Institute of Neuroinformatics, University of Zurich and ETH Zurich
The "Neuromorphic Cognitive Robots" group at Institute of Neuroinformatics, University and ETH Zurich uses the DFT principles to build cognitive neural-dynamic architectures that can be realised in neuromorphic hardware — analogue and digital spiking neural networks on chip. The neuromorphic computing devices are interfaced to robotic sensors and motors, forming embodied neuromorphic platforms for validation of functional properties of the neuro-dynamic architectures in a closed behavioural loop. The group is interested in topics of long-term memory formation, sequence learning, learning of sensorimotor maps, spatial cognition and navigation, as well as autonomous learning.
Lab Leader
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Autonomous Sequence Generation for a Neural Dynamic Robot: Scene Perception, Serial Order, and Object-Oriented MovementTekülve, J., Fois, A., Sandamirskaya, Y., & Schöner, G.Frontiers in Neurorobotics, 13, 95
@article{TekülveFoisSandamirskayaEtAl2019, author = {Tekülve, Jan and Fois, Adrien and Sandamirskaya, Yulia and Schöner, Gregor}, title = {Autonomous Sequence Generation for a Neural Dynamic Robot: Scene Perception, Serial Order, and Object-Oriented Movement}, journal = {Frontiers in Neurorobotics}, volume = {13}, pages = {95}, year = {2019}, doi = {10.3389/fnbot.2019.00095}, }
Tekülve, J., Fois, A., Sandamirskaya, Y., & Schöner, G.. (2019). Autonomous Sequence Generation for a Neural Dynamic Robot: Scene Perception, Serial Order, and Object-Oriented Movement. Frontiers in Neurorobotics, 13, 95. http://doi.org/10.3389/fnbot.2019.000952018
Real-Time Depth from Focus on a Programmable Focal Plane ProcessorMartel, J. N. P., Müller, L. K., Carey, S. J., Müller, J., Sandamirskaya, Y., & Dudek, P.IEEE Transaction on Circuits and Systems–I, 65(3), 925–934@article{MartelMüllerCareyEtAl2018, author = {Martel, Julien N.P. and Müller, Lorenz K. and Carey, Stephen J. and Müller, Jonathan and Sandamirskaya, Yulia and Dudek, Piotr}, title = {Real-Time Depth from Focus on a Programmable Focal Plane Processor}, journal = {IEEE Transaction on Circuits and Systems–I}, volume = {65}, number = {3}, pages = {925–934}, month = {March}, year = {2018}, doi = {10.1109/TCSI.2017.2753878}, }
Martel, J. N. P., Müller, L. K., Carey, S. J., Müller, J., Sandamirskaya, Y., & Dudek, P. (2018). Real-Time Depth from Focus on a Programmable Focal Plane Processor. IEEE Transaction on Circuits and Systems–I, 65(3), 925–934. http://doi.org/10.1109/TCSI.2017.2753878A Neuromorphic approach to path integration: a head direction spiking neural network with visually-driven resetKreiser, R., Cartiglia, M., Martel, J. N. P., Conradt, J., & Sandamirskaya, Y.In IEEE Symposium for Circuits and Systems, ISCAS@conference{KreiserCartigliaMartelEtAl2018, author = {Kreiser, Raphaela and Cartiglia, Matteo and Martel, Julien N.P. and Conradt, Jörg and Sandamirskaya, Yulia}, title = {A Neuromorphic approach to path integration: a head direction spiking neural network with visually-driven reset}, booktitle = {IEEE Symposium for Circuits and Systems, ISCAS}, year = {2018}, }
Kreiser, R., Cartiglia, M., Martel, J. N. P., Conradt, J., & Sandamirskaya, Y.. (2018). A Neuromorphic approach to path integration: a head direction spiking neural network with visually-driven reset. In IEEE Symposium for Circuits and Systems, ISCAS.Pose Estimation and Map Formation with Spiking Neural Networks: towards Neuromorphic SLAMKreiser, R., Pienroj, P., Renner, A., & Sandamirskaya, Y.In 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS@inproceedings{KreiserPienrojRennerEtAl2018, author = {Kreiser, Raphaela and Pienroj, Panin and Renner, Alpha and Sandamirskaya, Yulia}, title = {Pose Estimation and Map Formation with Spiking Neural Networks: towards Neuromorphic SLAM}, booktitle = {2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS}, year = {2018}, }
