Prof. Dr. Jörg Hähner

Full Professor
Lehrstuhl für Organic Computing
Phone: +49 821 598 69250
Email:
Room: 2048 (W)
Opening hours: On appointment
Address: Am Technologiezentrum 8, 86159 Augsburg

 

 

 

Curriculum/Vitae

since 01/2012 Full Professor, Chair for Organic Computing, Universität Augsburg
2006-2011 Assistant Professor for Organic Computing, Leibniz-Universität Hannover
2001-2006 Scientific Staff, Institute for Parallel and Distributed Systems, Universität Stuttgart
1996-2001 Computer Science, Dipl.-Inform., TU Darmstadt

 

Research foci

Courses / teaching

(applied filters: semester: WS 2019/20 | institute: Organic Computing | lecturers: Jörg Hähner | course types: Vorlesung, Vorlesung + Übung, Seminar, Oberseminar, Praktikum)
name semester type
No courses available.

Publications

2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 | 2003 | 2002

2023

Henning Cui, Markus Görlich-Bucher, Lukas Rosenbauer, Jörg Hähner and Daniel Gerber. 2023. A concept for optimizing motor control parameters using Bayesian optimization. DOI: 10.5220/0012093700003543
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Markus Görlich-Bucher, Michael Heider, Tobias Ciemala and Jörg Hähner. 2023. A decision-theoretic approach for prioritizing maintenance activities in organic computing systems. DOI: 10.1007/978-3-031-42785-5_3
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Architecture of Computing Systems: 36th International Conference, ARCS 2023, Athens, Greece, June 13–15, 2023, Proceedings. Edited by Georgios Goumas, Sven Tomforde, Jürgen Brehm, Stefan Wildermann, Thilo Pionteck.

Helena Stegherr, Leopold Luley, Jonathan Wurth, Michael Heider and Jörg Hähner. 2023. A framework for modular construction and evaluation of metaheuristics.
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Michael Heider, David Pätzel, Helena Stegherr and Jörg Hähner. 2023. A metaheuristic perspective on learning classifier systems. DOI: 10.1007/978-981-19-3888-7_3
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Michael Heider, Helena Stegherr, Richard Nordsieck and Jörg Hähner. 2023. Assessing model requirements for explainable AI: a template and exemplary case study. DOI: 10.1162/artl_a_00414
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Helena Stegherr, Michael Heider and Jörg Hähner. 2023. Assisting convergence behaviour characterisation with unsupervised clustering. DOI: 10.5220/0012202100003595
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Michael Heider, Helena Stegherr, David Pätzel, Roman Sraj, Jonathan Wurth, Benedikt Volger and Jörg Hähner. 2023. Discovering rules for rule-based machine learning with the help of novelty search. DOI: 10.1007/s42979-023-02198-x
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Henning Cui, Andreas Margraf and Jörg Hähner. 2023. Equidistant Reorder operator for Cartesian Genetic Programming. DOI: 10.5220/0012174100003595
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Daniel Gerber, Lukas Rosenbauer, Pia Lindner, Johannes Maier, Anthony Stein and Jörg Hähner. 2023. Evolutionary touch filter chain calibration. DOI: 10.1007/s42979-022-01375-8
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Jonathan Wurth, Helena Stegherr, Michael Heider, Leopold Luley and Jörg Hähner. 2023. Fast, flexible, and fearless: a rust framework for the modular construction of metaheuristics. DOI: 10.1145/3583133.3596335
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Andreas Margraf, Henning Cui, Stefan Baumann and Jörg Hähner. 2023. Filter evolution using Cartesian genetic programming for time series anomaly detection. DOI: 10.5220/0012210700003595
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Neele Kemper, Michael Heider, Dirk Pietruschka and Jörg Hähner. in press. Forecasting of residential unit's heat demands: a comparison of machine learning techniques in a real-world case study. DOI: 10.1007/s12667-023-00579-y
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Andreas Margraf, Henning Cui, Simon Heimbach, Jörg Hähner, Steffen Geinitz and Stephan Rudolph. 2023. Model-driven optimisation of monitoring system configurations for batch production. DOI: 10.5220/0011688900003402
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Lukas Meitz, Michael Heider, Thorsten Schöler and Jörg Hähner. 2023. On data-preprocessing for effective predictive maintenance on multi-purpose machines. DOI: 10.5220/0012146700003541
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Markus Görlich-Bucher, Michael Heider and Jörg Hähner. 2023. Predicting physical disturbances in organic computing systems using automated machine learning. DOI: 10.1007/978-3-031-42785-5_4
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Architecture of Computing Systems: 36th International Conference, ARCS 2023, Athens, Greece, June 13–15, 2023, Proceedings. Edited by Georgios Goumas, Sven Tomforde, Jürgen Brehm, Stefan Wildermann, Thilo Pionteck.

Michael Heider, Helena Stegherr, Roman Sraj, David Pätzel, Jonathan Wurth and Jörg Hähner. 2023. SupRB in the context of rule-based machine learning methods: a comparative study. DOI: 10.1016/j.asoc.2023.110706
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David Pätzel, Michael Heider and Jörg Hähner. 2023. Towards principled synthetic benchmarks for explainable rule set learning algorithms. DOI: 10.1145/3583133.3596416
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Tobias Wittmeir, Michael Heider, André Schweiger, Michaela Krä, Jörg Hähner, Johannes Schilp and Joachim Berlak. 2023. Towards robustness of production planning and control against supply chain disruptions. DOI: 10.15488/13425
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Henning Cui, Andreas Margraf, Michael Heider and Jörg Hähner. 2023. Towards understanding crossover for Cartesian Genetic Programming. DOI: 10.5220/0012231400003595
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Henning Cui, David Pätzel, Andreas Margraf and Jörg Hähner. 2023. Weighted mutation of connections to mitigate search space limitations in Cartesian Genetic Programming. DOI: 10.1145/3594805.3607130
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2022

Richard Nordsieck, Michael Heider, Anton Hummel and Jörg Hähner. 2022. A closer look at sum-based embeddings for knowledge graphs containing procedural knowledge.
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2022. A germinal center artificial immune system for black box test selection. DOI: 10.1007/s42979-022-01474-6
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Lukas Rosenbauer, David Pätzel, Anthony Stein and Jörg Hähner. 2022. A learning classifier system for automated test case prioritization and selection. DOI: 10.1007/s42979-022-01255-1
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Correction: 01.09.2022 https://doi.org/10.1007/s42979-022-01352-1

