{"id":26951,"date":"2023-05-23T11:55:04","date_gmt":"2023-05-23T09:55:04","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=26951"},"modified":"2025-07-02T10:56:19","modified_gmt":"2025-07-02T08:56:19","slug":"qubra","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/project-archive\/qubra\/","title":{"rendered":"QuBRA"},"content":{"rendered":"<div data-colibri-id=\"26951-c1\" class=\"style-21768 style-local-26951-c1 position-relative\">\r\n  <!---->\r\n  <div data-colibri-component=\"section\" data-colibri-id=\"26951-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-21769 style-local-26951-c2 position-relative\">\r\n    <!---->\r\n    <!---->\r\n    <div class=\"h-section-grid-container h-section-boxed-container\">\r\n      <!---->\r\n      <div data-colibri-id=\"26951-c3\" 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-21770 style-local-26951-c3 position-relative\">\r\n        <!---->\r\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\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21771-outer style-local-26951-c4-outer\">\r\n            <div data-colibri-id=\"26951-c4\" 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-21771 style-local-26951-c4 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"26951-c5\" class=\"d-block style-21772 style-local-26951-c5 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-image__frame-container-outer\">\r\n                    <div class=\"h-image__frame-container\">\r\n                      <!---->\r\n                      <!---->\r\n                      <img decoding=\"async\" width=\"1200\" height=\"800\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project.jpg\" class=\"wp-image-20002 style-21772-image style-local-26951-c5-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project.jpg 1200w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-300x200.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-1024x683.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-768x512.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/03\/project-18x12.jpg 18w\" data-sizes=\"(max-width: 1200px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1200px; --smush-placeholder-aspect-ratio: 1200\/800;\" \/>\r\n                      <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-21772-frameImage style-local-26951-c5-frameImage\"><\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-c6\" class=\"style-21773 style-local-26951-c6 position-relative h-element\">\r\n                  <!---->\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-c7\" 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-21774 style-local-26951-c7 position-relative\">\r\n                  <!---->\r\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\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21775-outer style-local-26951-c8-outer\">\r\n                      <div data-colibri-id=\"26951-c8\" 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-21775 style-local-26951-c8 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c9\" class=\"h-text h-text-component style-21776 style-local-26951-c9 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Start:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21777-outer style-local-26951-c10-outer\">\r\n                      <div data-colibri-id=\"26951-c10\" 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-21777 style-local-26951-c10 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c11\" class=\"h-text h-text-component style-21778 style-local-26951-c11 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>01.12.2021<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-c12\" 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-21774 style-local-26951-c12 position-relative\">\r\n                  <!---->\r\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\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21775-outer style-local-26951-c13-outer\">\r\n                      <div data-colibri-id=\"26951-c13\" 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-21775 style-local-26951-c13 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c14\" class=\"h-text h-text-component style-21776 style-local-26951-c14 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Ende:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21777-outer style-local-26951-c15-outer\">\r\n                      <div data-colibri-id=\"26951-c15\" 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-21777 style-local-26951-c15 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c16\" class=\"h-text h-text-component style-21778 style-local-26951-c16 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>30.11.2024<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-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-21774 style-local-26951-c17 position-relative\">\r\n                  <!---->\r\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\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21775-outer style-local-26951-c18-outer\">\r\n                      <div data-colibri-id=\"26951-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-21775 style-local-26951-c18 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c19\" class=\"h-text h-text-component style-21776 style-local-26951-c19 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Webseite:<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21777-outer style-local-26951-c20-outer\">\r\n                      <div data-colibri-id=\"26951-c20\" 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-21777 style-local-26951-c20 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c21\" class=\"h-x-container style-21779 style-local-26951-c21 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-x-container-inner style-dynamic-26951-c21-group style-21779-spacing style-local-26951-c21-spacing\"><span class=\"h-link__outer style-21780-outer style-local-26951-c22-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.quantentechnologien.de\/forschung\/foerderung\/anwendungsnetzwerk-fuer-das-quantencomputing\/qubra.html\" target=\"_blank\" data-colibri-id=\"26951-c22\" class=\"d-flex w-100 align-items-center h-link style-21780 style-local-26951-c22 position-relative\" rel=\"noopener\"><!----><!----> <span>quantentechnologien.de\/&#8230;<\/span><\/a>\r\n                              <\/span>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21781-outer style-local-26951-c23-outer\">\r\n            <div data-colibri-id=\"26951-c23\" 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-21781 style-local-26951-c23 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"26951-c24\" class=\"style-21782 style-local-26951-c24 h-hide-lg position-relative h-element\">\r\n                  <!