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Hüllermeier, in: Intelligent Data Engineering and Automated Learning – IDEAL 2021, Cham, 2021.","chicago":"Feldhans, Robert, Adrian Wilke, Stefan Heindorf, Mohammad Hossein Shaker, Barbara Hammer, Axel-Cyrille Ngonga Ngomo, and Eyke Hüllermeier. “Drift Detection in Text Data with Document Embeddings.” In <i>Intelligent Data Engineering and Automated Learning – IDEAL 2021</i>. Cham, 2021. <a href=\"https://doi.org/10.1007/978-3-030-91608-4_11\">https://doi.org/10.1007/978-3-030-91608-4_11</a>."},"publication":"Intelligent Data Engineering and Automated Learning – IDEAL 2021","department":[{"_id":"574"}],"type":"book_chapter","place":"Cham","date_created":"2021-12-17T10:33:12Z"},{"author":[{"id":"9101","last_name":"Wilke","first_name":"Adrian","orcid":"0000-0002-6575-807X","full_name":"Wilke, Adrian"},{"full_name":"Bannoura, Arwa","first_name":"Arwa","last_name":"Bannoura","id":"77241"},{"first_name":"Axel-Cyrille Ngonga","last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille Ngonga"}],"status":"public","title":"Relicensing Combined Datasets","year":"2021","date_updated":"2022-01-06T06:58:44Z","_id":"29047","language":[{"iso":"eng"}],"page":"241-247","user_id":"9101","doi":"10.1109/ICSC50631.2021.00050","citation":{"bibtex":"@inproceedings{Wilke_Bannoura_Ngonga Ngomo_2021, title={Relicensing Combined Datasets}, DOI={<a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">10.1109/ICSC50631.2021.00050</a>}, booktitle={2021 IEEE 15th International Conference on Semantic Computing (ICSC)}, author={Wilke, Adrian and Bannoura, Arwa and Ngonga Ngomo, Axel-Cyrille Ngonga}, year={2021}, pages={241–247} }","ama":"Wilke A, Bannoura A, Ngonga Ngomo A-CN. Relicensing Combined Datasets. In: <i>2021 IEEE 15th International Conference on Semantic Computing (ICSC)</i>. ; 2021:241-247. doi:<a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">10.1109/ICSC50631.2021.00050</a>","mla":"Wilke, Adrian, et al. “Relicensing Combined Datasets.” <i>2021 IEEE 15th International Conference on Semantic Computing (ICSC)</i>, 2021, pp. 241–47, doi:<a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">10.1109/ICSC50631.2021.00050</a>.","chicago":"Wilke, Adrian, Arwa Bannoura, and Axel-Cyrille Ngonga Ngonga Ngomo. “Relicensing Combined Datasets.” In <i>2021 IEEE 15th International Conference on Semantic Computing (ICSC)</i>, 241–47, 2021. <a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">https://doi.org/10.1109/ICSC50631.2021.00050</a>.","short":"A. Wilke, A. Bannoura, A.-C.N. Ngonga Ngomo, in: 2021 IEEE 15th International Conference on Semantic Computing (ICSC), 2021, pp. 241–247.","ieee":"A. Wilke, A. Bannoura, and A.-C. N. Ngonga Ngomo, “Relicensing Combined Datasets,” in <i>2021 IEEE 15th International Conference on Semantic Computing (ICSC)</i>, 2021, pp. 241–247, doi: <a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">10.1109/ICSC50631.2021.00050</a>.","apa":"Wilke, A., Bannoura, A., &#38; Ngonga Ngomo, A.-C. N. (2021). Relicensing Combined Datasets. <i>2021 IEEE 15th International Conference on Semantic Computing (ICSC)</i>, 241–247. <a href=\"https://doi.org/10.1109/ICSC50631.2021.00050\">https://doi.org/10.1109/ICSC50631.2021.00050</a>"},"publication":"2021 IEEE 15th International Conference on Semantic Computing (ICSC)","date_created":"2021-12-17T13:04:28Z","department":[{"_id":"574"}],"type":"conference"},{"type":"journal_article","department":[{"_id":"78"}],"date_created":"2022-01-04T08:30:10Z","abstract":[{"text":"Robotics applications process large amounts of data in real time and require compute platforms that provide high performance and energy efficiency. FPGAs are well suited for many of these applications, but there is a reluctance in the robotics community to use hardware acceleration due to increased design complexity and a lack of consistent programming models across the software/hardware boundary. In this article, we present ReconROS, a framework that integrates the widely used robot operating system (ROS) with ReconOS, which features multithreaded programming of hardware and software threads for reconfigurable computers. This unique combination gives ROS 2 developers the flexibility to transparently accelerate parts of their robotics applications in hardware. We elaborate on the architecture and the design flow for ReconROS and report on a set of experiments that underline the feasibility and flexibility of our approach.","lang":"eng"}],"publication":"ACM Transactions on Reconfigurable Technology and Systems","citation":{"bibtex":"@article{Lienen_Platzner_2021, title={Design of Distributed Reconfigurable Robotics Systems with ReconROS}, DOI={<a href=\"https://doi.org/10.1145/3494571\">10.1145/3494571</a>}, journal={ACM Transactions on Reconfigurable Technology and Systems}, author={Lienen, Christian and Platzner, Marco}, year={2021}, pages={1–20} }","ama":"Lienen C, Platzner M. Design of Distributed Reconfigurable Robotics Systems with ReconROS. <i>ACM Transactions on Reconfigurable Technology and Systems</i>. Published online 2021:1-20. doi:<a href=\"https://doi.org/10.1145/3494571\">10.1145/3494571</a>","mla":"Lienen, Christian, and Marco Platzner. “Design of Distributed Reconfigurable Robotics Systems with ReconROS.