Maximilian Gruber, Wenzel Baron Pilar von Pilchau, Varun Gowtham, Nikolaos-Stefanos Koutrakis, Nicolas Schonborn, Sascha Eichstadt, Jörg Hähner, Marius-Iulian Corici, Thomas Magedanz, Julian Polte and Eckart Uhlmann. 2022. Application of uncertainty-aware sensor fusion in physical sensor networks. DOI: 10.1109/i2mtc48687.2022.9806580
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Michael Heider, Helena Stegherr, David Pätzel, Roman Sraj, Jonathan Wurth, Benedikt Volger and Jörg Hähner. 2022. Approaches for rule discovery in a learning classifier system. DOI: 10.5220/0011542000003332
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Helena Stegherr, Michael Heider and Jörg Hähner. 2022. Classifying metaheuristics: towards a unified multi-level classification system. DOI: 10.1007/s11047-020-09824-0
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Jonathan Wurth, Michael Heider, Helena Stegherr, Roman Sraj and Jörg Hähner. 2022. Comparing different metaheuristics for model selection in a supervised learning classifier system. DOI: 10.1145/3520304.3529015
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Nikolaos-Stefanos Koutrakis, Varun Gowtham, Wenzel Baron Pilar von Pilchau, Thomas Josef Jung, Julian Polte, Jörg Hähner, Marius-Iulian Corici, Thomas Magedanz and Eckart Uhlmann. 2022. Harmonization of heterogeneous asset administration shells. DOI: 10.1016/j.procir.2022.04.016
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Wenzel Baron Pilar von Pilchau, Anthony Stein and Jörg Hähner. 2022. Interpolated experience replay for continuous environments. DOI: 10.5220/0011326900003332
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Michael Heider, Helena Stegherr, Jonathan Wurth, Roman Sraj and Jörg Hähner. 2022. Investigating the impact of independent rule fitnesses in a learning classifier system. DOI: 10.1007/978-3-031-21094-5_11
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Published in: Bioinspired Optimization Methods and Their Applications: 10th International Conference, BIOMA 2022, Maribor, Slovenia, November 17–18, 2022, Proceedings. Edited by Marjan Mernik, Tome Eftimov, Matej Črepinšek

Henning Cui, Andreas Margraf and Jörg Hähner. 2022. Refining mutation variants in Cartesian genetic programming. DOI: 10.1007/978-3-031-21094-5_14
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Published in: Bioinspired Optimization Methods and Their Applications: 10th International Conference, BIOMA 2022, Maribor, Slovenia, November 17–18, 2022, Proceedings. Edited by Marjan Mernik, Tome Eftimov, Matej Črepinšek

Richard Nordsieck, Michael Heider, Alwin Hoffmann and Jörg Hähner. 2022. Reliability-based aggregation of heterogeneous knowledge to assist operators in manufacturing. DOI: 10.1109/icsc52841.2022.00027
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Wenzel Pilar von Pilchau, Anthony Stein and Jörg Hähner. 2022. Semi-model-based reinforcement learning in organic computing systems. DOI: 10.1007/978-3-031-21867-5_16
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Michael Heider, Helena Stegherr, Jonathan Wurth, Roman Sraj and Jörg Hähner. 2022. Separating rule discovery and global solution composition in a learning classifier system. DOI: 10.1145/3520304.3529014
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David Pätzel and Jörg Hähner. 2022. The Bayesian learning classifier system: implementation, replicability, comparison with XCSF. DOI: 10.1145/3512290.3528736
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Richard Nordsieck, Michael Heider, Anton Hummel, Alwin Hoffmann and Jörg Hähner. 2022. Towards models of conceptual and procedural operator knowledge.
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Markus Görlich-Bucher and Jörg Hähner. 2022. XCSF under limited supervision. DOI: 10.1145/3520304.3534046
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2021

Richard Sailer and Jörg Hähner. 2021. A comprehensive evaluation of different approaches to tunnelling over multiple paths. DOI: 10.1109/lcn52139.2021.9524943
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2021. A genetic algorithm for HMI test infrastructure fine tuning. DOI: 10.5220/0010512803670374
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2021. A germinal centre artificial immune system for software test suite reduction.
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V. Gowtham, A. Willner, Wenzel Baron Pilar von Pilchau, Jörg Hähner, M. Riedl, N.-S. Koutrakis, J. Polte, E. Uhlmann, J. Tayub and V. Frey. 2021. A reference architecture enabling sensor networks based on homogeneous AASs. DOI: 10.51202/9783181023921-5
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2021. An artificial immune system for black box test case selection. DOI: 10.1007/978-3-030-72904-2_11
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Lukas Rosenbauer, Johannes Maier, Daniel Gerber, Anthony Stein and Jörg Hähner. 2021. An evolutionary calibration approach for touch interface filter chains. DOI: 10.5220/0010512900290038
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Lukas Rosenbauer, David Pätzel, Anthony Stein and Jörg Hähner. 2021. An organic computing system for automated testing. DOI: 10.1007/978-3-030-81682-7_9
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Helena Stegherr and Jörg Hähner. 2021. Analysing metaheuristic components.
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Andreas Wiedholz, Michael Heider, Richard Nordsieck, Andreas Angerer, Simon Dietrich and Jörg Hähner. 2021. CAD-based grasp and motion planning for process automation in fused deposition modelling. DOI: 10.5220/0010571204500458
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M. Gruber, S. Eichstädt, Wenzel Baron Pilar von Pilchau, Jörg Hähner, V. Gowtham, A. Willner, N. Koutrakis, J. Polte and M. Riedl. 2021. D2.2 Uncertainty-aware sensor fusion in sensor networks. DOI: 10.5162/smsi2021/d2.2
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Helena Stegherr, Michael Heider, Leopold Luley and Jörg Hähner. 2021. Design of large-scale metaheuristic component studies. DOI: 10.1145/3449726.3463168
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Richard Sailer and Jörg Hähner. 2021. Flow-aware Low-Latency Multipath Tunnelling. DOI: 10.1109/lcn52139.2021.9525025
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Richard Sailer and Jörg Hähner. 2021. HTMT: High-Throughput Multipath Tunnelling for asymmetric paths. DOI: 10.23919/ifipnetworking52078.2021.9472781
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Richard Nordsieck, Michael Heider, Anton Winschel and Jörg Hähner. 2021. Knowledge extraction via decentralized knowledge graph aggregation. DOI: 10.1109/icsc50631.2021.00024
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Michael Heider, Richard Nordsieck and Jörg Hähner. 2021. Learning classifier systems for self-explaining socio-technical-systems.
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Wenzel Baron Pilar von Pilchau, Anthony Stein and Jörg Hähner. 2021. Synthetic experiences for accelerating DQN performance in discrete non-deterministic environments. DOI: 10.3390/a14080226
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Lukas Rosenbauer, David Pätzel, Anthony Stein and Jörg Hähner. 2021. Transfer learning for automated test case prioritization using XCSF. DOI: 10.1007/978-3-030-72699-7_43
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2020

Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2020. A germinal center artificial immune system for software test suite reduction.
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Wenzel Baron Pilar von Pilchau, Varun Gowtham, Maximilian Gruber, Matthias Riedl, Nikolaos-Stefanos Koutrakis, Jawad Tayyub, Jörg Hähner, Sascha Eichstädt, Eckart Uhlmann, Julian Polte, Volker Frey and Alexander Willner. 2020. An architectural design for measurement uncertainty evaluation in cyber-physical systems. DOI: 10.15439/2020f203
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2020. An artificial immune system for adaptive test selection. DOI: 10.1109/ssci47803.2020.9308528
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Wenzel Baron Pilar von Pilchau, Anthony Stein and Jörg Hähner. 2020. Bootstrapping a DQN replay memory with synthetic experiences. DOI: 10.5220/0010107904040411
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Richard Nordsieck, Michael Heider, Andreas Angerer and Jörg Hähner. 2020. Evaluating the effect of user-given guiding attention on the learning process. DOI: 10.1109/acsos49614.2020.00044
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Lukas Rosenbauer, Anthony Stein and Jörg Hähner. 2020. Generic approaches for parallel rule matching in learning classifier systems. DOI: 10.1145/3377929.3398102
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Lukas Rosenbauer, Anthony Stein, Helena Stegherr and Jörg Hähner. 2020. Metaheuristics for the minimum set cover problem: a comparison. DOI: 10.5220/0010019901230130
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Michael Heider, David Pätzel and Jörg Hähner. 2020. SupRB: a supervised rule-based learning system for continuous problems.
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Michael Heider, David Pätzel and Jörg Hähner. 2020. Towards a Pittsburgh-style LCS for learning manufacturing machinery parametrizations. DOI: 10.1145/3377929.3389963
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Andreas Margraf, Jörg Hähner, Philipp Braml and Steffen Geinitz. 2020. Towards self-adaptive defect classification in industrial monitoring. DOI: 10.5220/0009893003180327
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Lukas Rosenbauer, Anthony Stein, Roland Maier, David Pätzel and Jörg Hähner. 2020. XCS as a reinforcement learning approach to automatic test case prioritization. DOI: 10.1145/3377929.3398128
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Anthony Stein, Roland Maier, Lukas Rosenbauer and Jörg Hähner. 2020. XCS classifier system with experience replay. DOI: 10.1145/3377930.3390249
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Lukas Rosenbauer, Anthony Stein, David Pätzel and Jörg Hähner. 2020. XCSF for automatic test case prioritization. DOI: 10.5220/0010105700490058
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Lukas Rosenbauer, Anthony Stein, David Pätzel and Jörg Hähner. 2020. XCSF with experience replay for automatic test case prioritization. DOI: 10.1109/ssci47803.2020.9308379
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2019

David Pätzel, Anthony Stein and Jörg Hähner. 2019. A survey of formal theoretical advances regarding XCS. DOI: 10.1145/3319619.3326848
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Stefan Rudolph, Sven Tomforde and Jörg Hähner. 2019. Mutual influence-aware runtime learning of self-adaptation behavior. DOI: 10.1145/3345319
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Helena Stegherr, Anthony Stein and Jörg Hähner. 2019. Parallel chemical reaction optimization for utilization in intelligent RNA prediction systems.
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Julius Brandl, Nicolas Breinl, Maximilian Demmler, Lukas Hartmann, Jörg Hähner and Anthony Stein. 2019. Reducing search space of genetic algorithms for fast black box attacks on image classifiers. DOI: 10.1007/978-3-030-30179-8_9
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Richard Nordsieck, Michael Heider, Andreas Angerer and Jörg Hähner. 2019. Towards automated parameter optimisation of machinery by persisting expert knowledge. DOI: 10.5220/0007953204060413
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Markus Görlich, Anthony Stein and Jörg Hähner. 2019. Towards physical disturbance robustness in organic computing systems using MOMDPs.
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2018

Anthony Stein, Sven Tomforde, Ada Diaconescu, Jörg Hähner and Christian Muller-Schloer. 2018. A concept for proactive knowledge construction in self-learning autonomous systems. DOI: 10.1109/fas-w.2018.00048
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David Pätzel and Jörg Hähner. 2018. An algebraic description of XCS. DOI: 10.1145/3205651.3208248
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Anthony Stein, Andreas Margraf, Jürgen Moroskow, Steffen Geinitz and Jörg Hähner. 2018. Toward an organic computing approach to automated design of processing pipelines.
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Anthony Stein, Andreas Margraf, Jürgen Moroskow, Steffen Geinitz and Jörg Hähner. 2018. Toward an organic computing approach to automated design of processing ppelines.
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Anthony Stein, Simon Menssen and Jörg Hähner. 2018. What about interpolation? A radial basis function approach to classifier prediction modeling in XCSF. DOI: 10.1145/3205455.3205599
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Anthony Stein, Simon Menssen and Jörg Hähner. 2018. What about interpolation?: a radial basis function approach to classifier prediction modeling in XCSF. DOI: 10.1145/3205455.3205599
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2017