---->\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-c25\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-21783 style-local-26951-c25 position-relative\">\r\n                  <!---->\r\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-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-12 h-col-md-12 h-col-12 style-21784-outer style-local-26951-c26-outer\">\r\n                      <div data-colibri-id=\"26951-c26\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-21784 style-local-26951-c26 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c27\" class=\"h-global-transition-all h-heading style-21785 style-local-26951-c27 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-heading__outer style-21785 style-local-26951-c27\">\r\n                              <!---->\r\n                              <!---->\r\n                              <h2 class=\"\">QuBRA<\/h2>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c28\" class=\"h-text h-text-component style-21786 style-local-26951-c28 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Quantenmethoden und Vergleichspunkte zur Ressourcenvergabe<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c29\" class=\"style-21787 style-local-26951-c29 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c30\" class=\"h-text h-text-component style-21788 style-local-26951-c30 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>The challenge of optimising complex industrial processes, such as microchip fabrication and automotive manufacturing, requires the analysis of vast amounts of data to improve production allocation within capital-intensive\r\n                                facilities. Even small improvements in the quality of solutions to combinatorial optimisation problems can have a significant economic impact for companies in these sectors. For example, Infineon Technologies AG, a leading\r\n                                semiconductor manufacturer, collects millions of data points daily from multiple sources to optimise its microchip production process. On the other hand, Volkswagen AG, one of the world&#8217;s leading car manufacturers, is grappling\r\n                                with the complex challenges posed by the transition to electric vehicles and mobility services. In both cases, effective optimisation can bring significant economic benefits to these companies.\r\n                                <br>These combinatorial optimisation problems are typically NP-hard, which means that there are no universally efficient algorithmic solutions. Practitioners rely on domain-specific heuristics and, more recently, machine learning\r\n                                algorithms to find optimal solutions under time and computational constraints. Quantum computers have the ability to outperform classical computation in selected applications, suggesting their potential in combinatorial\r\n                                optimisation. Determining the feasibility of quantum algorithms depends on several factors, such as problem specifics, hardware capabilities, and competing classical methods.\r\n                                <br>Therefore, a comprehensive analysis requires a robust collaboration between experts in quantum information, classical deterministic algorithms, machine learning, software engineering and industry stakeholders. The goal\r\n                                of QuBRA is to assemble a diverse consortium with the aim of quantitatively outlining the practical quantum advantage in combinatorial optimisation, an issue of great relevance to industrial applications that is currently\r\n                                lacking a clear understanding.<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c31\" class=\"style-21789 style-local-26951-c31 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                          <div data-toggle=\"false\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"26951-c32\" class=\"h-accordion style-21790 style-local-26951-c32 position-relative h-element\">\r\n                            <!---->\r\n                            <div data-colibri-id=\"26951-c33\" class=\"h-accordion-item h-accordion-item-first-child style-21791 style-local-26951-c33 position-relative h-element\">\r\n                              <!---->\r\n                              <a data-open-by-default=\"false\" href=\"#26951-c33\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\r\n                                <!----><span>F\u00f6rderprogramm<\/span>\r\n                                <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"plus\" viewbox=\"0 0 512 545.5\"><path d=\"M240 112h32v160h160v32H272v160h-32V304H80v-32h160V112z\"><\/path><\/svg><\/span><\/div>\r\n                                <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"minus\" viewbox=\"0 0 512 545.5\"><path d=\"M80 272h352v32H80v-32z\"><\/path><\/svg><\/span><\/div>\r\n                              <\/a>\r\n                              <div id=\"26951-c33\" class=\"h-accordion-item-content__container\">\r\n                                <div class=\"w-100 h-y-container h-accordion-item-content\">\r\n                                  <!---->\r\n                                  <div data-colibri-id=\"26951-c34\" class=\"h-text h-text-component style-21792 style-local-26951-c34 position-relative h-element\">\r\n                                    <!---->\r\n                                    <!---->\r\n                                    <div class=\"\">\r\n                                      <p>The Federal Ministry of Education and Research (BMBF), Quantentechnologien \u2013 von den Grundlagen zum Markt<\/p>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                            <div data-colibri-id=\"26951-c35\" class=\"h-accordion-item style-21793 style-local-26951-c35 position-relative h-element\">\r\n                              <!---->\r\n                              <a data-open-by-default=\"false\" href=\"#26951-c35\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\r\n                                <!----><span>Projektpartner<\/span>\r\n                                <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"plus\" viewbox=\"0 0 512 545.5\"><path d=\"M240 112h32v160h160v32H272v160h-32V304H80v-32h160V112z\"><\/path><\/svg><\/span><\/div>\r\n                                <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Icons8 Line Awesome (https:\/\/icons8.com\/line-awesome)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"minus\" viewbox=\"0 0 512 545.5\"><path d=\"M80 272h352v32H80v-32z\"><\/path><\/svg><\/span><\/div>\r\n                              <\/a>\r\n                              <div id=\"26951-c35\" class=\"h-accordion-item-content__container\">\r\n                                <div class=\"w-100 h-y-container h-accordion-item-content\">\r\n                                  <!