{"id":7469,"date":"2020-02-03T13:42:26","date_gmt":"2020-02-03T12:42:26","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=7469"},"modified":"2023-01-17T12:17:08","modified_gmt":"2023-01-17T11:17:08","slug":"responsible-algorithms-for-intelligent-mobility","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/responsible-algorithms-for-intelligent-mobility\/","title":{"rendered":"Verantwortungsvolle Algorithmen f\u00fcr intelligente Mobilit\u00e4t"},"content":{"rendered":"<div data-colibri-id=\"7469-c1\" class=\"style-7215 style-local-7469-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"7469-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-7237 style-local-7469-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7469-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-7238 style-local-7469-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-7239-outer style-local-7469-c4-outer\">\n            <div data-colibri-id=\"7469-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-7239 style-local-7469-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=\"7469-c5\" class=\"d-block style-7240 style-local-7469-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=\"968\" height=\"531\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand.png\" class=\"wp-image-7470 style-7240-image style-local-7469-c5-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand.png 968w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-300x165.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-768x421.png 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-18x10.png 18w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 968px; --smush-placeholder-aspect-ratio: 968\/531;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7240-frameImage style-local-7469-c5-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7469-c49\" class=\"h-text h-text-component style-11948 style-local-7469-c49 position-relative h-element\">\n                  <!---->\n                  <!---->\n                  <div class=\"\">\n                    <p>Foto: d-e-mand<\/p>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7469-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-7241 style-local-7469-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-7242-outer style-local-7469-c7-outer\">\n            <div data-colibri-id=\"7469-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-7242 style-local-7469-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=\"7469-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-7243 style-local-7469-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-7244-outer style-local-7469-c9-outer\">\n                      <div data-colibri-id=\"7469-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-7244 style-local-7469-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=\"7469-c10\" class=\"h-text h-text-component style-7245 style-local-7469-c10 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Ausgabe 01\/2020<\/p>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7469-c11\" class=\"h-x-container style-7246 style-local-7469-c11 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-x-container-inner style-dynamic-7469-c11-group style-7246-spacing style-local-7469-c11-spacing\"><span class=\"h-link__outer style-7247-outer style-local-7469-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-7-Magazin_online.pdf\" target=\"_blank\" data-colibri-id=\"7469-c12\" class=\"d-flex w-100 align-items-center h-link style-7247 style-local-7469-c12 position-relative\" rel=\"noopener\"><!----><!----> <span>K\u00fcnstliche Intelligenz<\/span><\/a>\n                              <\/span>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7469-c13\" class=\"style-7248 style-local-7469-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-7249-outer style-local-7469-c14-outer\">\n                      <div data-colibri-id=\"7469-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-7249 style-local-7469-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=\"7469-c15\" class=\"h-global-transition-all h-heading style-7251 style-local-7469-c15 position-relative h-element\">\n                            <!---->\n                            <div class=\"h-heading__outer style-7251 style-local-7469-c15\">\n                              <!---->\n                              <!---->\n                              <h1 class=\"\">Verantwortungsvolle Algorithmen f\u00fcr intelligente Mobilit\u00e4t<\/h1>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7469-c16\" class=\"style-7252 style-local-7469-c16 position-relative h-element\">\n                            <!---->\n                          <\/div>\n                          <div data-colibri-id=\"7469-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-7253 style-local-7469-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-7254-outer style-local-7469-c18-outer\">\n                                <div data-colibri-id=\"7469-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-7254 style-local-7469-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=\"7469-c19\" class=\"h-text h-text-component style-7255 style-local-7469-c19 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Die Schaffung nachhaltiger und verl\u00e4sslicher Mobilit\u00e4tsformen ist eine der zentralen Herausforderungen unserer Zeit. K\u00fcnstliche Intelligenz (KI) spielt dabei eine entscheidende Rolle. In drei neuen Forschungsprojekten arbeiten Wissenschaftler des L3S gemeinsam mit der Volkswagen AG und weiteren Partnern daran, KI-Algorithmen f\u00fcr eine intelligente Mobilit\u00e4t zu entwickeln, die den Verkehr sicherer und effizienter machen. Die daf\u00fcr notwendigen Mobilit\u00e4tsdaten liefern die Fahrzeuge und Smartphones der Verkehrsteilnehmer. Daher spielen der Datenschutz und die Einhaltung der gesetzlichen Vorgaben bei der Entwicklung von KI-Algorithmen eine besonders gro\u00dfe Rolle.<\/p>\n                                        <p class=\"translation-block\"><p>Im Projekt&nbsp;<em>CampaNeo<\/em>&nbsp;entwickeln die Partner eine offene Plattform, die Unternehmen oder Beh&ouml;rden f&uuml;r die Erhebung und Analyse von Fahrzeugdaten in Echtzeit nutzen k&ouml;nnen. Da eine pauschale Einwilligung in die Fahrzeugdatennutzung nicht mehr gesetzeskonform ist, werden die Daten in sogenannten Kampagnen erhoben, etwa um Schlagl&ouml;cher in einer Stadt zu kartieren. Der Dateninhaber muss der Teilnahme an einer Kampagne explizit zustimmen. Die CampaNeo-Plattform stellt dann sicher, dass die Daten nicht anderweitig genutzt werden.