Matthias Sommer and Jörg Hähner. 2017. Adapting signal timings to automated incident alarms within a self-organised traffic control system. DOI: 10.5220/0006295602030210
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Andreas Margraf, Anthony Stein, Leonhard Engstler, Steffen Geinitz and Jörg Hähner. 2017. An evolutionary learning approach to self-configuring image pipelines in the context of carbon fiber fault detection. DOI: 10.1109/icmla.2017.0-165
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Sarah Edenhofer, Youssef Madkour, Anthony Stein, Christopher Stifter and Jörg Hähner. 2017. Bottom-up norm creation in open distributed computing grids by means of eXtended classifier systems.
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Sarah Edenhofer, Sven Tomforde, Darius Fischer, Jörg Hähner, Florian Menzel and Sebastian von Mammen. 2017. Decentralised trust-management inspired by ant pheromones. DOI: 10.1504/ijmndi.2017.082804
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Anthony Stein, Dominik Rauh, Sven Tomforde and Jörg Hähner. 2017. Interpolation in the eXtended classifier system: an architectural perspective. DOI: 10.1016/j.sysarc.2017.01.010
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Matthias Sommer and Jörg Hähner. 2017. Learning classifier systems for road traffic congestion detection. DOI: 10.5220/0006214101420150
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Anthony Stein, Stephan Rudolph, Sven Tomforde and Jörg Hähner. 2017. Self-learning smart cameras - harnessing the generalization capability of XCS. DOI: 10.5220/0006512101290140
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Christian Heintz, Moritz Grunwald, Sarah Edenhofer, Jörg Hähner and Sebastian von Mammen. 2017. The game of flow - cellular automaton-based fluid simulation for realtime interaction. DOI: 10.1145/3139131.3143415
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Anthony Stein, Roland Maier and Jörg Hähner. 2017. Toward curious learning classifier systems: combining XCS with active learning concepts. DOI: 10.1145/3067695.3082488
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2016

Jörg Hähner, Sebastian von Mammen, Sabine Timpf, Sven Tomforde, Bernhard Sick, Kurt Geihs, Gerd Stumme, Gerrit Hornung and Thilo Goeble. 2016. "Know thyselves" - computational self-reflection in collective technical systems.
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Stefan Rudolph, Sven Tomforde and Jörg Hähner. 2016. A mutual influence-based learning algorithm. DOI: 10.5220/0005697001810189
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2016. An Organic Computing Approach to Resilient Traffic Management. DOI: 10.1007/978-3-319-25808-9_7
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Sebastian von Mammen, Sven Tomforde and Jörg Hähner. 2016. An organic computing approach to self-organizing robot ensembles. DOI: 10.3389/frobt.2016.00067
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Matthias Sommer and Jörg Hähner. 2016. Anticipatory Adaptation of Signalisation Based on Traffic Flow Forecasts within a Self-organised Traffic Control System. DOI: 10.1051/matecconf/20168103006
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Anthony Stein, Dominik Rauh, Sven Tomforde and Jörg Hähner. 2016. Augmenting the algorithmic structure of XCS by means of interpolation. DOI: 10.1007/978-3-319-30695-7_26
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Sarah Edenhofer, Christopher Stifter, Youssef Madkour, Sven Tomforde, Jan Kantert, Christian Müller-Schloer and Jörg Hähner. 2016. Bottom-Up Norm Adjustment in Open, Heterogeneous Agent Societies. DOI: 10.1109/fas-w.2016.21
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Jörg Hähner, Klement Streit and Sven Tomforde. 2016. Cellular traffic offloading through network-assisted ad-hoc routing in cellular networks. DOI: 10.1109/iscc.2016.7543783
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Stefan Rudolph, Rainer Hihn, Sven Tomforde and Jörg Hähner. 2016. Comparison of Dependency Measures for the Detection of Mutual Influences in Organic Computing Systems. DOI: 10.1007/978-3-319-30695-7_25
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Sarah Edenhofer, Christopher Stifter, Sven Tomforde, Jan Kantert, Christian Müller-Schloer and Jörg Hähner. 2016. Comparison of surveillance strategies to identify undesirable behaviour in multi-agent systems. DOI: 10.5220/0005679201320140
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Jan Kantert, Sven Tomforde, Melanie Kauder, Richard Scharrer, Sarah Edenhofer, Jörg Hähner and Christian Müller-Schloer. 2016. Controlling Negative Emergent Behavior by Graph Analysis at Runtime. DOI: 10.1145/2890507
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Anthony Stein, Sven Tomforde, Dominik Rauh and Jörg Hähner. 2016. Dealing with unforeseen situations in the context of self-adaptive urban traffic control: how to bridge the gap. DOI: 10.1109/icac.2016.20
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Stefan Rudolph, Sebastian von Mammen, Johannes Jungbluth and Jörg Hähner. 2016. Design and Evaluation of an Extended Learning Classifier-Based StarCraft Micro AI. DOI: 10.1007/978-3-319-31204-0_43
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Matthias Sommer, Anthony Stein and Jörg Hähner. 2016. Ensemble time series forecasting with XCSF. DOI: 10.1109/saso.2016.25
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2016. Forecast-augmented Route Guidance in Urban Traffic Networks based on Infrastructure Observations. DOI: 10.5220/0005741901770186
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Anthony Stein, Christian Eymüller, Dominik Rauh, Sven Tomforde and Jörg Hähner. 2016. Interpolation-based classifier generation in XCSF. DOI: 10.1109/cec.2016.7744296
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Matthias Sommer, Anthony Stein and Jörg Hähner. 2016. Local ensemble weighting in the context of time series forecasting using XCSF. DOI: 10.1109/ssci.2016.7849974
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Stefan Rudolph, Jan Kantert, Uwe Jaenen, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2016. Measuring Self-Organisation Processes in Smart Camera Networks.
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Jan Kantert, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2016. Normative control: controlling open distributed systems with autonomous entities. DOI: 10.1007/978-3-319-29201-4_4
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Matthias Sommer, Michael Klink, Sven Tomforde and Jörg Hähner. 2016. Predictive Load Balancing in Cloud Computing Environments Based on Ensemble Forecasting. DOI: 10.1109/icac.2016.16
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Gerrit Anders, Hella Seebach, Jan-Philipp Steghöfer, Wolfgang Reif, Elisabeth André, Jörg Hähner, Christian Müller-Schloer and Theo Ungerer. 2016. The social concept of trust as enabler for robustness in open self-organising systems. DOI: 10.1007/978-3-319-29201-4_1
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Henner Heck, Stefan Rudolph, Christian Gruhl, Arno Wacker, Jörg Hähner, Bernhard Sick and Sven Tomforde. 2016. Towards Autonomous Self-Tests at Runtime. DOI: 10.1109/fas-w.2016.32
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Sarah Edenhofer, Sven Tomforde, Jan Kantert, Lukas Klejnowski, Yvonne Bernard, Jörg Hähner and Christian Müller-Schloer. 2016. Trust communities: an open, self-organised social infrastructure of autonomous agents. DOI: 10.1007/978-3-319-29201-4_5
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Wolfgang Reif, Gerrit Anders, Hella Seebach, Jan-Philipp Steghöfer, Elisabeth André, Jörg Hähner, Christian Müller-Schloer and Theo Ungerer (Ed.). 2016. Trustworthy open self-organising systems. DOI: 10.1007/978-3-319-29201-4
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2015