Kreiser, R., Pienroj, P., Renner, A., & Sandamirskaya, Y.. (2018). Pose Estimation and Map Formation with Spiking Neural Networks: towards Neuromorphic SLAM. In 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS.An Active Approach to Solving the Stereo Matching Problem using Event-Based SensorsMartel, J. N. P., Müller, J., Conradt, J., & Sandamirskaya, Y.In IEEE International Symposium on Circuits and Systems (ISCAS)@conference{MartelMüllerConradtEtAl2018, author = {Martel, Julien N.P. and Müller, Jonathan and Conradt, Jörg and Sandamirskaya, Yulia}, title = {An Active Approach to Solving the Stereo Matching Problem using Event-Based Sensors}, booktitle = {IEEE International Symposium on Circuits and Systems (ISCAS)}, year = {2018}, }
Martel, J. N. P., Müller, J., Conradt, J., & Sandamirskaya, Y.. (2018). An Active Approach to Solving the Stereo Matching Problem using Event-Based Sensors. In IEEE International Symposium on Circuits and Systems (ISCAS).2017
A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensorBlum, H., Dietmüller, A., Milde, M., Conradt, J., Indiveri, G., & Sandamirskaya, Y.In Robotics Science and Systems Conference, RSS@inproceedings{BlumDietmüllerMildeEtAl2017, author = {Blum, Hermann and Dietmüller, Alexander and Milde, Moritz and Conradt, Jörg and Indiveri, Giacomo and Sandamirskaya, Yulia}, title = {A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensor}, booktitle = {Robotics Science and Systems Conference, RSS}, year = {2017}, }
Blum, H., Dietmüller, A., Milde, M., Conradt, J., Indiveri, G., & Sandamirskaya, Y.. (2017). A neuromorphic controller for a robotic vehicle equipped with a dynamic vision sensor. In Robotics Science and Systems Conference, RSS.Learning Temporal Intervals in Neural DynamicsDuran, B., & Sandamirskaya, Y.IEEE Transactions on Cognitive and Developmental Systems, 1–14@article{DuranSandamirskaya2017, author = {Duran, B and Sandamirskaya, Y}, title = {Learning Temporal Intervals in Neural Dynamics}, journal = {IEEE Transactions on Cognitive and Developmental Systems}, pages = {1–14}, year = {2017}, }
Duran, B., & Sandamirskaya, Y.. (2017). Learning Temporal Intervals in Neural Dynamics. IEEE Transactions on Cognitive and Developmental Systems, 1–14.On-chip unsupervised learning in Winner-Take-All networks of spiking neuronsKreiser, R., Moraitis, T., Sandamirskaya, Y., & Indiveri, G.In Biological Circuits and Systems (BioCAS)@inproceedings{KreiserMoraitisSandamirskayaEtAl2017, author = {Kreiser, Raphaela and Moraitis, Timoleon and Sandamirskaya, Yulia and Indiveri, Giacomo}, title = {On-chip unsupervised learning in Winner-Take-All networks of spiking neurons}, booktitle = {Biological Circuits and Systems (BioCAS)}, year = {2017}, }
Kreiser, R., Moraitis, T., Sandamirskaya, Y., & Indiveri, G. (2017). On-chip unsupervised learning in Winner-Take-All networks of spiking neurons. In Biological Circuits and Systems (BioCAS).Affective–associative two-process theory: a neurocomputational account of partial reinforcement extinction effectsLowe, R., Almèr, A., Billing, E., Sandamirskaya, Y., & Balkenius, C.Biological Cybernetics, 11(5-6), 365–388@article{LoweAlmèrBillingEtAl2017, author = {Lowe, Robert and Almèr, Alexander and Billing, Erik and Sandamirskaya, Yulia and Balkenius, Christian}, title = {Affective–associative two-process theory: a neurocomputational account of partial reinforcement extinction effects}, journal = {Biological Cybernetics}, volume = {11}, number = {5-6}, pages = {365–388}, year = {2017}, }
Lowe, R., Almèr, A., Billing, E., Sandamirskaya, Y., & Balkenius, C. (2017). Affective–associative two-process theory: a neurocomputational account of partial reinforcement extinction effects. Biological Cybernetics, 11(5-6), 365–388.Obstacle avoidance and target acquisition for robot navigation using a mixed signal analog/digital neuromorphic processing systemMilde, M. B., Blum, H., Dietmüller, A., Sumislawska, D., Conradt, J., Indiveri, G., & Sandamirskaya, Y.Frontiers in Neurorobotics@article{MildeBlumDietmüllerEtAl2017, author = {Milde, Moritz B. and Blum, Hermann and Dietmüller, Alexander and Sumislawska, Dora and Conradt, Jörg and Indiveri, Giacomo and Sandamirskaya, Yulia}, title = {Obstacle avoidance and target acquisition for robot navigation using a mixed signal analog/digital neuromorphic processing system}, journal = {Frontiers in Neurorobotics}, year = {2017}, }
