TY - CHAP A1 - Weber, Tobias A1 - Ercelik, Emec A1 - Ebert, Martin A1 - Knoll, Alois T1 - Recognition & evaluation of additional traffic signs on the example of ’80 km/h when wet’ T2 - The 2019 IEEE Intelligent Transportation Systems Conference - ITSC UR - https://doi.org/10.1109/ITSC.2019.8916950 KW - Roads KW - Task analysis KW - Layout KW - Training KW - Accidents KW - Automobiles Y1 - 2019 UR - https://doi.org/10.1109/ITSC.2019.8916950 SN - 978-1-5386-7024-8 SP - 4134 EP - 4139 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Song, Rui A1 - Festag, Andreas A1 - Jagtap, Abhishek Dinkar A1 - Bialdyga, Maximilian A1 - Yan, Zhiran A1 - Otte, Maximilian A1 - Sadashivaiah, Sanath Tiptur A1 - Knoll, Alois T1 - First Mile: An Open Innovation Lab for Infrastructure-Assisted Cooperative Intelligent Transportation Systems T2 - 2024 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV55156.2024.10588500 Y1 - 2024 UR - https://doi.org/10.1109/IV55156.2024.10588500 SN - 979-8-3503-4881-1 SP - 1635 EP - 1642 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Song, Rui A1 - Liu, Dai A1 - Chen, Dave Zhenyu A1 - Festag, Andreas A1 - Trinitis, Carsten A1 - Schulz, Martin A1 - Knoll, Alois T1 - Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments T2 - IJCNN 2023 Conference Proceedings UR - https://doi.org/10.1109/IJCNN54540.2023.10191879 Y1 - 2023 UR - https://doi.org/10.1109/IJCNN54540.2023.10191879 SN - 978-1-6654-8867-9 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Agrawal, Shiva A1 - Song, Rui A1 - Doycheva, Kristina A1 - Knoll, Alois A1 - Elger, Gordon ED - Klein, Cornel ED - Jarke, Matthias ED - Ploeg, Jeroen ED - Helfert, Markus ED - Berns, Karsten ED - Gusikhin, Oleg T1 - Intelligent Roadside Infrastructure for Connected Mobility T2 - Smart Cities, Green Technologies, and Intelligent Transport Systems: 11th International Conference, SMARTGREENS 2022 and 8th International Conference, VEHITS 2022: Revised Selected Papers UR - https://doi.org/10.1007/978-3-031-37470-8_6 Y1 - 2023 UR - https://doi.org/10.1007/978-3-031-37470-8_6 UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-41761 SN - 978-3-031-37470-8 SN - 1865-0937 SP - 134 EP - 157 PB - Springer CY - Cham ER - TY - CHAP A1 - Rothmeier, Thomas A1 - Dal Vesco Hoger, Mayara A1 - Nassu, Bogdan Tomoyuki A1 - Huber, Werner A1 - Knoll, Alois T1 - Out of the Box: Weather Augmentation for Enhanced Detection in Bad Visibility Conditions T2 - 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC) UR - https://doi.org/10.1109/ITSC58415.2024.10919529 Y1 - 2025 UR - https://doi.org/10.1109/ITSC58415.2024.10919529 SN - 979-8-3315-0592-9 SP - 1410 EP - 1417 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Reway, Fabio A1 - Hoffmann, Abdul A1 - Wachtel Granado, Diogo A1 - Huber, Werner A1 - Knoll, Alois A1 - Parente Ribeiro, Eduardo T1 - Test Method for Measuring the Simulation-to-Reality Gap of Camera-based Object Detection Algorithms for Autonomous Driving T2 - 2020 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV47402.2020.9304567 KW - Roads KW - Cameras KW - Rain KW - Object detection KW - Software KW - Sensors KW - Testing Y1 - 2021 UR - https://doi.org/10.1109/IV47402.2020.9304567 SN - 978-1-7281-6673-5 SP - 1249 EP - 1256 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Segler, Christoph A1 - Kugele, Stefan A1 - Knoll, Alois T1 - Context Discovery for Personalised Automotive Functions T2 - The 2019 IEEE Intelligent Transportation Systems Conference - ITSC UR - https://doi.org/10.1109/ITSC.2019.8917161 KW - sensors KW - automotive engineering KW - machine learning KW - feature extraction KW - machine learning algorithms KW - correlations Y1 - 2019 UR - https://doi.org/10.1109/ITSC.2019.8917161 SN - 978-1-5386-7024-8 SP - 2470 EP - 2476 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Segler, Christoph