Stefan Rudolph, Sven Tomforde, Bernhard Sick and Jörg Hähner. 2015. A Mutual Influence Detection Algorithm for Systems with Local Performance Measurement. DOI: 10.1109/saso.2015.23
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2015. A Systematic Study on Forecasting of Traffic Flows with Artificial Neural Networks.
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Christian Gruhl, Bernhard Sick, Arno Wacker, Sven Tomforde and Jörg Hähner. 2015. A building block for awareness in technical systems: Online novelty detection and reaction with an application in intrusion detection. DOI: 10.1109/icawst.2015.7314046
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Sarah Edenhofer, Christopher Stifter, Uwe Janen, Jan Kantert, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2015. An Accusation-Based Strategy to Handle Undesirable Behaviour in Multi-agent Systems. DOI: 10.1109/icac.2015.69
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Stefan Rudolph, Sven Tomforde, Bernhard Sick, Henner Heck, Arno Wacker and Jörg Hähner. 2015. An Online Influence Detection Algorithm for Organic Computing Systems.
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Jörg Hähner, Sebastian von Mammen and Sven Tomforde. 2015. Autonomous Self-Integration in Interwoven Systems.
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Sebastian von Mammen, Sarah Edenhofer and Jörg Hähner. 2015. CoSMoS in the Interactive Simulation Curriculum.
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Sven Tomforde, Jan Kantert, Sebastian von Mammen and Jörg Hähner. 2015. Cooperative self-optimisation of network protocol parameters at runtime. DOI: 10.5220/0005520701230130
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Jan Kantert, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2015. Defending Autonomous Agents Against Attacks in Multi-Agent Systems Using Norms. DOI: 10.5220/0005202101490156
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Jan Kantert, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2015. Detecting and Isolating Inconsistently Behaving Agents using an Intelligent Control Loop. DOI: 10.5220/0005548402460253
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Jan Kantert, Henning Spiegelberg, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2015. Distributed Rendering in an Open Self-Organised Trusted Desktop Grid. DOI: 10.1109/icac.2015.66
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2015. Forecast-based Route Recommendations in Organic Traffic Control.
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Jan Kantert, Sergej Wildemann, Georg von Zengen, Sarah Edenhofer, Sven Tomforde, Lars Wolf, Jörg Hähner and Christian Müller-Schloer. 2015. Improving Reliability and Endurance Using End-to-End Trust in Distributed Low-Power Sensor Networks. DOI: 10.1007/978-3-319-16086-3_11
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2015. Learning a Dynamic Re-combination Strategy of Forecast Techniques at Runtime. DOI: 10.1109/icac.2015.70
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Jan Kantert, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2015. Norm-based System Control in Distributed Low-Power Sensor Networks.
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Adnan Al-Anbuky, Stefan Rudolph, Jörg Hähner and Sven Tomforde. 2015. Public Space Ambient Intelligence Systems: Benefits, Approaches and Challenges.
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Jörg Hähner, Uwe Brinkschulte, Paul Lukowicz, Sanaz Mostaghim, Bernhard Sick and Sven Tomforde. 2015. Runtime Self-Integration as Key Challenge for Mastering Interwoven Systems.
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Carsten Grenz, Uwe Jänen, Jonas Winizuk and Jörg Hähner. 2015. Self-Organizing Access-Centric Storage Optimization in Smart Sensor Networks. DOI: 10.1007/978-3-319-25067-0_13
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Stefan Rudolph, Daniel Mayrock, Sven Tomforde and Jörg Hähner. 2015. Startcraft: An Organic Computing Testbed.
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Uwe Jänen, Carsten Grenz, Sarah Edenhofer, Anthony Stein, Jürgen Brehm and Jörg Hähner. 2015. Task execution in distributed smart systems. DOI: 10.1007/978-3-319-23237-9_10
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Sven Tomforde, Klement Streit and Jörg Hähner. 2015. Towards Ad-hoc Device-to-Device Routing in Cellular Networks.
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2014