Milde, M. B., Blum, H., Dietmüller, A., Sumislawska, D., Conradt, J., Indiveri, G., & Sandamirskaya, Y.. (2017). Obstacle avoidance and target acquisition for robot navigation using a mixed signal analog/digital neuromorphic processing system. Frontiers in Neurorobotics.Obstacle avoidance and target acquisition in mobile robots equipped with neuromorphic sensory-processing systemsMilde, M., Dietmüller, A., Blum, H., Indiveri, G., & Sandamirskaya, Y.In IEEE Synposium for Circuits and Systems, ISCAS@inproceedings{MildeDietmüllerBlumEtAl2017, author = {Milde, M and Dietmüller, A and Blum, H and Indiveri, G and Sandamirskaya, Y}, title = {Obstacle avoidance and target acquisition in mobile robots equipped with neuromorphic sensory-processing systems}, booktitle = {IEEE Synposium for Circuits and Systems, ISCAS}, year = {2017}, }
Milde, M., Dietmüller, A., Blum, H., Indiveri, G., & Sandamirskaya, Y.. (2017). Obstacle avoidance and target acquisition in mobile robots equipped with neuromorphic sensory-processing systems. In IEEE Synposium for Circuits and Systems, ISCAS.Obstacle avoidance with LGMD neuron: towards a neuromorphic UAV implementationSalt, L., Indiveri, G., & Sandamirskaya, Y.In IEEE International Symposium on Circuits and Systems@inproceedings{SaltIndiveriSandamirskaya2017, author = {Salt, L and Indiveri, G. and Sandamirskaya, Y}, title = {Obstacle avoidance with LGMD neuron: towards a neuromorphic UAV implementation}, booktitle = {IEEE International Symposium on Circuits and Systems}, year = {2017}, }
Salt, L., Indiveri, G., & Sandamirskaya, Y.. (2017). Obstacle avoidance with LGMD neuron: towards a neuromorphic UAV implementation. In IEEE International Symposium on Circuits and Systems.Dynamic Neural Fields with Intrinsic PlasticityStrub, C., Schöner, G., Wörgötter, F., & Sandamirskaya, Y.Frontiers in Computational Neuroscience, 11(August), 74@article{StrubSchönerWörgötterEtAl2017, author = {Strub, Claudius and Schöner, Gregor and Wörgötter, Florentin and Sandamirskaya, Yulia}, title = {Dynamic Neural Fields with Intrinsic Plasticity}, journal = {Frontiers in Computational Neuroscience}, volume = {11}, number = {August}, pages = {74}, year = {2017}, doi = {10.3389/FNCOM.2017.00074}, }
Strub, C., Schöner, G., Wörgötter, F., & Sandamirskaya, Y.. (2017). Dynamic Neural Fields with Intrinsic Plasticity. Frontiers in Computational Neuroscience, 11(August), 74. http://doi.org/10.3389/FNCOM.2017.000742016
A Neuromorphic Approach for Tracking using Dynamic Neural Fields on a Programmable Vision-chipMartel, J. N. P., & Sandamirskaya, Y.In Proceedings of the 10th International Conference on Distributed Smart Camera (ICDSC), ACM@inproceedings{MartelSandamirskaya2016, author = {Martel, J N P and Sandamirskaya, Y}, title = {A Neuromorphic Approach for Tracking using Dynamic Neural Fields on a Programmable Vision-chip}, booktitle = {Proceedings of the 10th International Conference on Distributed Smart Camera (ICDSC), ACM}, year = {2016}, }
Martel, J. N. P., & Sandamirskaya, Y.. (2016). A Neuromorphic Approach for Tracking using Dynamic Neural Fields on a Programmable Vision-chip. In Proceedings of the 10th International Conference on Distributed Smart Camera (ICDSC), ACM.2015
Simultaneous Planning and Action: Neural-dynamic Sequencing of Elementary Behaviours in Robot NavigationBilling, E., Lowe, R., & Sandamirskaya, Y.Adaptive Behvaior, 1–22@article{BillingLoweSandamirskaya2015, author = {Billing, E. and Lowe, R. and Sandamirskaya, Y}, title = {Simultaneous Planning and Action: Neural-dynamic Sequencing of Elementary Behaviours in Robot Navigation}, journal = {Adaptive Behvaior}, pages = {1–22}, year = {2015}, }
