{"id":750,"date":"2020-07-07T15:37:07","date_gmt":"2020-07-07T13:37:07","guid":{"rendered":"https:\/\/websites.fraunhofer.de\/stec\/?post_type=projects&#038;p=750"},"modified":"2023-03-10T14:10:03","modified_gmt":"2023-03-10T13:10:03","slug":"bestkombination-von-bauteilen-mit-genetischen-algorithmen","status":"publish","type":"projects","link":"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/bestkombination-von-bauteilen-mit-genetischen-algorithmen\/","title":{"rendered":"Bestkombination von Bauteilen mit genetischen Algorithmen"},"content":{"rendered":"\n\n<div class=\"wp-block-group MainContent MainContent--page\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-v4core-inner-blocks MainContent-left\">\n<div class=\"wp-block-v4core-layout undefined alignwideu002du002dleft alignwide--left\"><div class=\"\">\n<div class=\"wp-block-v4core-slider Slider swiper-container\"><div class=\"swiper-wrapper\">\n<div class=\"wp-block-v4core-slider-item Slider-item swiper-slide\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1824\" height=\"675\" src=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen.jpg\" alt=\"Vorgehen f\u00fcr Bestkombinatio von Bauteilen bei der untersuchten Anwendung\" class=\"wp-image-824\" srcset=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen.jpg 1824w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen-1100x407.jpg 1100w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen-768x284.jpg 768w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen-1536x568.jpg 1536w\" sizes=\"(max-width: 1824px) 100vw, 1824px\" \/><figcaption>\u00a9 Fraunhofer IPA<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-v4core-slider-item Slider-item swiper-slide\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1744\" height=\"646\" src=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/konzept-bestkombination-von-bauteilen.jpg\" alt=\"Ermittlung eines globalen Optimums im nicht-konvexen L\u00f6sungsraum f\u00fcr die Bestkombination von Bauteilen\" class=\"wp-image-757\" srcset=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/konzept-bestkombination-von-bauteilen.jpg 1744w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/konzept-bestkombination-von-bauteilen-1100x407.jpg 1100w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/konzept-bestkombination-von-bauteilen-768x284.jpg 768w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/konzept-bestkombination-von-bauteilen-1536x569.jpg 1536w\" sizes=\"(max-width: 1744px) 100vw, 1744px\" \/><figcaption>\u00a9 Fraunhofer IPA<\/figcaption><\/figure>\n<\/div>\n<\/div><div class=\"swiper-buttons Content\"><div class=\"swiper-button swiper-button-prev\"><\/div><div class=\"swiper-button swiper-button-next\"><\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Algorithmen zur bestm\u00f6glichen Zusammensetzung von Bauteilen<\/h4>\n\n\n\n<p>Ziel des Projekts ist die Entwicklung von geeigneten Algorithmen f\u00fcr die Bestkombination von Bauteilen. Mittels virtuellem Zusammenbau gescannter Geometrien und der Auslese bestgeeigneter Kombinationen wird die geometrische Variation der Zusammenbauten eingeengt. Dadurch kann die Qualit\u00e4t der Produkte erh\u00f6ht werden.<\/p>\n\n\n\n<p>Kunststoff-Formteile weichen prozessbedingt relativ stark von der Nominalgeometrie ab. Beim F\u00fcgen durch Schwei\u00dfverfahren pflanzen sich die Fehler der Einzelteile fort, weshalb der Zusammenbau oft au\u00dferhalb der Toleranz liegt. Durch eine intelligente Kombination gemessener, real gefertigter Bauteile sollen optimale Zusammenbauten erzielt und zugleich Ausschuss und Mehrarbeit minimiert werden. Ein KI-Ansatz soll die komplexen geometrischen Zusammenh\u00e4nge bestimmen, um mit genetischen Algorithmen m\u00f6glichst viele gute Paarungs-kombinationen zu erhalten.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektablauf<\/h4>\n\n\n\n<p>Kunststoffschwei\u00dfverfahren werden meist f\u00fcr Gro\u00dfserien mit spritzgegossenen Bauteilen eingesetzt. Prozessparameter und zeitliche Restriktionen im Spritzgussprozess f\u00fchren zu relativ gro\u00dfen, \u00fcber die St\u00fcckzahl variierenden geometrischen Abweichungen. Mit zunehmend hohen Anforderungen an die Passgenauigkeit des Zusammenbaus steigt der Ausschuss stark an.<\/p>\n\n\n\n<p>Mit den digitalisierten Realgeometrien der zu f\u00fcgenden Bauteile k\u00f6nnen virtuell Zusammenbauten durch Kombination der beteiligten Bauelemente ermittelt werden, welche die Bestimmung der Bestkombination von Bauteilen erm\u00f6glichen. Aufgrund \u00f6konomischer Aspekte und zur Erh\u00f6hung der Nachhaltigkeit sollen zugleich m\u00f6glichst viele Paarungen realisiert und m\u00f6glichst wenige Einzelteile als Ausschuss deklariert werden. Hierzu ist ein Optimierungsverfahren notwendig, das die vollst\u00e4ndige Geometrie der Bauteile mit ihren realen Fehlern ber\u00fccksichtigt. Hierbei bieten sich genetische Algorithmen an, die Bauteile basierend auf ihren lokalen Abweichungen bewerten.