Sven Tomforde, Jörg Hähner, Sebastian von Mammen, Christian Gruhl, Bernhard Sick and Kurt Geihs. 2014. "Know Thyself" - Computational Self-Reflection in Intelligent Technical Systems. DOI: 10.1109/sasow.2014.25
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Jan Kantert, Hannes Scharf, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2014. A Graph Analysis Approach to Detect Attacks in Multi-agent Systems at Runtime. DOI: 10.1109/saso.2014.20
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Carsten Grenz, Sven Tomforde and Jörg Hähner. 2014. Access-Centric In-Network Storage Optimization in Distributed Sensing Networks. DOI: 10.1007/978-3-319-10807-0_2
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Sarah Edenhofer, Jan Kantert, Lukas Klejnowski, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2014. Advanced Attacks to Trusted Communities in Multi-agent Systems. DOI: 10.1109/sasow.2014.29
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Sven Tomforde, Jörg Hähner, Hella Seebach, Wolfgang Reif, Bernhard Sick, Arno Wacker and Ingo Scholtes. 2014. Engineering and mastering interwoven systems.
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Jan Kantert, Hannes Scharf, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2014. Implementing an adaptive higher level observer in trusted desktop grid to control norms. DOI: 10.5220/0005057902880295
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Jan Kantert, Sebastian Bodelt, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2014. Interactive Simulation of an Open Trusted Desktop Grid System with Visualisation in 3D. DOI: 10.1109/saso.2014.39
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Sven Tomforde, Jörg Hähner and Bernhard Sick. 2014. Interwoven Systems. DOI: 10.1007/s00287-014-0827-z
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Jörg Hähner, Matthias Sommer and Sven Tomforde. 2014. Learning to Predict: Automated Management and Correction of Prediction Techniques for Traffic Flows within a Self-organised Traffic Control System.
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Sven Tomforde, Alexander Ostrovsky and Jörg Hähner. 2014. Load-aware reconfiguration of LTE-antennas dynamic cell-phone network adaptation using organic network control. DOI: 10.5220/0005045102360243
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Sebastian von Mammen, Sven Tomforde, Jörg Hähner, Patrick Lehner, Lukas Forschner, Andreas Hiemer, Mirela Nicola and Patrick Blickling. 2014. OCbotics: An organic computing approach to collaborative robotic swarms. DOI: 10.1109/sis.2014.7011781
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Sebastian von Mammen, Carsten Grenz, Jörg Hähner, Sabine Timpf, Daniel Loebenberger, Stefan Mandl and Oleksandr Kozachuk. 2014. Organic Data: ein sicheres, dezentralisiertes Big Data Konzept.
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Stefan Rudolph, Sarah Edenhofer, Sven Tomforde and Jörg Hähner. 2014. Reinforcement Learning for Coverage Optimization Through PTZ Camera Alignment in Highly Dynamic Environments. DOI: 10.1145/2659021.2659052
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Jan Kantert, Sarah Edenhofer, Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2014. Robust Self-Monitoring in Trusted Desktop Grids for Self-Configuration at Runtime. DOI: 10.1109/sasow.2014.28
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2013

Jörg Hähner, Stefan Rudolph, Sven Tomforde, Dominik Fisch, Bernhard Sick, Nils Kopal and Arno Wacker. 2013. A Concept for Securing Cyber-physical Systems with Organic Computing Techniques.
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Carsten Grenz, Fabian Asam and Jörg Hähner. 2013. Application-independent in-network storage optimization for distributed Smart Camera systems. DOI: 10.1109/icdsc.2013.6778233
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Sven Tomforde, Jörg Hähner and Christian Müller-Schloer. 2013. Incremental Design of Organic Computing Systems - Moving System Design from Design-Time to Runtime. DOI: 10.5220/0004457901850192
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Uwe Jaenen, Henning Spiegelberg, Lars Sommer, Sebastian von Mammen, Jürgen Brehm and Jörg Hähner. 2013. Object tracking as job-scheduling problem. DOI: 10.1109/icdsc.2013.6778211
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2013. Resilient Traffic Management with Organic Computing Techniques.
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Sven Tomforde, Uwe Jänen, Jörg Hähner and Martin Hoffmann. 2013. SmaCCS: Smart Camera Cloud Services - Towards an Intelligent Cloud-based Surveillance System. DOI: 10.5220/0004590902880293
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Matthias Sommer, Sven Tomforde and Jörg Hähner. 2013. Using a Neural Network for Forecasting in an Organic Traffic Control Management System.
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2012

Dominique Dudkowski and Jörg Hähner. 2012. An analytical study of the communication cost of data-centric storage in mobile ad hoc networks. DOI: 10.1016/j.adhoc.2011.07.010
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Carsten Grenz, Uwe Jänen, Jörg Hähner, Colin Kuntzsch, Moritz Menze, David d'Angelo, Manfred Bogen and Eduardo Monari. 2012. CamInSens - demonstration of a distributed smart camera system for in-situ threat detection.
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Christian Becker, Jörg Hähner and Sven Tomforde. 2012. Flexibility in Organic Systems - Remarks on Mechanisms for Adapting System Goals at Runtime. DOI: 10.5220/0004121002870292
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Uwe Jänen, Udo Feuerhake, Tobias Klinger, Daniel Muhle, Jörg Hähner, Monika Sester and Christian Heipke. 2012. QTrajectories: Improving the Quality of Object Tracking Using Self-Organizing Camera Networks.
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Jörg Hähner, Uwe Jänen, Carsten Grenz and Martin Hoffmann. 2012. Selbstorganisierende Smart-Kamera-Systeme. DOI: 10.1007/s00287-012-0594-7
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Holger Prothmann, Sven Tomforde, Johannes Lyda, Jürgen Branke, Jörg Hähner, Christian Müller-Schloer and Hartmut Schmeck. 2012. Self-Organised Routing for Road Networks. DOI: 10.1007/978-3-642-28583-7_5
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Uwe Jänen, Carsten Grenz, Christian Paul and Jörg Hähner. 2012. Using Feed-Forward Neural Networks for Data Association on Multi-Object Tracking Tasks.
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2011

