{"id":7526,"date":"2019-12-03T14:41:56","date_gmt":"2019-12-03T13:41:56","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=7526"},"modified":"2022-12-06T16:29:22","modified_gmt":"2022-12-06T15:29:22","slug":"boost4-0-big-data-for-factories","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/boost4-0-big-data-for-factories\/","title":{"rendered":"Boost4.0 - Big Data f\u00fcr Fabriken"},"content":{"rendered":"<div data-colibri-id=\"7526-c1\" class=\"style-7452 style-local-7526-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"7526-c2\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7453 style-local-7526-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7526-c3\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7454 style-local-7526-c3 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7455-outer style-local-7526-c4-outer\">\n            <div data-colibri-id=\"7526-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7455 style-local-7526-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7526-c5\" class=\"d-block style-7456 style-local-7526-c5 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img decoding=\"async\" width=\"606\" height=\"445\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Boost4.0_2.jpg\" class=\"wp-image-7527 style-7456-image style-local-7526-c5-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Boost4.0_2.jpg 606w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Boost4.0_2-300x220.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/Boost4.0_2-16x12.jpg 16w\" data-sizes=\"(max-width: 606px) 100vw, 606px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 606px; --smush-placeholder-aspect-ratio: 606\/445;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7456-frameImage style-local-7526-c5-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7526-c6\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7457 style-local-7526-c6 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-7458-outer style-local-7526-c7-outer\">\n            <div data-colibri-id=\"7526-c7\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7458 style-local-7526-c7 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7526-c8\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7459 style-local-7526-c8 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7460-outer style-local-7526-c9-outer\">\n                      <div data-colibri-id=\"7526-c9\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7460 style-local-7526-c9 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7526-c10\" class=\"h-text h-text-component style-7461 style-local-7526-c10 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Ausgabe 03\/2019<\/p>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7526-c11\" class=\"h-x-container style-7462 style-local-7526-c11 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-x-container-inner style-dynamic-7526-c11-group style-7462-spacing style-local-7526-c11-spacing\"><span class=\"h-link__outer style-7463-outer style-local-7526-c12-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/L3S-Binaire-6-Magazin_web.pdf\" target=\"_blank\" data-colibri-id=\"7526-c12\" class=\"d-flex w-100 align-items-center h-link style-7463 style-local-7526-c12 position-relative\" rel=\"noopener\"><!----><!----> <span>Intelligente Produktion<\/span><\/a>\n                              <\/span>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7526-c13\" class=\"style-7464 style-local-7526-c13 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7465-outer style-local-7526-c14-outer\">\n                      <div data-colibri-id=\"7526-c14\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7465 style-local-7526-c14 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7526-c15\" class=\"h-global-transition-all h-heading style-7467 style-local-7526-c15 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-heading__outer style-7467 style-local-7526-c15\">\n                              <!---->\n                              <!---->\n                              <h1 class=\"\">Boost4.0 - Big Data f\u00fcr Fabriken<\/h1>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7526-c16\" class=\"style-7468 style-local-7526-c16 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                          <div data-colibri-id=\"7526-c17\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7469 style-local-7526-c17 position-relative\">\n                            <!---->\n                            <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-7470-outer style-local-7526-c18-outer\">\n                                <div data-colibri-id=\"7526-c18\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7470 style-local-7526-c18 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"7526-c19\" class=\"h-text h-text-component style-7471 style-local-7526-c19 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Ein Gro\u00dfteil der in der Fertigung anfallenden Daten bleibt ungenutzt, da die Auswertung nicht in der Geschwindigkeit vorgelegt werden kann, in der Entscheidungen getroffen werden m\u00fcssen. Der Industrie gehen so bis zu 99 Prozent des erfassten Datenwertes verloren. Ein zus\u00e4tzliches Problem: Um aus Daten Wert zu sch\u00f6pfen, m\u00fcssen sie unter anderem mit Kontextinformationen versehen sein. Aber das trifft nur auf drei Prozent der Fertigungsdaten zu. Um Effizienz und Produktivit\u00e4t zu steigern, ist es unerl\u00e4sslich, unternehmens\u00fcbergreifende heterogene Datenfl\u00fcsse zu harmonisieren und so die begrenzte Verf\u00fcgbarkeit offener Datens\u00e4tze zu \u00fcberwinden.