A1 - Kugele, Stefan A1 - Obergfell, Philipp A1 - Osman, Mohd Hafeez A1 - Shafaei, Sina A1 - Sax, Eric A1 - Knoll, Alois T1 - Anomaly Detection for Advanced Driver Assistance Systems Using Online Feature Selection T2 - 2019 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IVS.2019.8814175 Y1 - 2019 UR - https://doi.org/10.1109/IVS.2019.8814175 SN - 978-1-7281-0560-4 SP - 578 EP - 585 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Gerostathopoulos, Ilias A1 - Kugele, Stefan A1 - Segler, Christoph A1 - Bureš, Tomáš A1 - Knoll, Alois T1 - Automated Trainability Evaluation for Smart Software Functions T2 - Proceedings: 2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE 2019) UR - https://doi.org/10.1109/ASE.2019.00096 KW - trainability KW - smart software functions KW - continuous deployment Y1 - 2019 UR - https://doi.org/10.1109/ASE.2019.00096 SN - 978-1-7281-2508-4 SN - 2643-1572 SP - 998 EP - 1001 PB - IEEE CY - Los Alamitos ER - TY - CHAP A1 - Obergfell, Philipp A1 - Kugele, Stefan A1 - Segler, Christoph A1 - Knoll, Alois A1 - Sax, Eric T1 - Continuous Software Engineering of Innovative Automotive Functions BT - an Industrial Perspective T2 - Proceedings: 2019 IEEE International Conference on Software Architecture Companion, ICSA-C 2019 UR - https://doi.org/10.1109/ICSA-C.2019.00030 KW - automotive KW - agile KW - process KW - continuous integration KW - continuous delivery Y1 - 2019 UR - https://doi.org/10.1109/ICSA-C.2019.00030 SN - 978-1-7281-1876-5 SP - 127 EP - 128 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Segler, Christoph A1 - Kugele, Stefan A1 - Obergfell, Philipp A1 - Osman, Mohd Hafeez A1 - Shafaei, Sina A1 - Sax, Eric A1 - Knoll, Alois T1 - Evaluation of feature selection for anomaly detection in automotive E/E architectures T2 - Proceedings: 2019 IEEE/ACM 41st International Conference on Software Engineering: Companion Proceedings: ICSE-Companion 2019 UR - https://doi.org/10.1109/ICSE-Companion.2019.00104 KW - feature selection KW - anomaly detection KW - automotive KW - E/E architecture Y1 - 2019 UR - https://doi.org/10.1109/ICSE-Companion.2019.00104 SN - 978-1-7281-1764-5 SN - 2574-1934 SP - 260 EP - 261 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Song, Rui A1 - Hegde, Anupama A1 - Senel, Numan A1 - Knoll, Alois A1 - Festag, Andreas T1 - Edge-Aided Sensor Data Sharing in Vehicular Communication Networks T2 - 2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring) Proceedings UR - https://doi.org/10.1109/VTC2022-Spring54318.2022.9860849 KW - sensor data sharing and fusion KW - cooperative perception KW - vehicular communication KW - distributed estimation KW - measurement noise Y1 - 2022 UR - https://doi.org/10.1109/VTC2022-Spring54318.2022.9860849 SN - 978-1-6654-8243-1 SN - 2577-2465 PB - IEEE CY - Piscataway (NJ) ER - TY - CHAP A1 - Dirndorfer, Tobias A1 - Botsch, Michael A1 - Knoll, Alois T1 - Model-based analysis of sensor-noise in predictive passive safety algorithms T2 - The 22nd ESV Conference Proceedings Y1 - 2011 UR - https://www-esv.nhtsa.dot.gov/Proceedings/22/isv7/main.htm PB - NHTSA CY - Washington, D.C. ER - TY - CHAP A1 - Shafaei, Sina A1 - Kugele, Stefan A1 - Osman, Mohd Hafeez A1 - Knoll, Alois ED - Gallina, Barbara ED - Skavhaug, Amund ED - Schoitsch, Erwin ED - Bitsch, Friedemann T1 - Uncertainty in Machine Learning: A Safety Perspective on Autonomous Driving T2 - Computer Safety, Reliability, and Security UR - https://doi.org/10.1007/978-3-319-99229-7_39 KW - artificial intelligence KW - uncertainty KW - safety Y1 - 2018 UR - https://doi.org/10.1007/978-3-319-99229-7_39 SN - 978-3-319-99228-0 SN - 978-3-319-99229-7 SN - 0302-9743 SN - 1611-3349 SP - 458 EP - 464 PB - Springer CY - Cham ER - TY - CHAP A1 - Shafaei, Sina A1 - Müller, Fabian A1 - Salzmann, Tim A1 - Hashemi Farzaneh, Morteza A1 - Kugele, Stefan A1 - Knoll, Alois T1 - Context Prediction Architectures in Next Generation of Intelligent Cars T2 - 2018 IEEE Intelligent Transportation Systems Conference UR - https://doi.org/10.1109/ITSC.2018.8569617 KW - Automobiles KW - Software KW - Automotive engineering KW - Computer architecture KW - Informatics KW - Context-aware services Y1 - 2018 UR - https://doi.org/10.1109/ITSC.2018.8569617 SN - 978-1-7281-0323-5 SP - 2923 EP - 2930 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Song, Rui A1 - Zhou, Liguo A1 - Lakshminarasimhan, Venkatnarayanan A1 - Festag, Andreas A1 - Knoll, Alois T1 - Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS T2 - 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC) KW - Training KW - Deep learning KW - Data privacy KW - Federated learning KW - Roads KW - Computational modeling KW - Data models Y1 - 2022 SN - 978-1-6654-6880-0 SP - 3502 EP - 3508 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Hashemi Farzaneh, Morteza A1 - Kugele, Stefan A1 - Knoll, Alois T1 - A graphical modeling tool supporting automated schedule synthesis for time-sensitive networking T2 - 2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation UR - https://doi.org/10.1109/ETFA.2017.8247599 Y1 - 2017 UR - https://doi.org/10.1109/ETFA.2017.8247599 SN - 978-1-5090-6505-9 SN - 1946-0759 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Kugele, Stefan A1 - Cebotari, Vadim A1 - Gleirscher, Mario A1 - Hashemi Farzaneh, Morteza A1 - Segler, Christoph A1 - Shafaei, Sina A1 - Vögel, Hans-Jörg A1 - Bauer, Fridolin A1 - Knoll, Alois A1 - Marmsoler, Diego A1 - Michel, Hans-Ulrich ED - Eibl, Maximilian ED - Gaedke, Martin T1 - Research Challenges for a Future-Proof E/E Architecture: A Project Statement T2 - INFORMATIK 2017 UR - https://doi.org/10.18420/in2017_146 KW - automotive KW - safety assurance KW - service-oriented architectures KW - communication KW - timesensitive network KW - deep learning KW - machine learning KW - artificial intelligence Y1 - 2017 UR - https://doi.org/10.18420/in2017_146 SN - 978-3-88579-669-5 SP - 1463 EP - 1474 PB - Gesellschaft für Informatik CY - Bonn ER - TY - CHAP A1 - Rothmeier, Thomas A1 - Huber, Werner A1 - Knoll, Alois T1 - Time to Shine: Fine-Tuning Object Detection Models with Synthetic Adverse Weather Images T2 - Proceedings, 2024 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2024 UR - https://doi.org/10.1109/WACV57701.2024.00439 Y1 - 2024 UR - https://doi.org/10.1109/WACV57701.2024.00439 SN - 979-8-3503-1892-0 N1 - Zu dieser Veröffentlichung existiert eine frei zugängliche Version: https://openaccess.thecvf.com/content/WACV2024/papers/Rothmeier_Time_To_Shine_Fine-Tuning_Object_Detection_Models_With_Synthetic_Adverse_WACV_2024_paper.pdf SP - 4435 EP - 4444 PB - IEEE CY - Los Alamitos ER - TY - CHAP A1 - Song, Rui A1 - Lyu, Lingjuan A1 - Jiang, Wei A1 - Festag, Andreas A1 - Knoll, Alois T1 - V2X-Boosted Federated Learning for Cooperative Intelligent Transportation Systems with Contextual Client Selection T2 - CoPerception: Collaborative Perception and Learning, ICRA 2023 workshop Y1 - 2023 UR - https://drive.google.com/file/d/1-OQAeNryd7-lksCTuWnhhyydpFSnw5On/view?usp=share_link ER - TY - CHAP A1 - Nair, Saasha A1 - Shafaei, Sina A1 - Kugele, Stefan A1 - Osman, Mohd Hafeez A1 - Knoll, Alois ED - Espinoza, Huáscar ED - ÓhÉigeartaigh, Seán S. ED - Huang, Xiaowei ED - Hernández-Orallo, José ED - Castillo-Effen, Mauricio T1 - Monitoring Safety of Autonomous Vehicles with Crash Prediction Network T2 - Proceedings of the AAAI Workshop on Artificial Intelligence Safety 2019, co-located with the Thirty-Third AAAI Conference on Artificial Intelligence 2019 (AAAI 2019) Y1 - 2019 UR - https://ceur-ws.org/Vol-2301/ PB - RWTH Aachen CY - Aachen ER -