00ed a nastaven\u00ed za\u0159\u00edzen\u00ed. Optimalizace t\u011bchto faktor\u016f nen\u00ed snadn\u00e1. Zejm\u00e9na pro zlep\u0161en\u00ed v\u00fdkonnostn\u00edch ukazatel\u016f, jako je p\u0159esnost tv\u00e1\u0159en\u00ed, kvalita povrchu a pevnost, je nutn\u00e9 upravit velk\u00e9 mno\u017estv\u00ed parametr\u016f, tak\u017ee tradi\u010dn\u00ed metody zalo\u017een\u00e9 na metod\u011b pokus\u016f a omyl\u016f vy\u017eaduj\u00ed velk\u00e9 mno\u017estv\u00ed \u010dasu a n\u00e1klad\u016f. V posledn\u00edch letech p\u0159itahuje pozornost \"bayesovsk\u00e1 optimalizace\" jako \u0159e\u0161en\u00ed. Jedn\u00e1 se o statistickou metodu, kter\u00e1 dok\u00e1\u017ee efektivn\u011b hledat optim\u00e1ln\u00ed parametry s omezen\u00fdm po\u010dtem pokus\u016f. Je zvl\u00e1\u0161t\u011b \u00fa\u010dinn\u00e1 pro neline\u00e1rn\u00ed probl\u00e9my s vysokou dimenz\u00ed. V tomto \u010dl\u00e1nku je uveden p\u0159\u00edklad, v n\u011bm\u017e byla bayesovsk\u00e1 optimalizace pou\u017eita na modelu v\u00fdroby zku\u0161ebn\u00edch vzork\u016f v tahu pomoc\u00ed 3D tisk\u00e1rny na prysky\u0159ici s c\u00edlem z\u00edskat podm\u00ednky 3D tisku (vysv\u011btluj\u00edc\u00ed prom\u011bnn\u00e9), kter\u00e9 optimalizuj\u00ed pevnost v tahu a v\u00fdrobn\u00ed \u010dasy (objektivn\u00ed prom\u011bnn\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\u00ed podm\u00ednky z\u00edskan\u00e9 v tomto testu jsou optim\u00e1ln\u00ed pro hant\u00fdrku.<br \/>zku\u0161ebn\u00edch vzork\u016f, ale nemus\u00ed b\u00fdt optim\u00e1ln\u00ed pro jin\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>Testovac\u00ed podm\u00ednky<\/h2>\n<p>Konfigurace za\u0159\u00edzen\u00ed je uvedena v tabulce 1. Jako surovina pro v\u00fdrobu zku\u0161ebn\u00edch vzork\u016f byla pou\u017eita vl\u00e1kna PETG-CF, kter\u00e1 maj\u00ed vynikaj\u00edc\u00ed mechanickou pevnost a vysokou pru\u017enost. Na obr. 1 je zn\u00e1zorn\u011bn p\u0159esn\u00fd univerz\u00e1ln\u00ed zku\u0161ebn\u00ed stroj AGS-V, na obr. 2 zku\u0161ebn\u00ed za\u0159\u00edzen\u00ed a na obr. 3 v\u00fdsledky tahov\u00e9 zkou\u0161ky. Prodlou\u017een\u00ed do poru\u0161en\u00ed PETG-CF pou\u017eit\u00e9ho ve vl\u00e1knech bylo n\u00edzk\u00e9 a k poru\u0161en\u00ed do\u0161lo k\u0159ehk\u00fdm zp\u016fsobem.<\/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 optimalizace 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>P\u0159i bayesovsk\u00e9 optimalizaci jsou vstupem v\u00fdsledky test\u016f a v\u00fdstupem jsou dal\u0161\u00ed podm\u00ednky test\u016f. Tento postup byl proveden 6kr\u00e1t a bylo vyzkou\u0161eno celkem 30 podm\u00ednek, tak\u017ee z\u00edskan\u00fd v\u00fdsledek byl pova\u017eov\u00e1n za optim\u00e1ln\u00ed \u0159e\u0161en\u00ed. Podm\u00ednky bayesovsk\u00e9 optimalizace jsou uvedeny v tabulce 2. V tomto p\u0159\u00edpad\u011b byly