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>, 2021, pp. 1–20, doi:<a href=\"https://doi.org/10.1145/3494571\">10.1145/3494571</a>.","short":"C. Lienen, M. Platzner, ACM Transactions on Reconfigurable Technology and Systems (2021) 1–20.","chicago":"Lienen, Christian, and Marco Platzner. “Design of Distributed Reconfigurable Robotics Systems with ReconROS.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>, 2021, 1–20. <a href=\"https://doi.org/10.1145/3494571\">https://doi.org/10.1145/3494571</a>.","ieee":"C. Lienen and M. Platzner, “Design of Distributed Reconfigurable Robotics Systems with ReconROS,” <i>ACM Transactions on Reconfigurable Technology and Systems</i>, pp. 1–20, 2021, doi: <a href=\"https://doi.org/10.1145/3494571\">10.1145/3494571</a>.","apa":"Lienen, C., &#38; Platzner, M. (2021). Design of Distributed Reconfigurable Robotics Systems with ReconROS. <i>ACM Transactions on Reconfigurable Technology and Systems</i>, 1–20. <a href=\"https://doi.org/10.1145/3494571\">https://doi.org/10.1145/3494571</a>"},"doi":"10.1145/3494571","user_id":"60323","page":"1-20","_id":"29150","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:58:46Z","publication_status":"published","status":"public","year":"2021","title":"Design of Distributed Reconfigurable Robotics Systems with ReconROS","author":[{"id":"60323","full_name":"Lienen, Christian","last_name":"Lienen","first_name":"Christian"},{"last_name":"Platzner","first_name":"Marco","full_name":"Platzner, Marco","id":"398"}],"publication_identifier":{"issn":["1936-7406","1936-7414"]}},{"status":"public","year":"2021","title":"A Comparison of Machine Learning Techniques for the On-line Characterization of Tasks Executed on Heterogeneous Compute Nodes","author":[{"last_name":"Kashikar","first_name":"Chinmay","full_name":"Kashikar, Chinmay"}],"date_updated":"2022-01-06T06:58:46Z","language":[{"iso":"eng"}],"_id":"29151","publisher":"Paderborn University","user_id":"49992","supervisor":[{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco","id":"398"},{"id":"49992","orcid":"0000-0003-1377-3339","first_name":"Tim","last_name":"Hansmeier","full_name":"Hansmeier, Tim"}],"citation":{"ama":"Kashikar C. <i>A Comparison of Machine Learning Techniques for the On-Line Characterization of Tasks Executed on Heterogeneous Compute Nodes</i>. Paderborn University; 2021.","bibtex":"@book{Kashikar_2021, place={Paderborn}, title={A Comparison of Machine Learning Techniques for the On-line Characterization of Tasks Executed on Heterogeneous Compute Nodes}, publisher={Paderborn University}, author={Kashikar, Chinmay}, year={2021} }","mla":"Kashikar, Chinmay. <i>A Comparison of Machine Learning Techniques for the On-Line Characterization of Tasks Executed on Heterogeneous Compute Nodes</i>. Paderborn University, 2021.","short":"C. Kashikar, A Comparison of Machine Learning Techniques for the On-Line Characterization of Tasks Executed on Heterogeneous Compute Nodes, Paderborn University, Paderborn, 2021.","chicago":"Kashikar, Chinmay. <i>A Comparison of Machine Learning Techniques for the On-Line Characterization of Tasks Executed on Heterogeneous Compute Nodes</i>. Paderborn: Paderborn University, 2021.","apa":"Kashikar, C. (2021). <i>A Comparison of Machine Learning Techniques for the On-line Characterization of Tasks Executed on Heterogeneous Compute Nodes</i>. Paderborn University.","ieee":"C. Kashikar, <i>A Comparison of Machine Learning Techniques for the On-line Characterization of Tasks Executed on Heterogeneous Compute Nodes</i>. Paderborn: Paderborn University, 2021."},"abstract":[{"text":"Automation becomes a vital part in the High-Performance computing system in situational dynamics to take the decisions on the fly. Heterogeneous compute nodes consist of computing resources such as CPU, GPU and FPGA and are the important components of the high-performance computing system that can adapt the automation to achieve the given goal. While implanting automation in the computing resources, management of the resources is one of the essential aspects that need to be taken care of. Tasks are continuously executed on the resources using its unique characteristics. Effective scheduling is essential to make the best use of the characteristics provided by each resource. Scheduling enables the execution of each task by allocating resources so that