Holger Prothmann, Hartmut Schmeck, Sven Tomforde, J. Lyda, Jörg Hähner, Christian Müller-Schloer and Jürgen Branke. 2011. Decentralised Route Guidance in Organic Traffic Control. DOI: 10.1109/saso.2011.34
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Sven Tomforde, Björn Hurling and Jörg Hähner. 2011. Distributed Network Protocol Parameter Adaptation in Mobile Ad-Hoc Networks. DOI: 10.1007/978-3-642-19539-6_6
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Uwe Jaenen, Matthias Huy, Carsten Grenz, Jörg Hähner and Martin Hoffmann. 2011. Distributed three-dimensional camera alignment in highly-dynamical prioritized observation areas. DOI: 10.1109/icdsc.2011.6042904
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Michael Wittke, Alvaro del Amo Jimenez, Sascha Radike, Carsten Grenz and Jörg Hähner. 2011. ENRA: Event-based network reconfiguration algorithm for Active Camera Networks. DOI: 10.1109/icdsc.2011.6042936
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Björn Hurling, Sven Tomforde, Stefan Rudolph, Jörg Hähner and Christian Müller-Schloer. 2011. Evolving network protocols. DOI: 10.1145/1998582.1998614
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Sven Tomforde, Holger Prothmann, Jürgen Branke, Jörg Hähner, Moez Mnif, Christian Müller-Schloer, Urban Richter and Hartmut Schmeck. 2011. Observation and Control of Organic Systems. DOI: 10.1007/978-3-0348-0130-0_21
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Björn Hurling, Sven Tomforde and Jörg Hähner. 2011. Organic Network Control. DOI: 10.1007/978-3-0348-0130-0_48
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Sven Tomforde and Jörg Hähner. 2011. Organic Network Control: Turning Standard Protocols into Evolving Systems. DOI: 10.4018/978-1-61350-092-7.ch002
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Holger Prothmann, Sven Tomforde, Jürgen Branke, Jörg Hähner, Christian Müller-Schloer and Hartmut Schmeck. 2011. Organic Traffic Control. DOI: 10.1007/978-3-0348-0130-0_28
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Carsten Grenz and Jörg Hähner. 2011. PhD forum: Adaptive storage management in highly heterogeneous Smart Sensor systems. DOI: 10.1109/icdsc.2011.6042949
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Sven Tomforde, Andreas Brameshuber, Jörg Hähner and Christian Müller-Schloer. 2011. Restricted on-line learning in real-world systems. DOI: 10.1109/cec.2011.5949810
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Michael Wittke and Jörg Hähner. 2011. Self-organising Distributed Smart Camera Systems. DOI: 10.1007/978-3-0348-0130-0_47
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Michael Wittke, Carsten Grenz and Jörg Hähner. 2011. Towards Organic Active Vision Systems for Visual Surveillance. DOI: 10.1007/978-3-642-19137-4_17
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2010

Bjoern Hurling, Sven Tomforde and Jörg Hähner. 2010. A Generic Architecture for Restricted On-line Learning of Network Protocol Parameters. DOI: 10.1109/sasow.2010.10
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Martin Hoffmann, Uwe Jänen, Ahmed Fares and Jörg Hähner. 2010. AMiDiViN: basic algorithms for alarm management in distributed vision networks. DOI: 10.1145/1865987.1866011
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Sven Tomforde, Ioannis Zgeras, Jörg Hähner and Christian Müller-Schloer. 2010. Adaptive Control of Sensor Networks. DOI: 10.1007/978-3-642-16576-4_6
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Lukas Klejnowski, Yvonne Bernard, Jörg Hähner and Christian Müller-Schloer. 2010. An Architecture for Trust-Adaptive Agents. DOI: 10.1109/sasow.2010.37
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Sven Tomforde, Björn Hurling and Jörg Hähner. 2010. Dynamic Control of Mobile Ad-hoc Networks – Network Protocol Parameter Adaptation Using Organic Network Control. DOI: 10.5220/0002884900280035
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Jan-Philipp Steghöfer, Florian Nafz, Wolfgang Reif, Yvonne Bernard, Lukas Klejnowski, Jörg Hähner and Christian Müller-Schloer. 2010. Formal Specification and Analysis of Trusted Communities. DOI: 10.1109/sasow.2010.39
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Uwe Janen, Christian Paul, Michael Wittke and Jörg Hähner. 2010. Multi-object tracking using feed-forward neural networks. DOI: 10.1109/socpar.2010.5686086
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Sven Tomforde, Holger Prothmann, Jurgen Branke, Jörg Hähner, Christian Müller-Schloer and Hartmut Schmeck. 2010. Possibilities and limitations of decentralised traffic control systems. DOI: 10.1109/ijcnn.2010.5596886
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Yvonne Bernard, Lukas Klejnowski, Jörg Hähner and Christian Müller-Schloer. 2010. Towards Trust in Desktop Grid Systems. DOI: 10.1109/ccgrid.2010.73
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Yvonne Bernard, Lukas Klejnowski, Jörg Hähner and Christian Müller-Schloer. 2010. Towards Trust in Desktop Grid Systems. DOI: 10.1109/ccgrid.2010.73
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Jan-Philipp Steghöfer, Rolf Kiefhaber, Karin Leichtenstern, Yvonne Bernard, Lukas Klejnowski, Wolfgang Reif, Theo Ungerer, Elisabeth André, Jörg Hähner and Christian Müller-Schloer. 2010. Trustworthy organic computing systems: challenges and perspectives. DOI: 10.1007/978-3-642-16576-4_5
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Lars Friedrichs, Michael Wittke, Jörg Hähner and Martin Hoffmann. 2010. Verfahren zur verteilten Erzeugung miteinander korrelierender Daten.
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2009

Martin Hoffmann, Michael Wittke and Jörg Hähner. 2009. Design and Evaluation of a Notification System for Alarm Management in Distributed Vision Networks. DOI: 10.1109/icdcsw.2009.11
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Sven Tomforde, Emre Cakar and Jörg Hähner. 2009. Dynamic Control of Network Protocols - A New Vision for Future Self-organising Networks.
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Ghadi Mahmoudi, Christian Müller-Schloer and Jörg Hähner. 2009. Marketplace-Oriented Behavior in Semantic Multi-Criteria Decision Making Autonomous Systems. DOI: 10.1007/978-3-642-00454-4_14
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Holger Prothmann, Jürgen Branke, Hartmut Schmeck, Sven Tomforde, Fabian Rochner, Jörg Hähner and Christian Müller-Schlör. 2009. Organic traffic light control for urban road networks. DOI: 10.1504/IJAACS.2009.026783
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Sven Tomforde, Martin Hoffmann, Yvonne Bernard, Lukas Klejnowski and Jörg Hähner. 2009. POWEA: A system for automated network protocol parameter optimisation using evolutionary algorithms.
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Uwe Janen, Jörg Hähner and Christian Müller-Schloer. 2009. PhD forum: Competing agents for distributed object-tracking in smart camera networks. DOI: 10.1109/icdsc.2009.5289395
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Sven Tomforde, Marcel Steffen, Jörg Hähner and Christian Müller-Schloer. 2009. Towards an Organic Network Control System. DOI: 10.1007/978-3-642-02704-8_2
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2008