<\/p>\n                                        <p class=\"translation-block\"><p>Das von der Europ&auml;ischen Union gef&ouml;rderte Projekt <a href=\"http:\/\/boost40.eu\" target=\"_blank\" rel=\"nofollow noopener\" class=\"customize-unpreviewable\">BOOST 4.0<\/a> baut einen&nbsp;<em>European Industrial Data Space,&nbsp;<\/em>um Produktionsdaten aller Art interoperabel zu machen und damit die Wettbewerbsf&auml;higkeit der europ&auml;ischen Industrie zu verbessern. Die Initiative soll die Einf&uuml;hrung von Big Data und modernen Methoden der Datenanalyse in der europ&auml;ischen Automobilindustrie durch globale Standards, offene Programmierschnittstellen (APIs), eine sichere digitale Infrastruktur sowie digitale Fertigungsplattformen beschleunigen.<\/p><\/p>\n                                        <p>&nbsp;Da die Kontextualisierung von Informationen umst\u00e4ndlich ist und eine intensive manuelle Bearbeitung der Datenquellen erfordert, k\u00f6nnen semantische Modelle und semantische Interoperabilit\u00e4t eine vertrauensw\u00fcrdige und verbesserte Plattformanbindung erm\u00f6glichen. Sie basieren auf der Definition und Verwendung gemeinsamer standardisierter (konvergierter) APIs und auf h\u00e4ufig verwendeten und beworbenen industriellen Datenmodellen. Die Hauptkomponente solcher Modelle wird ein Netzwerk von Kernvokabularen mit den Dimensionen Lebenszyklus, Hierarchieebenen und gesch\u00e4ftlich-funktionale Aspekte sein, das die Kernkonzepte der Fertigung abdeckt.<\/p>\n                                        <p>&nbsp;Das Joint Lab \u201eData Science &amp; Open Knowledge\u201c der TIB \u2013 Leibniz-Informationszentrum Technik und Naturwissenschaften und des Forschungszentrums L3S ist als Partner an BOOST 4.0 beteiligt. Die Forschungsgruppe von Prof. Dr. S\u00f6ren Auer (Dr. Javad Chamanara, Alexandra Garatzogianni und Yaser Jaradeh) entwickelt semantische Modelle und Vokabulare mit den Schwerpunkten Ontologien, Datenintegration und semantische Modellausrichtung. \u201eDie semantische Modellierung erm\u00f6glicht nicht nur die Datenermittlung durch eine breitere Community, sondern macht die Daten auch maschinenlesbar\u201c, sagt Dr. Javad Chamanara. Dadurch lassen sich maschinelles Lernen als auch\n\nmaschinelle Analysemethoden auf ein gr\u00f6\u00dferes Datenvolumen in deutlich k\u00fcrzerer Zeit anwenden. Somit haben die Entscheidungstr\u00e4ger ein besseres Verst\u00e4ndnis f\u00fcr die Daten und die Funktion ihrer Fertigung und erhalten diesen Einblick in der Zeit, die sie ben\u00f6tigen. Die Anwendung der Ontologie auf Industriedaten erm\u00f6glicht, dass Daten unternehmens\u00fcbergreifend ausgetauscht und durch andere Partner wiederverwendet werden k\u00f6nnen. F\u00fcr das Top-Management bedeutet dies: schnellere und fundierte Entscheidungen und die M\u00f6glichkeit, Best Practices zu nutzen, die durch eine umfassende Datenanalyse der Community-Daten erzielt wurde - etwas, das kein einzelnes Mitglied kurzfristig erreichen kann.<\/p>\n                                        <p>Ein weiteres Plus: Das Team von Prof. Auer hat mit VoCol eine integrierte Umgebung f\u00fcr die kollaborative Wortschatzentwicklung erstellt. Inspiriert von agilen Methoden der Software- und Inhaltsentwicklung erm\u00f6glichen die VoCol-Methodik und -Tools den Konsens zwischen Experten und die Zusammenarbeit von Fachleuten und Wissensingenieuren. VoCol wird unabh\u00e4ngig von komplexen Softwarekomponenten implementiert. Es bietet den Mitarbeitern ein verst\u00e4ndliches Feedback zu syntaktischen und semantischen Fehlern und erm\u00f6glicht den Zugang zu einer f\u00fcr Menschen lesbaren Pr\u00e4sentation des Vokabulars. Im Projekt Boost4.0 wird VoCol f\u00fcr die Entwicklung der semantischen Modelle und deren anschlie\u00dfende Anpassung an verwandte Standards eingesetzt.<\/p>\n                                        <p>\u201eMit den Ergebnissen von Boost4.0 wollen wir Nutzen f\u00fcr den regionalen Forschungstransfer schaffen\u201c, sagt Prof. Auer. \u201eSo haben wir beispielsweise ein regionales Kompetenznetzwerk International Data Space mit nieders\u00e4chsischen Unternehmen gegr\u00fcndet, das konkrete Anwendungsf\u00e4lle der Datenraumarchitektur von Boost4.0 entwickeln und realisieren soll\".<\/p>\n                                        <p class=\"translation-block\"><p>BOOST4.0 ist die gr&ouml;&szlig;te Initiative im Bereich&nbsp;<em>Big Data for Industry 4.0<\/em>. Zum Konsortium geh&ouml;ren insgesamt 50 Unternehmen aus 16 L&auml;ndern, darunter Volkswagen, Volvo und Siemens. Die F&ouml;rdersumme durch die EU betr&auml;gt 20 Millionen Euro, hinzukommen 100 Millionen Euro Investitionen durch die teilnehmenden Unternehmen.<\/p><\/p>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"7526-c20\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-7472 style-local-7526-c20 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7526-c21\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-7473 style-local-7526-c21 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7474-outer style-local-7526-c22-outer\">\n            <div data-colibri-id=\"7526-c22\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7474 style-local-7526-c22 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7526-c23\" class=\"h-divider style-7475 style-local-7526-c23 position-relative h-element\">\n                  <!