they take advantage of all the characteristics of the compute resources. Various scheduling heuristics can be used to create effective scheduling, which might require the execution time to schedule the task efficiently. Providing actual execution time is not possible in many cases; hence we can provide the estimations for the actual execution time . The purpose of this master's thesis is to design a predictive model or system that estimates the execution time required to execute tasks using historical execution time data on the heterogeneous compute nodes. In this thesis, regression techniques(SGD Regressor, Passive-Aggressive Regressor, MLP Regressor, and XCSF Regressor) are compared in terms of their prediction accuracy in order to determine which technique produces reliable predictions for the execution time. These estimations must be generated in an online learning environment in which data points arrive in any sequence, one by one, and the regression model must learn from them. After evaluating the regression algorithms, it is seen that the XCSF regressor provides the highest overall prediction accuracy for the supplied data sets. The regression technique's parameters also play a significant role in achieving an acceptable prediction accuracy. As a remark, when using online learning in regression analysis, the accuracy depends upon both the order of sequential data points that are coming to train the model and the parameter configuration for each regression technique.","lang":"eng"}],"project":[{"_id":"14","name":"SFB 901 - Subproject C2"},{"_id":"4","name":"SFB 901 - Project Area C"},{"_id":"1","name":"SFB 901"}],"place":"Paderborn","date_created":"2022-01-04T09:24:52Z","type":"mastersthesis","department":[{"_id":"78"}]},{"publication_status":"published","date_updated":"2022-01-06T06:57:31Z","title":"Künstliche Intelligenz in der Produktentstehung","year":"2021","status":"public","author":[{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"},{"id":"45137","first_name":"Leon","last_name":"Özcan","full_name":"Özcan, Leon"},{"id":"45402","last_name":"Ködding","first_name":"Patrick","full_name":"Ködding, Patrick"},{"full_name":"Foullois, Marc","last_name":"Foullois","first_name":"Marc"},{"full_name":"Bernijazov, Ruslan","last_name":"Bernijazov","first_name":"Ruslan"}],"user_id":"15782","publisher":"Heinz Nixdorf Institut, Universität Paderborn","_id":"26984","language":[{"iso":"ger"}],"citation":{"ieee":"R. Dumitrescu, L. Özcan, P. Ködding, M. Foullois, and R. Bernijazov, <i>Künstliche Intelligenz in der Produktentstehung</i>. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2021.","mla":"Dumitrescu, Roman, et al. <i>Künstliche Intelligenz in der Produktentstehung</i>. Heinz Nixdorf Institut, Universität Paderborn, 2021.","apa":"Dumitrescu, R., Özcan, L., Ködding, P., Foullois, M., &#38; Bernijazov, R. (2021). <i>Künstliche Intelligenz in der Produktentstehung</i>. Heinz Nixdorf Institut, Universität Paderborn.","bibtex":"@book{Dumitrescu_Özcan_Ködding_Foullois_Bernijazov_2021, place={Paderborn}, title={Künstliche Intelligenz in der Produktentstehung}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Dumitrescu, Roman and Özcan, Leon and Ködding, Patrick and Foullois, Marc and Bernijazov, Ruslan}, year={2021} }","chicago":"Dumitrescu, Roman, Leon Özcan, Patrick Ködding, Marc Foullois, and Ruslan Bernijazov. <i>Künstliche Intelligenz in der Produktentstehung</i>. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2021.","ama":"Dumitrescu R, Özcan L, Ködding P, Foullois M, Bernijazov R. <i>Künstliche Intelligenz in der Produktentstehung</i>. Heinz Nixdorf Institut, Universität Paderborn; 2021.","short":"R. Dumitrescu, L. Özcan, P. Ködding, M. Foullois, R. Bernijazov, Künstliche Intelligenz in der Produktentstehung, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2021."},"type":"book","department":[{"_id":"563"}],"date_created":"2021-10-27T11:19:29Z","place":"Paderborn"},{"type":"journal_article","keyword":["sustainability"],"department":[{"_id":"563"}],"date_created":"2021-10-28T09:09:57Z","abstract":[{"lang":"eng","text":"Digitalization and sustainability are major challenges for today's manufacturing industry. While digitalization is characterized by the incorporation of digital technologies in the products and services as well as the value creation architectures, sustainability requires them to balance economic, environmental and social issues. In both areas, especially Product Service Systems (PSS) are constantly gaining importance. This results in so called smart PSS that integrate digital technologies as well as sustainable PSS which aim at a positive impact on sustainability. Both two concepts cannot be clearly delimited since smart PSS might be designed for sustainability as well and sustainable PSS might be used with digital technologies. This paper aims to investigate the interrelations. To that, digitalization patterns of products and services are evaluated regarding their sustainable impact. The evaluation is conducted by a survey in research and industry. Furthermore, the design of the underlying value creation architecture is investigated. Here, a methodology is proposed enabling companies to optimize their value creation architecture."