<\/p><\/p>\n                                        <p class=\"translation-block\">Im Projekt&nbsp;<em>smashHit<\/em>&nbsp;entsteht eine Infrastruktur zur Analyse von Mobilit&auml;tsdaten, die den Dateninhabern die Frage beantworten kann, von wem und f&uuml;r welche Zwecke ihre Daten verwendet wurden. Weiterhin entwickeln die Projektpartner Algorithmen, die eine unerlaubte Nutzung der Daten aufdecken sollen.<\/p>\n                                        <p class=\"translation-block\">F&uuml;r die Elektro-Mobilit&auml;tswende ist der Aufbau einer fl&auml;chendeckenden Infrastruktur f&uuml;r alle Arten von Elektrofahrzeugen eine wesentliche Voraussetzung. Digitale Services sollen die Versorgung der Elektro-Verkehrsteilnehmer mit Strom auch bei lokalen Engp&auml;ssen und erh&ouml;htem Bedarf gew&auml;hrleisten. Im Projekt&nbsp;<em>d-E-mand&nbsp;<\/em>entwickeln L3S, VW und weitere Partner Modelle, die den Ladebedarf von Elektrofahrzeugen absch&auml;tzen k&ouml;nnen. Die eingesetzten KI-Methoden lernen dabei von GPS- und anderen dezentral erhobenen Fahrzeugdaten.<\/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=\"7469-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-7256 style-local-7469-c20 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"7469-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-7257 style-local-7469-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-7258-outer style-local-7469-c22-outer\">\n            <div data-colibri-id=\"7469-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-7258 style-local-7469-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=\"7469-c23\" class=\"h-divider style-7259 style-local-7469-c23 position-relative h-element\">\n                  <!----><span class=\"h-divider__line style-7259-line style-local-7469-c23-line style-7259-line style-local-7469-c23-line\"><\/span><\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"7469-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-7260 style-local-7469-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-7261-outer style-local-7469-c25-outer\">\n            <div data-colibri-id=\"7469-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-7261 style-local-7469-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=\"7469-c26\" class=\"h-global-transition-all h-heading style-7262 style-local-7469-c26 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7262 style-local-7469-c26\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7469-c27\" class=\"d-block style-7263 style-local-7469-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=\"683\" height=\"316\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/CampaNeo.png\" class=\"wp-image-7473 style-7263-image style-local-7469-c27-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/CampaNeo.png 683w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/CampaNeo-300x139.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/CampaNeo-18x8.png 18w\" data-sizes=\"(max-width: 683px) 100vw, 683px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 683px; --smush-placeholder-aspect-ratio: 683\/316;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7263-frameImage style-local-7469-c27-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7469-c28\" class=\"d-block style-7264 style-local-7469-c28 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=\"371\" height=\"306\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/smashhit_0.png\" class=\"wp-image-7474 style-7264-image style-local-7469-c28-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/smashhit_0.png 371w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/smashhit_0-300x247.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/smashhit_0-15x12.png 15w\" data-sizes=\"(max-width: 371px) 100vw, 371px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 371px; --smush-placeholder-aspect-ratio: 371\/306;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7264-frameImage style-local-7469-c28-frameImage\"><\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7469-c29\" class=\"d-block style-7264 style-local-7469-c29 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=\"968\" height=\"531\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand.png\" class=\"wp-image-7470 style-7264-image style-local-7469-c29-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand.png 968w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-300x165.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-768x421.png 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/demand-18x10.png 18w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 968px; --smush-placeholder-aspect-ratio: 968\/531;\" \/>\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7264-frameImage style-local-7469-c29-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-7265-outer style-local-7469-c30-outer\">\n            <div data-colibri-id=\"7469-c30\" 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-7265 style-local-7469-c30 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=\"7469-c31\" class=\"h-global-transition-all h-heading style-7262 style-local-7469-c31 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-7262 style-local-7469-c31\">\n                    <!---->\n                    <!---->\n                    <h6 class=\"\">Kontakt<\/h6>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"7469-c32\" 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-7266 style-local-7469-c32 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-7267-outer style-local-7469-c33-outer\">\n                      <div data-colibri-id=\"7469-c33\" 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-7267 style-local-7469-c33 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=\"7469-c34\" class=\"d-block style-7268 style-local-7469-c34 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=\"500\" height=\"500\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Demidova-Elena-2.jpg\" class=\"wp-image-4314 style-7268-image style-local-7469-c34-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Demidova-Elena-2.jpg 500w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Demidova-Elena-2-300x300.