Emre Cakar, Jörg Hähner and Christian Müller-Schloer. 2008. Creating Collaboration Patterns in Multi-Agent Systems with Generic Observer/Controller Architectures. DOI: 10.4108/icst.autonomics2008.4379
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Martin Hoffmann, Michael Wittke, Yvonne Bernard, Ramin Soleymani and Jörg Hähner. 2008. DMCtrac: Distributed multi camera tracking. DOI: 10.1109/icdsc.2008.4635684
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Sven Tomforde, Holger Prothmann, Fabian Rochner, Jürgen Branke, Jörg Hähner, Christian Müller-Schloer and Hartmut Schmeck. 2008. Decentralised Progressive Signal Systems for Organic Traffic Control. DOI: 10.1109/saso.2008.31
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Emre Cakar, Jörg Hähner and Christian Müller-Schloer. 2008. Investigation of generic observer/controller architectures in a traffic scenario.
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Michael Wittke, Martin Hoffmann, Jörg Hähner and Christian Müller-Schloer. 2008. MIDSCA: Towards a Smart Camera architecture of mobile internet devices. DOI: 10.1109/icdsc.2008.4635713
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M. Hoffmann, M. Wittke, Jörg Hähner and Christian Müller-Schloer. 2008. Spatial Partitioning in Self-Organizing Smart Camera Systems. DOI: 10.1109/jstsp.2008.2001308
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Martin Hoffmann, Michael Wittke, Jörg Hähner and Christian Müller-Schloer. 2008. Spin-off: Autonomous Smart Camera Systems.
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Martin Hoffmann, Jörg Hähner and Christian Müller-Schloer. 2008. Towards Self-organising Smart Camera Systems. DOI: 10.1007/978-3-540-78153-0_17
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Gregor Schiele, Jörg Hähner and Christian Becker. 2008. Web 2.0 - Technologien und Trends.
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2007

Jörg Hähner. 2007. Consistent data replication in mobile ad hoc networks. DOI: 10.18419/opus-2600
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Dissertation

Jörg Hähner, Christian Becker, Pedro José Marrón and Kurt Rothermel. 2007. Drahtlose Sensornetze — Fenster zur Realwelt. DOI: 10.1007/978-3-540-71455-2_4
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Jörg Hähner, Dominique Dudkowski, Pedro Jose Marron and Kurt Rothermel. 2007. Quantifying Network Partitioning in Mobile Ad Hoc Networks. DOI: 10.1109/mdm.2007.33
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Martin Hoffmann and Jörg Hähner. 2007. ROCAS: A Robust Online Algorithm for Spatial Partitioning in Distributed Smart Camera Systems. DOI: 10.1109/icdsc.2007.4357533
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Gregor Schiele, Richard Süselbeck, Arno Wacker, Jörg Hähner, Christian Becker and Torben Weis. 2007. Requirements of Peer-to-Peer-based Massively Multiplayer Online Gaming. DOI: 10.1109/ccgrid.2007.97
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2006

Jörg Hähner, C. Becker, P. J. Marron and K. Rothermel. 2006. Maintaining Update-Linearizability for Replicated Information in MANETs. DOI: 10.1109/comswa.2006.1665176
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2005

Pedro Marron, Andreas Lachenmann, Daniel Minder, Jörg Hähner, Kurt Rothermel and Christian Becker. 2005. Adaptation and Cross-Layer Issues in Sensor Networks. DOI: 10.1109/issnip.2004.1417533
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P. J. Marron, A. Lachenmann, D. Minder, Jörg Hähner, R. Sauter and K. Rothermel. 2005. Tinycubus: a flexible and adaptive framework for sensor networks. DOI: 10.1109/ewsn.2005.1462020
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Jörg Hähner, K. Rothermel and C. Becker. 2005. Update-linearizability: a consistency concept for the chronological ordering of events in MANETs. DOI: 10.1109/mahss.2004.1392060
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2004

I. Stepanov, Jörg Hähner, C. Becker, Jing Tian and K. Rothermel. 2004. A meta-model and framework for user mobility in mobile networks. DOI: 10.1109/icon.2003.1266195
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Jörg Hähner, C. Becker and K. Rothermel. 2004. A protocol for data dissemination in frequently partitioned mobile ad hoc networks. DOI: 10.1109/iscc.2003.1214189
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Jörg Hähner, Dominique Dudkowski, Pedro José Marrón and Kurt Rothermel. 2004. A quantitative analysis of partitioning in mobile ad hoc networks. DOI: 10.1145/1005686.1005737
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Jörg Hähner, Christian Becker and Pedro José Marrón. 2004. Consistent context management in mobile ad hoc networks.
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M. Bauer, C. Becker, Jörg Hähner and G. Schiele. 2004. ContextCube - providing context information ubiquitously. DOI: 10.1109/icdcsw.2003.1203572
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Jörg Hähner, Dominique Dudkowski, Pedro José Marrón and Christian Becker. 2004. Partitioning in Mobile Ad Hoc Networks.
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2003

Christian Becker, Jörg Hähner and Pedro José Marrón. 2003. Consistent Update Diffusion in Sensor Networks.
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Jing Tian, Jörg Hähner, C. Becker, I. Stepanov and K. Rothermel. 2003. Graph-based mobility model for mobile ad hoc network simulation. DOI: 10.1109/simsym.2002.1000171
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Vlad Coroama, Jörg Hähner, Matthias Handy, Patricia Rudolph-Kuhn, Carsten Magerkurth, Jürgen Müller, Moritz Strasser and Tobias Zimmer. 2003. Leben in einer smarten Umgebung: Ubiquitous-Computing-Szenarien und -Auswirkungen.
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Christian Becker, Martin Bauer and Jörg Hähner. 2003. Usenet-on-the-fly - Supporting Locality of Information in Spontaneous Networking Environments.
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2002

Kurt Rothermel, Christian Becker and Jörg Hähner. 2002. Consistent Update Diffusion in Mobile Ad Hoc Networks. DOI: 10.18419/opus-2486
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M.-L. Moschgath, Jörg Hähner and R. Reinema. 2002. Sm@rtLibrary - an infrastructure for ubiquitous technologies and applications. DOI: 10.1109/cdcs.2001.918707
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