}],"publication":"Proceedings of the Design Society","doi":"10.1017/pds.2021.548","language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2022-01-06T06:57:31Z","article_type":"original","intvolume":"         1","year":"2021","title":"SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS","publication_identifier":{"issn":["2732-527X"]},"author":[{"last_name":"Scholtysik","first_name":"Michel","full_name":"Scholtysik, Michel","id":"50562"},{"last_name":"Reinhold","first_name":"Jannik","full_name":"Reinhold, Jannik","id":"33669"},{"id":"43136","full_name":"Koldewey, Christian","last_name":"Koldewey","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"quality_controlled":"1","citation":{"mla":"Scholtysik, Michel, et al. “SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS.” <i>Proceedings of the Design Society</i>, vol. 1, 2021, pp. 2871–80, doi:<a href=\"https://doi.org/10.1017/pds.2021.548\">10.1017/pds.2021.548</a>.","apa":"Scholtysik, M., Reinhold, J., Koldewey, C., &#38; Dumitrescu, R. (2021). SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS. <i>Proceedings of the Design Society</i>, <i>1</i>, 2871–2880. <a href=\"https://doi.org/10.1017/pds.2021.548\">https://doi.org/10.1017/pds.2021.548</a>","ieee":"M. Scholtysik, J. Reinhold, C. Koldewey, and R. Dumitrescu, “SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS,” <i>Proceedings of the Design Society</i>, vol. 1, pp. 2871–2880, 2021, doi: <a href=\"https://doi.org/10.1017/pds.2021.548\">10.1017/pds.2021.548</a>.","chicago":"Scholtysik, Michel, Jannik Reinhold, Christian Koldewey, and Roman Dumitrescu. “SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS.” <i>Proceedings of the Design Society</i> 1 (2021): 2871–80. <a href=\"https://doi.org/10.1017/pds.2021.548\">https://doi.org/10.1017/pds.2021.548</a>.","short":"M. Scholtysik, J. Reinhold, C. Koldewey, R. Dumitrescu, Proceedings of the Design Society 1 (2021) 2871–2880.","ama":"Scholtysik M, Reinhold J, Koldewey C, Dumitrescu R. SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS. <i>Proceedings of the Design Society</i>. 2021;1:2871-2880. doi:<a href=\"https://doi.org/10.1017/pds.2021.548\">10.1017/pds.2021.548</a>","bibtex":"@article{Scholtysik_Reinhold_Koldewey_Dumitrescu_2021, title={SUSTAINABILITY THROUGH THE DIGITALIZATION: EXPLORING POTENTIALS AND DESIGNING VALUE CO-CREATION ARCHITECTURES FOR PRODUCT-SERVICE-SYSTEMS}, volume={1}, DOI={<a href=\"https://doi.org/10.1017/pds.2021.548\">10.1017/pds.2021.548</a>}, journal={Proceedings of the Design Society}, author={Scholtysik, Michel and Reinhold, Jannik and Koldewey, Christian and Dumitrescu, Roman}, year={2021}, pages={2871–2880} }"},"user_id":"43136","volume":1,"page":"2871-2880","_id":"26990","status":"public","conference":{"location":"Gothenburg, Sweden","name":"International Conference on Engineering Design (ICED21)","start_date":"2021-08-16","end_date":"2021-08-20"}},{"date_updated":"2022-01-06T06:57:32Z","publication_status":"published","year":"2021","title":"Smart Service-Transformation mit Geschäftsmodellmustern","status":"public","author":[{"id":"33669","last_name":"Reinhold","first_name":"Jannik","full_name":"Reinhold, Jannik"},{"first_name":"Patrick","last_name":"Ködding","full_name":"Ködding, Patrick","id":"45402"},{"id":"50562","last_name":"Scholtysik","first_name":"Michel","full_name":"Scholtysik, Michel"},{"id":"43136","full_name":"Koldewey, Christian","last_name":"Koldewey","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"publication_identifier":{"unknown":["2511-0896","0947-0085"]},"doi":"10.1515/zwf-2021-0069","user_id":"33669","page":"337-341","_id":"26998","language":[{"iso":"ger"}],"abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n               <jats:p>Smart Services sind das Resultat zweier Megatrends: Digitalisierung und Servitisierung. Diese digitalen Dienstleistungen erfordern innovative Geschäftsmodelle, deren Umsetzung jedoch häufig eine Anpassung historisch gewachsener Wertschöpfung produzierender Unternehmen voraussetzt. Wir liefern geeignete Geschäftsmodellmuster zur Entwicklung von Geschäftsmodellen für Smart Services und zeigen, wie produzierende Unternehmen darauf aufbauend die Transformation ihrer Wertschöpfung planen können.