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Projektnutzen<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Produktionsoptimierung<\/li><li>Senkung der geometrischen Abweichungen<\/li><li>Reduktion der Fertigungskosten<\/li><li>Erh\u00f6hung der Produktqualit\u00e4t<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Projektbeteiligte<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Bielomatik<\/li><\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-v4core-inner-blocks MainContent-right\">\n<div class=\"wp-block-v4core-layout undefined alignwideu002du002dright alignwide--right\"><div class=\"\"><div class='Sidebar'>\n\n<div class=\"wp-block-v4core-sidebar-item--contact Sidebar-item\">\n<p class=\"Sidebar-item-title h6\">Ihr Kontakt<\/p>\n\n\n\t\t\t<div class=\"Sidebar-item-content Sidebar-item-content--contact\">\r\n\t\t\t                <p>\r\n\t\t\t\t\t                        <span class=\"Sidebar-item-subtitle Sidebar-item-subtitle--contact\">M.Sc. Manuel Kaufmann<\/span><br>\r\n\t\t\t\t\t\t                        <span>Telefon +49 711 970-1833<\/span><br>\r\n\t\t\t\t\t\t                        <span><a href=\"mailto:manuel.kaufmann@ipa.fraunhofer.de\">E-Mail senden<\/a><\/span><br><br>\r\n\t\t\t\t\t\t                <\/p>\r\n\t\t\t\t                <p>\r\n\t\t\t\t\t                        <span><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/09\/Passfoto-Effenberger-150x150.jpg?wsr\" class=\"attachment-thumbnail size-thumbnail\" alt=\"\" srcset=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/09\/Passfoto-Effenberger-150x150.jpg 150w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/09\/Passfoto-Effenberger-768x769.jpg 768w, https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/09\/Passfoto-Effenberger.jpg 803w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/span><br><br>\r\n\t\t\t\t\t\t                        <span class=\"Sidebar-item-subtitle Sidebar-item-subtitle--contact\">Dr.-Ing. Ira Effenberger<\/span><br>\r\n\t\t\t\t\t\t                        <span>Telefon +49 711 970-1853<\/span><br>\r\n\t\t\t\t\t\t                        <span><a href=\"mailto:ira.effenberger@ipa.fraunhofer.de\">E-Mail senden<\/a><\/span><br><br>\r\n\t\t\t\t\t\t                <\/p>\r\n\t\t\t\t\t\t\t<\/div>\r\n\t\t<\/div>\n\n\n\n<div class=\"wp-block-v4core-sidebar-item Sidebar-item\">\n<p class=\"Sidebar-item-title h6\">Weitere Informationen<\/p>\n\n\n\n<div class=\"wp-block-v4core-sidebar-item-content Sidebar-item-content\">\n<ul class=\"wp-block-list\"><li><a aria-label=\"undefined (opens in a new tab)\" rel=\"noreferrer noopener\" href=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/visualisierung-bestkombination-von-bauteilen.jpg\" target=\"_blank\">Ermittlung eines globalen Optimums im nicht-konvexen L\u00f6sungsraum<\/a> (\u00a9 Fraunhofer IPA)<\/li><li><a href=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/11\/Abweichungen_Schwei\u00dfnaht.jpg\" target=\"_blank\" rel=\"noreferrer noopener\">Abweichungen einer Schwei\u00dfnaht<\/a> (\u00a9 Fraunhofer IPA)<\/li><\/ul>\n<\/div>\n<\/div>\n\n<\/div>\n\n\n<p><\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Gef\u00f6rdert durch<\/h2>\n\n\n\n<div class=\"wp-block-v4core-logowall LogoWall-wrapper is-style-large\"><div class=\"LogoWall\">\n<div class=\"wp-block-v4core-logowall-item LogoWall-item\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1660\" height=\"575\" src=\"https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/08\/BW_Ministerium_MWAW.png\" alt=\"BW_Ministerium_MWAW\" class=\"wp-image-1482\"\/><\/figure>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Weitere Projekte<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><\/p>\n<\/div>\n<\/div>\n\n\n\n    \n    \n<div id=\"v4core-post-list--1\" class=\"PostList PostList--projects PostList--slider\">\n\n    \n        <article class=\"PostList-no-results\">\n    <div class=\"PostList-item-link-content\">\n        <p class=\"PostList-item-link-content-title\">\n            <span class=\"PostList-item-link-content-category h6 has-magenta-color\">Keine Ergebnisse gefunden<\/span><br>\n            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url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2023\/09\/CCI-3.png?