vysv\u011btluj\u00edc\u00ed prom\u011bnn\u00e9 nastaveny na \"rozte\u010d vrstev\", \"rychlost tisku\" a \"hustotu v\u00fdpln\u011b\" a c\u00edlov\u00e9 prom\u011bnn\u00e9 na \"maximalizaci pevnosti v tahu\" a \"minimalizaci doby tisku\". V tabulce 3 je uvedeno dev\u011bt podm\u00ednek a jejich v\u00fdsledky test\u016f pro prvn\u00ed iteraci. Bayesovsk\u00fd optimaliza\u010dn\u00ed v\u00fdpo\u010det byl proveden pomoc\u00ed slu\u017eby poskytnut\u00e9 spole\u010dnost\u00ed 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 test\u016f<\/h2><p>V\u00fdsledky bayesovsk\u00e9 optimalizace jsou uvedeny v tabulce 4. Pro pevnost v tahu m\u011bl optim\u00e1ln\u00ed podm\u00ednky zku\u0161ebn\u00ed vzorek \u010d\u00edslo 25 (\u010derven\u00e1 \u010d\u00e1ra) a pro dobu tisku m\u011bl optim\u00e1ln\u00ed podm\u00ednky zku\u0161ebn\u00ed vzorek \u010d\u00edslo 14 (modr\u00e1 \u010d\u00e1ra). Na obr. 4 je trojrozm\u011brn\u00fd graf, kter\u00fd ukazuje korelaci mezi objektivn\u00ed prom\u011bnnou pevnost v tahu a vysv\u011btluj\u00edc\u00edmi prom\u011bnn\u00fdmi. Oran\u017eov\u00e1 \u010d\u00e1st ozna\u010duje vysokou pevnost v tahu a modr\u00e1 \u010d\u00e1st n\u00edzkou pevnost v tahu. Je vid\u011bt, \u017ee hustota n\u00e1pln\u011b a rychlost tisku m\u011bly v\u011bt\u0161\u00ed vliv na pevnost ne\u017e rozte\u010d vrstev. Vy\u0161\u0161\u00ed hustota pln\u011bn\u00ed a ni\u017e\u0161\u00ed rychlost tisku m\u011bly tendenci v\u00e9st k vy\u0161\u0161\u00ed pevnosti. Na obr. 5 je trojrozm\u011brn\u00fd graf, kter\u00fd ukazuje korelaci mezi objektivn\u00ed prom\u011bnnou doba tisku a vysv\u011btluj\u00edc\u00edmi prom\u011bnn\u00fdmi. Oran\u017eov\u00e1 \u010d\u00e1st ozna\u010duje del\u0161\u00ed dobu tisku a modr\u00e1 \u010d\u00e1st krat\u0161\u00ed dobu tisku. \u010c\u00edm v\u011bt\u0161\u00ed je rozte\u010d vrstev, t\u00edm vy\u0161\u0161\u00ed je rychlost tisku, a \u010d\u00edm ni\u017e\u0161\u00ed je hustota n\u00e1pln\u011b, t\u00edm krat\u0161\u00ed je doba tisku.<\/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\" 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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\">St\u00e1hnout<\/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 tisk\u00e1rna s vyu\u017eit\u00edm bayesovsk\u00e9 optimalizace - optimalizace pevnosti formovac\u00ed prysky\u0159ice a doby formov\u00e1n\u00ed<\/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\/cz\/know-how\/tensile-testing\/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=\"Napsal(a)\" \/>\n\t<meta name=\"twitter:data1\" content=\"Stefanie Neureiter\" \/>\n\t<meta name=\"twitter:label2\" content=\"Odhadovan\u00e1 doba \u010dten\u00ed\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minuty\" \/>\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; 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