</jats:p>","lang":"eng"}],"publication":"Zeitschrift für wirtschaftlichen Fabrikbetrieb","citation":{"bibtex":"@article{Reinhold_Ködding_Scholtysik_Koldewey_Dumitrescu_2021, title={Smart Service-Transformation mit Geschäftsmodellmustern}, DOI={<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, author={Reinhold, Jannik and Ködding, Patrick and Scholtysik, Michel and Koldewey, Christian and Dumitrescu, Roman}, year={2021}, pages={337–341} }","ama":"Reinhold J, Ködding P, Scholtysik M, Koldewey C, Dumitrescu R. Smart Service-Transformation mit Geschäftsmodellmustern. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>. Published online 2021:337-341. doi:<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>","mla":"Reinhold, Jannik, et al. “Smart Service-Transformation mit Geschäftsmodellmustern.” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 2021, pp. 337–41, doi:<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>.","short":"J. Reinhold, P. Ködding, M. Scholtysik, C. Koldewey, R. Dumitrescu, Zeitschrift für wirtschaftlichen Fabrikbetrieb (2021) 337–341.","chicago":"Reinhold, Jannik, Patrick Ködding, Michel Scholtysik, Christian Koldewey, and Roman Dumitrescu. “Smart Service-Transformation mit Geschäftsmodellmustern.” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 2021, 337–41. <a href=\"https://doi.org/10.1515/zwf-2021-0069\">https://doi.org/10.1515/zwf-2021-0069</a>.","ieee":"J. Reinhold, P. Ködding, M. Scholtysik, C. Koldewey, and R. Dumitrescu, “Smart Service-Transformation mit Geschäftsmodellmustern,” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, pp. 337–341, 2021, doi: <a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>.","apa":"Reinhold, J., Ködding, P., Scholtysik, M., Koldewey, C., &#38; Dumitrescu, R. (2021). Smart Service-Transformation mit Geschäftsmodellmustern. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 337–341. <a href=\"https://doi.org/10.1515/zwf-2021-0069\">https://doi.org/10.1515/zwf-2021-0069</a>"},"type":"journal_article","department":[{"_id":"563"}],"date_created":"2021-10-29T08:29:00Z"},{"doi":"10.1007/s10664-021-10013-5","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://link.springer.com/content/pdf/10.1007/s10664-021-10013-5.pdf","open_access":"1"}],"date_updated":"2022-01-06T06:57:32Z","publication_status":"published","publication_identifier":{"issn":["1382-3256","1573-7616"]},"author":[{"full_name":"Luo, Linghui","first_name":"Linghui","last_name":"Luo"},{"last_name":"Pauck","first_name":"Felix","full_name":"Pauck, Felix","id":"22398"},{"id":"41936","full_name":"Piskachev, Goran","first_name":"Goran","orcid":"0000-0003-4424-5838","last_name":"Piskachev"},{"last_name":"Benz","first_name":"Manuel","full_name":"Benz, Manuel"},{"last_name":"Pashchenko","first_name":"Ivan","full_name":"Pashchenko, Ivan"},{"id":"65667","full_name":"Mory, Martin","last_name":"Mory","first_name":"Martin","orcid":"0000-0001-5609-0031"},{"id":"59256","full_name":"Bodden, Eric","first_name":"Eric","last_name":"Bodden","orcid":"0000-0003-3470-3647"},{"first_name":"Ben","last_name":"Hermann","orcid":"0000-0001-9848-2017","full_name":"Hermann, Ben","id":"66173"},{"first_name":"Fabio","last_name":"Massacci","full_name":"Massacci, Fabio"}],"title":"TaintBench: Automatic real-world malware benchmarking of Android taint analyses","year":"2021","department":[{"_id":"77"},{"_id":"76"}],"type":"journal_article","date_created":"2021-11-02T05:13:49Z","abstract":[{"lang":"eng","text":"Due to the lack of established real-world benchmark suites for static taint analyses of Android applications, evaluations of these analyses are often restricted and hard to compare. Even in evaluations that do use real-world apps, details about the ground truth in those apps are rarely documented, which makes it difficult to compare and reproduce the results. To push Android taint analysis research forward, this paper thus recommends criteria for constructing real-world benchmark suites for this specific domain, and presents TaintBench, the first real-world malware benchmark suite with documented taint flows. TaintBench benchmark apps include taint flows with complex structures, and addresses static challenges that are commonly agreed on by the community. Together with the TaintBench suite, we introduce the TaintBench framework, whose goal is to simplify real-world benchmarking of Android taint analyses. First, a usability test shows that the framework improves experts’ performance and perceived usability when documenting and inspecting taint flows. Second, experiments using TaintBench reveal new insights for the taint analysis tools Amandroid and FlowDroid: (i) They are less effective on real-world malware apps than on synthetic benchmark apps. (ii) Predefined lists of sources and sinks heavily impact the tools’ accuracy. (iii) Surprisingly, up-to-date versions of both tools are less accurate than their predecessors."