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Optimale Trainingsdaten&shy;erzeugung zur Digitalisierung von 3D-Laserscannerdaten<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-737  taxonomy-category-9 taxonomy-category-6 taxonomy-category-8 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"737\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/ki-basierte-objektlageschaetzung-greifen-von-objekten-in-nicht-definierter-lage-mit-robotern\/\" title=\"KI-basierte Objektlage&shy;sch\u00e4tzung: Greifen von Objekten nicht definierter Lage\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/Depalettierung_Robomotion_2018-e1595493895415.jpg?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Demonstrator, Exploring Project, Quick Check                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">KI-basierte Objektlage&shy;sch\u00e4tzung: Greifen von Objekten nicht definierter Lage<\/p>\n        <\/div>\n\n    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style=\"background-image: url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/ablauf_bestkombination_von_bauteilen.jpg?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Bestkombination von Bauteilen mit genetischen Algorithmen<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-758  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-1516 post_type-centre-1082 swiper-slide\"\n        data-post=\"758\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/frueherkennung-von-anomalien-im-end-of-line-test-von-fertiggeraeten-von-andreas-stihl-ag-co-kg\/\" title=\"Fr\u00fcherkennung von Anomalien im End-of-Line-Test von Fertigger\u00e4ten\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/fr\u00fcherkennung-von-anomalien-ger\u00e4tepr\u00fcfung.jpg?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Fr\u00fcherkennung von Anomalien im End-of-Line-Test von Fertigger\u00e4ten<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-1042  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-topic-26 post_type-centre-1082 swiper-slide\"\n        data-post=\"1042\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/ai-brain-einsatz-intelligenter-lernverfahren-fuer-professionelle-autonome-reinigungsroboter\/\" title=\"AI Brain: Einsatz intelligenter Lernverfahren f\u00fcr professionelle autonome Reinigungsroboter\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2020\/07\/schmutzerkennung-e1594979500314.jpg?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div 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class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Condition-Monitoring-System zur Erkennung von Prozess&shy;anomalien<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>    \n<article\n        class=\"PostList-item PostList-item--post post_type-projects-1055  taxonomy-category-6 post_type-topic-562 post_type-topic-1515 post_type-centre-1082 swiper-slide\"\n        data-post=\"1055\">\n    <a class=\"PostList-item-link\" href=\"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/detektion-von-oberflaechenfehlern-auf-membranfedern\/\" title=\"Detektion von Oberfl\u00e4chen&shy;fehlern auf Membranfedern\">\n\n        <div class=\"PostList-item-image\"\n             style=\"background-image: url(https:\/\/websites.fraunhofer.de\/s-tec\/wp-content\/uploads\/2023\/09\/CCI-2.png?wsr);\">\n            <p class=\"PostList-item-overlay has-blue-background-color\"><\/p>\n                            <p class=\"PostList-item-category has-grey-color\">\n                    Exploring Project                <\/p>\n                    <\/div>\n\n        <div class=\"PostList-item-content\">\n            <p class=\"PostList-item-content-title h6 has-black-color\">Detektion von Oberfl\u00e4chen&shy;fehlern auf Membranfedern<\/p>\n        <\/div>\n\n    <\/a>\n<\/article>            <\/div>\n\n                    <\/div>\n        \n        <div class=\"PostList-meta\">\n\n                            <div class=\"wp-block-buttons\">\n                    <div class=\"wp-block-button\">\n                        <a class=\"wp-block-button__link has-text-color has-background has-gradient-background-color has-black-color\"\n                           href=\"https:\/\/websites.fraunhofer.de\/s-tec\/projekte\/\">Alle Projekte<\/a>\n                    <\/div>\n                <\/div>\n            \n                            <div class=\"swiper-buttons\">\n                    <div class=\"swiper-button swiper-button-prev\"><\/div>\n                    <div class=\"swiper-button swiper-button-next\"><\/div>\n                <\/div>\n            \n        <\/div>\n\n        \n<\/div><\/div><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>Gef\u00f6rdert 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