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Demidova-Elena-2-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Demidova-Elena-2-12x12.jpg 12w\" data-sizes=\"(max-width: 500px) 100vw, 500px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 500px; --smush-placeholder-aspect-ratio: 500\/500;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7268-frameImage style-local-7469-c34-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7469-c35\" 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-7269 style-local-7469-c35 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-7270-outer style-local-7469-c36-outer\">\n                                <div data-colibri-id=\"7469-c36\" 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-7270 style-local-7469-c36 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=\"7469-c37\" class=\"h-global-transition-all h-heading style-7262 style-local-7469-c37 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7262 style-local-7469-c37\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Dr. Elena Demidova<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7469-c38\" class=\"h-x-container style-7272 style-local-7469-c38 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7469-c38-group style-7272-spacing style-local-7469-c38-spacing\"><span class=\"h-link__outer style-7273-outer style-local-7469-c39-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:demidova@l3s.de\"  data-colibri-id=\"7469-c39\" class=\"d-flex w-100 align-items-center h-link style-7273 style-local-7469-c39 position-relative\"><!----><!----> <span>demidova@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=\"7469-c40\" class=\"h-text h-text-component style-7274 style-local-7469-c40 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Elena Demidova ist Gruppenleiterin am L3S und forscht in den Bereichen KI, Data Analytics und Mobilit\u00e4t.<\/p>\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-7275-outer style-local-7469-c41-outer\">\n                      <div data-colibri-id=\"7469-c41\" 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-7275 style-local-7469-c41 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=\"7469-c42\" class=\"d-block style-7276 style-local-7469-c42 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=\"113\" height=\"113\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/nicolas.jpg\" class=\"wp-image-7476 style-7276-image style-local-7469-c42-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/nicolas.jpg 113w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/09\/nicolas-12x12.jpg 12w\" data-sizes=\"(max-width: 113px) 100vw, 113px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 113px; --smush-placeholder-aspect-ratio: 113\/113;\" \/>\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-7276-frameImage style-local-7469-c42-frameImage\"><\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"7469-c43\" 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-7277 style-local-7469-c43 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-7278-outer style-local-7469-c44-outer\">\n                                <div data-colibri-id=\"7469-c44\" 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-7278 style-local-7469-c44 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=\"7469-c45\" class=\"h-global-transition-all h-heading style-7262 style-local-7469-c45 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-heading__outer style-7262 style-local-7469-c45\">\n                                        <!---->\n                                        <!---->\n                                        <h6 class=\"\">Nicolas Tempelmeier, M. Sc.<\/h6>\n                                      <\/div>\n                                    <\/div>\n                                    <div data-colibri-id=\"7469-c46\" class=\"h-x-container style-7279 style-local-7469-c46 position-relative h-element\">\n                                      <!---->\n                                      <div class=\"h-x-container-inner style-dynamic-7469-c46-group style-7279-spacing style-local-7469-c46-spacing\"><span class=\"h-link__outer style-7273-outer style-local-7469-c47-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:tempelmeier@l3s.de\"  data-colibri-id=\"7469-c47\" class=\"d-flex w-100 align-items-center h-link style-7273 style-local-7469-c47 position-relative\"><!----><!----> <span>tempelmeier@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=\"7469-c48\" class=\"h-text h-text-component style-7274 style-local-7469-c48 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Nicolas Tempelmeier ist Doktorand am L3S und Projektleiter f\u00fcr Campaneo und d-e-mand. Er forscht zur Nutzung von KI-Algorithmen in Verbindung mit r\u00e4umlich-zeitlichen Daten, insbesondere im Bereich Mobilit\u00e4t.<\/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>Foto: d-e-mand Issue: 01\/2020 K\u00fcnstliche Intelligenz Responsible algorithms for intelligent mobility Creating sustainable and reliable forms of mobility is one of the central challenges of our time. Artificial intelligence (AI) plays a decisive role in this. In three new research projects, L3S scientists are working together with Volkswagen AG and other partners to develop AI [&hellip;]<\/p>","protected":false},"author":7,"featured_media":7470,"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":[28,83],"class_list":["post-7469","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2020-01"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-05-27 00:23:21","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\/7469","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=7469"}],"version-history":[{"count":0,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/7469\/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\/7470"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=7469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=7469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=7469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}