}],"publication":"Empirical Software Engineering","ddc":["000"],"user_id":"15249","_id":"27045","status":"public","oa":"1","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"12","name":"SFB 901 - Subproject B4"}],"citation":{"apa":"Luo, L., Pauck, F., Piskachev, G., Benz, M., Pashchenko, I., Mory, M., Bodden, E., Hermann, B., &#38; Massacci, F. (2021). TaintBench: Automatic real-world malware benchmarking of Android taint analyses. <i>Empirical Software Engineering</i>. <a href=\"https://doi.org/10.1007/s10664-021-10013-5\">https://doi.org/10.1007/s10664-021-10013-5</a>","ieee":"L. Luo <i>et al.</i>, “TaintBench: Automatic real-world malware benchmarking of Android taint analyses,” <i>Empirical Software Engineering</i>, 2021, doi: <a href=\"https://doi.org/10.1007/s10664-021-10013-5\">10.1007/s10664-021-10013-5</a>.","short":"L. Luo, F. Pauck, G. Piskachev, M. Benz, I. Pashchenko, M. Mory, E. Bodden, B. Hermann, F. Massacci, Empirical Software Engineering (2021).","chicago":"Luo, Linghui, Felix Pauck, Goran Piskachev, Manuel Benz, Ivan Pashchenko, Martin Mory, Eric Bodden, Ben Hermann, and Fabio Massacci. “TaintBench: Automatic Real-World Malware Benchmarking of Android Taint Analyses.” <i>Empirical Software Engineering</i>, 2021. <a href=\"https://doi.org/10.1007/s10664-021-10013-5\">https://doi.org/10.1007/s10664-021-10013-5</a>.","mla":"Luo, Linghui, et al. “TaintBench: Automatic Real-World Malware Benchmarking of Android Taint Analyses.” <i>Empirical Software Engineering</i>, 2021, doi:<a href=\"https://doi.org/10.1007/s10664-021-10013-5\">10.1007/s10664-021-10013-5</a>.","ama":"Luo L, Pauck F, Piskachev G, et al. TaintBench: Automatic real-world malware benchmarking of Android taint analyses. <i>Empirical Software Engineering</i>. Published online 2021. doi:<a href=\"https://doi.org/10.1007/s10664-021-10013-5\">10.1007/s10664-021-10013-5</a>","bibtex":"@article{Luo_Pauck_Piskachev_Benz_Pashchenko_Mory_Bodden_Hermann_Massacci_2021, title={TaintBench: Automatic real-world malware benchmarking of Android taint analyses}, DOI={<a href=\"https://doi.org/10.1007/s10664-021-10013-5\">10.1007/s10664-021-10013-5</a>}, journal={Empirical Software Engineering}, author={Luo, Linghui and Pauck, Felix and Piskachev, Goran and Benz, Manuel and Pashchenko, Ivan and Mory, Martin and Bodden, Eric and Hermann, Ben and Massacci, Fabio}, year={2021} }"}},{"publication":"Tag des Systems Engineering 2021","citation":{"bibtex":"@inproceedings{Tissen_Hillebrand_Tschirner_2021, title={Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE}, booktitle={Tag des Systems Engineering 2021}, author={Tissen, Denis and Hillebrand, Michael and Tschirner, Christian}, year={2021} }","ama":"Tissen D, Hillebrand M, Tschirner C. Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE. In: <i>Tag des Systems Engineering 2021</i>. ; 2021.","mla":"Tissen, Denis, et al. “Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE.” <i>Tag des Systems Engineering 2021</i>, 2021.","chicago":"Tissen, Denis, Michael Hillebrand, and Christian Tschirner. “Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE.” In <i>Tag des Systems Engineering 2021</i>, 2021.","short":"D. Tissen, M. Hillebrand, C. Tschirner, in: Tag des Systems Engineering 2021, 2021.","ieee":"D. Tissen, M. Hillebrand, and C. Tschirner, “Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE,” presented at the Tag des Systems Engineering 2021, Online, 2021.","apa":"Tissen, D., Hillebrand, M., &#38; Tschirner, C. (2021). Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE. <i>Tag des Systems Engineering 2021</i>. Tag des Systems Engineering 2021, Online."},"type":"conference","department":[{"_id":"563"}],"date_created":"2021-11-02T12:07:28Z","date_updated":"2022-01-06T06:57:33Z","title":"Von der Idee ins Modell – Virtualisierung von Workshopergebnissen im MBSE","year":"2021","status":"public","author":[{"full_name":"Tissen, Denis","last_name":"Tissen","first_name":"Denis","id":"44458"},{"id":"83856","full_name":"Hillebrand, Michael","last_name":"Hillebrand","first_name":"Michael"},{"full_name":"Tschirner, Christian","last_name":"Tschirner","first_name":"Christian"}],"conference":{"start_date":"2021-11-10","name":"Tag des Systems Engineering 2021","location":"Online","end_date":"2021-11-12"},"user_id":"44458","language":[{"iso":"ger"}],"_id":"27049"},{"supervisor":[{"id":"20792","last_name":"Scheideler","first_name":"Christian","full_name":"Scheideler, Christian"}],"citation":{"ieee":"L. Everling, <i>Selbststabilisierender Bakery Algorithmus für verteilte Systeme</i>. 2021.","apa":"Everling, L. (2021). <i>Selbststabilisierender Bakery Algorithmus für verteilte Systeme</i>.","short":"L. Everling, Selbststabilisierender Bakery Algorithmus Für Verteilte Systeme, 2021.","chicago":"Everling, Leon. <i>Selbststabilisierender Bakery Algorithmus Für Verteilte Systeme</i>, 2021.","mla":"Everling, Leon. <i>Selbststabilisierender Bakery Algorithmus Für Verteilte Systeme</i>. 