----><span class=\"h-divider__line style-7475-line style-local-7526-c23-line style-7475-line style-local-7526-c23-line\"><\/span><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7526-c24\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7476 style-local-7526-c24 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7477-outer style-local-7526-c25-outer\">\n            <div data-colibri-id=\"7526-c25\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7477 style-local-7526-c25 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7526-c26\" class=\"h-global-transition-all h-heading style-7478 style-local-7526-c26 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7478 style-local-7526-c26\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7526-c27\" class=\"d-block style-7479 style-local-7526-c27 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-image__frame-container-outer\">\n                    <div class=\"h-image__frame-container\">\n                      <!---->\n                      <!---->\n                      <img decoding=\"async\" width=\"277\" height=\"120\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/boost-n-6.png\" class=\"wp-image-7530 style-7479-image style-local-7526-c27-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/boost-n-6.png 277w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/boost-n-6-18x8.png 18w\" data-sizes=\"(max-width: 277px) 100vw, 277px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 277px; --smush-placeholder-aspect-ratio: 277\/120;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7479-frameImage style-local-7526-c27-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7481-outer style-local-7526-c28-outer\">\n            <div data-colibri-id=\"7526-c28\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7481 style-local-7526-c28 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"7526-c29\" class=\"h-global-transition-all h-heading style-7478 style-local-7526-c29 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7478 style-local-7526-c29\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Kontakt<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7526-c30\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-7482 style-local-7526-c30 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7483-outer style-local-7526-c31-outer\">\n                      <div data-colibri-id=\"7526-c31\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-7483 style-local-7526-c31 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"7526-c32\" class=\"d-block style-7484 style-local-7526-c32 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-image__frame-container-outer\">\n     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                                 <!---->\n                                      <div class=\"h-heading__outer style-7487 style-local-7526-c35\">\n                                        <!---->\n                                        <!---->\n                                        <h4 class=\"\">Prof. Dr. S\u00f6ren Auer<\/h4>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7526-c36\" class=\"h-x-container style-7488 style-local-7526-c36 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7526-c36-group style-7488-spacing style-local-7526-c36-spacing\"><span class=\"h-link__outer style-7489-outer style-local-7526-c37-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:auer@l3s.de\"  data-colibri-id=\"7526-c37\" class=\"d-flex w-100 align-items-center h-link style-7489 style-local-7526-c37 position-relative\"><!----><!----> <span>auer@l3s.de<\/span><\/a>\n                                        <\/span>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7526-c38\" class=\"h-text h-text-component style-7490 style-local-7526-c38 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>S\u00f6ren Auer ist Professor f\u00fcr Data Science und Digital Libraries an der Leibniz Universit\u00e4t Hannover, Mitglied des erweiterten L3S-Direktoriums und Direktor der TIB - Leibniz Informationszentrum Technik und Naturwissenschaften.<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Issue: 03\/2019 Intelligente Produktion Boost4.0 &#8211; Big Data for Factories Much of the data generated in production remains unused because the evaluation cannot be presented at the speed at which decisions have to be made. The industry thus loses up to 99 percent of the recorded data value. An additional problem: In order to create [&hellip;]<\/p>","protected":false},"author":7,"featured_media":7527,"parent":2750,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[28,88],"class_list":["post-7526","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2019-03"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-26 03:49:19","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7526","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=7526"}],"version-history":[{"count":0,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7526\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/7527"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=7526"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=7526"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=7526"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}