---->\r\n                                  <div data-colibri-id=\"26951-c36\" class=\"h-text h-text-component style-21794 style-local-26951-c36 position-relative h-element\">\r\n                                    <!---->\r\n                                    <!---->\r\n                                    <div class=\"\">\r\n                                      <p>Partner des Konsortiums:<\/p>\r\n                                      <ul>\r\n                                        <li>Leibniz Universit\u00e4t Hannover<\/li>\r\n                                        <li>TU Braunschweig<\/li>\r\n                                        <li>Universit\u00e4t zu K\u00f6ln<\/li>\r\n                                        <li>Infineon Technologies AG<\/li>\r\n                                        <li>Volkswagen AG<\/li>\r\n                                      <\/ul>\r\n                                      <p>Assoziierter Partner:<\/p>\r\n                                      <ul>\r\n                                        <li>Dutch Research Center for Quantum Software<\/li>\r\n                                      <\/ul>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c37\" class=\"style-21795 style-local-26951-c37 position-relative h-element\">\r\n                            <!---->\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"26951-c38\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-21796 style-local-26951-c38 position-relative\">\r\n                  <!---->\r\n                  <div class=\"h-row justify-content-lg-start justify-content-md-center justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21797-outer style-local-26951-c39-outer\">\r\n                      <div data-colibri-id=\"26951-c39\" 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-21797 style-local-26951-c39 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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-center align-self-start\">\r\n          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style-local-26951-c41 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c42\" class=\"d-block style-21800 style-local-26951-c42 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-image__frame-container-outer\">\r\n                              <a href=\"https:\/\/www.l3s.de\/de\/people\/members\/avishek-anand\/\" h-use-smooth-scroll=\"true\" class=\"image-link\">\r\n                                <div class=\"h-image__frame-container\">\r\n                                  <!---->\r\n                                  <!---->\r\n                                  <img decoding=\"async\" width=\"1024\" height=\"1024\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3.jpg\" class=\"wp-image-4203 style-21800-image style-local-26951-c42-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3-300x300.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3-768x768.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/Anand-Avishek-3-12x12.jpg 12w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/1024;\" \/>\r\n                                  <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm 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23.5-8.5zm0 32c-1.172 0-2.344.575-3.5 1.5L86.5 163l-.5.5-.5.5c-5.674 4.863-7.44 14.493-5 21 12.12 34.847 45.2 106.7 108.5 170 62.784 62.784 133.224 93.76 169.5 108 9.34 3.113 17.11 1.833 24.5-4.5l49-49c2.72-2.72 2.72-1.78 0-4.5l-65.5-65.5c-2.72-2.72-2.28-2.72-5 0l-40 40-7.5 7.5-10-4.5s-43.83-18.552-81-52.5l-3.5-3c-38.595-36.84-57-86-57-86l-3.5-10 7.5-7 40-40c1.966-1.966.874-3.6 1-3.5l-.5-.5-1-1-64-65.5c-1.156-.925-2.328-1.5-3.5-1.5z\"><\/path><\/svg><\/span>                                        <span>&#8211;<\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-21809-outer style-local-26951-c51-outer\">\r\n                      <div data-colibri-id=\"26951-c51\" 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-21809 style-local-26951-c51 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"26951-c52\" class=\"d-block style-21800 style-local-26951-c52 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-image__frame-container-outer\">\r\n                              <a 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\/>\r\n                                  <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-21800-frameImage style-local-26951-c52-frameImage\"><\/div>\r\n                                <\/div>\r\n                              <\/a>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"26951-c53\" class=\"h-global-transition-all h-heading style-21801 style-local-26951-c53 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-heading__outer style-21801 style-local-26951-c53\">\r\n                              <!---->\r\n                              <!---->\r\n                              <a href=\"https:\/\/www.l3s.de\/de\/people\/members\/tobias-osborne\/\" h-use-smooth-scroll=\"true\">\r\n                                <h4 class=\"\">Prof. Dr. Tobias J. 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117.016c.496-3.072.088-6.24-1.24-9.136-4.032-17.72-16.84-26.864-38.488-26.864H56c-19.04 0-39.552 7-49.64 20.736-.872.664-1.704 1.416-2.456 2.288-3.224 3.72-4.352 8.504-3.632 13.016-.144 1.296-.272 2.6-.272 3.96v256c0 26.512 29.496 56 56 56h416c26.512 0 40-29.488 40-56v-256c0-1.416-.184-2.656-.272-4zm-455.728-4h416.216L256 285.344 40.656 113.72c4.896-.904 10.92-.704 15.344-.704zm416 288H56c-8.824 0-24-15.168-24-24V147.792l213.52 170.824c3.008 2.6 6.744 3.896 10.48 3.896s7.472-1.296 10.488-3.896L480 147.8v229.216c0 8.832.832 24-8 24z\"><\/path><\/svg><\/span>                                        <span>osborne@l3s.de<\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                    <div data-colibri-id=\"26951-c59\" class=\"h-x-container style-21813 style-local-26951-c59 position-relative h-element\">\r\n                                      <!---->\r\n   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<\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Start: 01.12.2021 End: 30.11.2024 Website: quantentechnologien.de\/&#8230; QuBRA Quantum methods and Benchmarks for Resource Allocation The challenge of optimising complex industrial processes, such as microchip fabrication and automotive manufacturing, requires the analysis of vast amounts of data to improve production allocation within capital-intensive facilities. 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