2021.","bibtex":"@book{Everling_2021, title={Selbststabilisierender Bakery Algorithmus für verteilte Systeme}, author={Everling, Leon}, year={2021} }","ama":"Everling L. <i>Selbststabilisierender Bakery Algorithmus Für Verteilte Systeme</i>.; 2021."},"project":[{"_id":"1","name":"SFB 901"},{"_id":"2","name":"SFB 901 - Project Area A"},{"name":"SFB 901 - Subproject A1","_id":"5"}],"date_created":"2021-11-02T10:13:51Z","department":[{"_id":"79"}],"type":"bachelorsthesis","author":[{"full_name":"Everling, Leon","first_name":"Leon","last_name":"Everling"}],"year":"2021","status":"public","title":"Selbststabilisierender Bakery Algorithmus für verteilte Systeme","date_updated":"2022-01-06T06:57:33Z","_id":"27053","language":[{"iso":"eng"}],"user_id":"15504"},{"language":[{"iso":"eng"}],"_id":"27055","user_id":"15782","year":"2021","status":"public","title":"System alternatives for modular, zero-emission high-speed ferries","conference":{"location":" Rhode Island, USA","start_date":"2021-10-26","name":"SNAME International Conference on Fast Sea Transportation","end_date":"2021-10-27"},"author":[{"full_name":"Lagemann, Benjamin","last_name":"Lagemann","first_name":"Benjamin"},{"full_name":"Seidenberg, Tobias","last_name":"Seidenberg","first_name":"Tobias"},{"full_name":"Jürgenhake, Christoph","first_name":"Christoph","last_name":"Jürgenhake"},{"full_name":"Erikstad, Stein Ove","last_name":"Erikstad","first_name":"Stein Ove"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu","id":"16190"}],"date_updated":"2022-01-06T06:57:33Z","publication_status":"published","date_created":"2021-11-02T14:09:50Z","type":"conference","department":[{"_id":"563"}],"publication":"SNAME International Conference on Fast Sea Transportation","citation":{"ieee":"B. Lagemann, T. Seidenberg, C. Jürgenhake, S. O. Erikstad, and R. Dumitrescu, “System alternatives for modular, zero-emission high-speed ferries,” presented at the SNAME International Conference on Fast Sea Transportation,  Rhode Island, USA, 2021.","mla":"Lagemann, Benjamin, et al. “System Alternatives for Modular, Zero-Emission High-Speed Ferries.” <i>SNAME International Conference on Fast Sea Transportation</i>, 2021.","apa":"Lagemann, B., Seidenberg, T., Jürgenhake, C., Erikstad, S. O., &#38; Dumitrescu, R. (2021). System alternatives for modular, zero-emission high-speed ferries. <i>SNAME International Conference on Fast Sea Transportation</i>. SNAME International Conference on Fast Sea Transportation,  Rhode Island, USA.","bibtex":"@inproceedings{Lagemann_Seidenberg_Jürgenhake_Erikstad_Dumitrescu_2021, title={System alternatives for modular, zero-emission high-speed ferries}, booktitle={SNAME International Conference on Fast Sea Transportation}, author={Lagemann, Benjamin and Seidenberg, Tobias and Jürgenhake, Christoph and Erikstad, Stein Ove and Dumitrescu, Roman}, year={2021} }","chicago":"Lagemann, Benjamin, Tobias Seidenberg, Christoph Jürgenhake, Stein Ove Erikstad, and Roman Dumitrescu. “System Alternatives for Modular, Zero-Emission High-Speed Ferries.” In <i>SNAME International Conference on Fast Sea Transportation</i>, 2021.","ama":"Lagemann B, Seidenberg T, Jürgenhake C, Erikstad SO, Dumitrescu R. System alternatives for modular, zero-emission high-speed ferries. In: <i>SNAME International Conference on Fast Sea Transportation</i>. ; 2021.","short":"B. Lagemann, T. Seidenberg, C. Jürgenhake, S.O. Erikstad, R. Dumitrescu, in: SNAME International Conference on Fast Sea Transportation, 2021."}},{"status":"public","title":"D-REQs: Determination of security & safety requirements in workshops based on the use of model-based systems engineering","year":"2021","author":[{"first_name":"Sergej","last_name":"Japs","full_name":"Japs, Sergej"},{"last_name":"Anacker","first_name":"Harald","full_name":"Anacker, Harald"},{"full_name":"Kaiser, Lydia","first_name":"Lydia","last_name":"Kaiser"},{"full_name":"Holtmann, Jörg","first_name":"Jörg","last_name":"Holtmann"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"},{"full_name":"Kargl, Frank","last_name":"Kargl","first_name":"Frank"}],"conference":{"end_date":"2021-09-24","location":"Notre Dame, IN, USA","start_date":"2021-09-20","name":"IEEE 29th International Requirements Engineering Conference Workshops (REW)"},"publication_status":"published","date_updated":"2022-01-06T06:57:33Z","intvolume":"         1","page":"412-414","_id":"27056","language":[{"iso":"eng"}],"user_id":"15782","volume":1,"publication":"Proceedings of the IEEE","citation":{"ieee":"S. Japs, H. Anacker, L. Kaiser, J. Holtmann, R. Dumitrescu, and F. Kargl, “D-REQs: Determination of security &#38; safety requirements in workshops based on the use of model-based systems engineering,” in <i>Proceedings of the IEEE</i>, Notre Dame, IN, USA, 2021, vol. 1, pp. 412–414.","mla":"Japs, Sergej, et al. “D-REQs: Determination of Security &#38; Safety Requirements in Workshops Based on the Use of Model-Based Systems Engineering.” <i>Proceedings of the IEEE</i>, vol. 1, 2021, pp. 412–14.","apa":"Japs, S., Anacker, H., Kaiser, L., Holtmann, J., Dumitrescu, R., &#38; Kargl, F. (2021). D-REQs: Determination of security &#38; safety requirements in workshops based on the use of model-based systems engineering. <i>Proceedings of the IEEE</i>, <i>1</i>, 412–414.","bibtex":"@inproceedings{Japs_Anacker_Kaiser_Holtmann_Dumitrescu_Kargl_2021, title={D-REQs: Determination of security &#38; safety requirements in workshops based on the use of model-based systems engineering}, volume={1}, booktitle={Proceedings of the IEEE}, author={Japs, Sergej and Anacker, Harald and Kaiser, Lydia and Holtmann, Jörg and Dumitrescu, Roman and Kargl, Frank}, year={2021}, pages={412–414} }","chicago":"Japs, Sergej, Harald Anacker, Lydia Kaiser, Jörg Holtmann, Roman Dumitrescu, and Frank Kargl. “D-REQs: Determination of Security &#38; Safety Requirements in Workshops Based on the Use of Model-Based Systems Engineering.” In <i>Proceedings of the IEEE</i>, 1:412–14, 2021.","short":"S. Japs, H. Anacker, L. Kaiser, J. Holtmann, R. Dumitrescu, F. Kargl, in: Proceedings of the IEEE, 2021, pp. 412–414.","ama":"Japs S, Anacker H, Kaiser L, Holtmann J, Dumitrescu R, Kargl F. D-REQs: Determination of security &#38; safety requirements in workshops based on the use of model-based systems engineering. In: <i>Proceedings of the IEEE</i>. Vol 1. ; 2021:412-414."},"date_created":"2021-11-02T14:28:26Z","type":"conference","department":[{"_id":"563"}]},{"publication":"Journal of Mechanical Engineering (JMechE) ","issue":"2","citation":{"mla":"Mohammad, Ubaidullah, et al. “Smart Factory Reference Model for Training on Industry 4.0.” <i>Journal of Mechanical Engineering (JMechE) </i>, vol. 16, no. 2, 2021, pp. 129–44, doi:<a href=\"https://doi.org/10.21491/jmeche.v16i2.15331\">https://doi.org/10.21491/jmeche.v16i2.15331</a>.","ama":"Mohammad U, Low C, Rahman RA, et al. 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Smart factory reference model for training on Industry 4.0. <i>Journal of Mechanical Engineering (JMechE) </i>, <i>16</i>(2), 129–144. <a href=\"https://doi.org/10.21491/jmeche.v16i2.15331\">https://doi.org/10.21491/jmeche.v16i2.15331</a>","ieee":"U. Mohammad <i>et al.</i>, “Smart factory reference model for training on Industry 4.0,” <i>Journal of Mechanical Engineering (JMechE) </i>, vol. 16, no. 2, pp. 129–144, 2021, doi: <a href=\"https://doi.org/10.21491/jmeche.v16i2.15331\">https://doi.org/10.21491/jmeche.v16i2.15331</a>.","chicago":"Mohammad, Ubaidullah, Cheng Low, Ramhuzaini Abd Rahman, Muhammad Akmal Johar, Ching Theng Koh, Roman Dumitrescu, Martin Rabe, Laban Asmar, and Susana  Kamaruddin. “Smart Factory Reference Model for Training on Industry 4.0.” <i>Journal of Mechanical Engineering (JMechE) </i> 16, no. 2 (2021): 129–44. <a href=\"https://doi.org/10.21491/jmeche.v16i2.15331\">https://doi.org/10.21491/jmeche.v16i2.15331</a>.","short":"U. Mohammad, C. Low, R.A. 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Kamaruddin, Journal of Mechanical Engineering (JMechE)  16 (2021) 129–144."},"type":"journal_article","department":[{"_id":"563"}],"date_created":"2021-11-02T14:35:03Z","date_updated":"2022-01-06T06:57:33Z","publication_status":"published","intvolume":"        16","year":"2021","status":"public","title":"Smart factory reference model for training on Industry 4.0","author":[{"first_name":"Ubaidullah","last_name":"Mohammad","full_name":"Mohammad, Ubaidullah"},{"first_name":"Cheng","last_name":"Low","full_name":"Low, Cheng"},{"full_name":"Rahman, Ramhuzaini Abd","last_name":"Rahman","first_name":"Ramhuzaini Abd"},{"full_name":"Johar, Muhammad Akmal","first_name":"Muhammad Akmal","last_name":"Johar"},{"last_name":"Koh","first_name":"Ching Theng","full_name":"Koh, Ching Theng"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"},{"last_name":"Rabe","first_name":"Martin","full_name":"Rabe, Martin"},{"full_name":"Asmar, Laban","last_name":"Asmar","first_name":"Laban"},{"last_name":"Kamaruddin","first_name":"Susana ","full_name":"Kamaruddin, Susana "}],"doi":"https://doi.org/10.21491/jmeche.v16i2.15331","user_id":"15782","volume":16,"page":"129-144","_id":"27057","language":[{"iso":"eng"}]},{"project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area A","_id":"2"},{"_id":"5","name":"SFB 901 - Subproject A1"}],"citation":{"apa":"Adsul, V. (2021). <i>Peer-to-Peer Matching for Distributed Systems</i>.","ieee":"V. Adsul, <i>Peer-to-Peer Matching for Distributed Systems</i>. 2021.","short":"V. 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