Billing, E., Lowe, R., & Sandamirskaya, Y.. (2015). Simultaneous Planning and Action: Neural-dynamic Sequencing of Elementary Behaviours in Robot Navigation. Adaptive Behvaior, 1–22.Parsing of action sequences: A neural dynamics approachLobato, D., Sandamirskaya, Y., Richter, M., & Schöner, G.Paladyn, Journal of Behavioral Robotics, 6(1), 119–135@article{LobatoSandamirskayaRichterEtAl2015, author = {Lobato, David and Sandamirskaya, Yulia and Richter, Mathis and Schöner, Gregor}, title = {Parsing of action sequences: A neural dynamics approach}, journal = {Paladyn, Journal of Behavioral Robotics}, volume = {6}, number = {1}, pages = {119–135}, year = {2015}, doi = {10.1515/pjbr-2015-0008}, }
Lobato, D., Sandamirskaya, Y., Richter, M., & Schöner, G.. (2015). Parsing of action sequences: A neural dynamics approach. Paladyn, Journal of Behavioral Robotics, 6(1), 119–135. http://doi.org/10.1515/pjbr-2015-0008Learning the condition of satisfaction of an elementary behavior in dynamic field theoryLuciw, M., Kazerounian, S., Lahkman, K., Richter, M., & Sandamirskaya, Y.Paladyn, Journal of Behavioral Robotics, 6(1), 180–190@article{LuciwKazerounianLahkmanEtAl2015, author = {Luciw, Matthew and Kazerounian, Sohrob and Lahkman, Konstantin and Richter, Mathis and Sandamirskaya, Yulia}, title = {Learning the condition of satisfaction of an elementary behavior in dynamic field theory}, journal = {Paladyn, Journal of Behavioral Robotics}, volume = {6}, number = {1}, pages = {180–190}, year = {2015}, doi = {10.1515/pjbr-2015-0011}, }
Luciw, M., Kazerounian, S., Lahkman, K., Richter, M., & Sandamirskaya, Y.. (2015). Learning the condition of satisfaction of an elementary behavior in dynamic field theory. Paladyn, Journal of Behavioral Robotics, 6(1), 180–190. http://doi.org/10.1515/pjbr-2015-0011Learning to Reach after Learning to Look: a Study of Autonomy in Learning Sensorimotor TransformationsRudolph, C., Storck, T., & Sandamirskaya, Y.In IJCNN@inproceedings{RudolphStorckSandamirskaya2015, author = {Rudolph, C. and Storck, T. and Sandamirskaya, Y.}, title = {Learning to Reach after Learning to Look: a Study of Autonomy in Learning Sensorimotor Transformations}, booktitle = {IJCNN}, year = {2015}, }
Rudolph, C., Storck, T., & Sandamirskaya, Y.. (2015). Learning to Reach after Learning to Look: a Study of Autonomy in Learning Sensorimotor Transformations. In IJCNN.NARLE: Neurocognitive architecture for the autonomous task recognition, learning, and executionSandamirskaya, Y., & Burtsev, M.BICA, 13@article{SandamirskayaBurtsev2015, author = {Sandamirskaya, Y. and Burtsev, M.}, title = {NARLE: Neurocognitive architecture for the autonomous task recognition, learning, and execution}, journal = {BICA}, volume = {13}, year = {2015}, }
Sandamirskaya, Y., & Burtsev, M. (2015). NARLE: Neurocognitive architecture for the autonomous task recognition, learning, and execution. BICA, 13.Artificial Neural Networks — Methods and Applications in Bio-/NeuroinformaticsSandamirskaya, Y., & Storck, T.In P. Koprinkova-Hristova, Mladenov, V., & Kasabov, N. K. (Eds.) (Vol. 4) Springer@inproceedings{SandamirskayaStorck2015, author = {Sandamirskaya, Y and Storck, T}, title = {Artificial Neural Networks — Methods and Applications in Bio-/Neuroinformatics}, editor = {Koprinkova-Hristova, P. and Mladenov, V. and Kasabov, N. K.}, publisher = {Springer}, volume = {4}, chapter = {Learning to look and looking to remember: a neural-dynamic embodied model for generation of saccadic gaze shifts and memory formation}, year = {2015}, }
Sandamirskaya, Y., & Storck, T. (2015). Artificial Neural Networks — Methods and Applications in Bio-/Neuroinformatics. In P. Koprinkova-Hristova, Mladenov, V., & Kasabov, N. K. (Eds.) (Vol. 4). Springer.Artificial Neural NetworksSandamirskaya, Y., & Storck, T.In P. Koprinkova-Hristova, Mladenov, V., & Kasabov, N. K. (Eds.) (Vol. 4) Springer@inbook{SandamirskayaStorck2015b, author = {Sandamirskaya, Y. and Storck, T.}, title = {Artificial Neural Networks}, editor = {Koprinkova-Hristova, P. and Mladenov, V. and Kasabov, N. K.}, chapter = {Learning to look and looking to remember: a neural-dynamic embodied model for generation of saccadic gaze shifts and memory formation}, publisher = {Springer}, volume = {4}, year = {2015}, }
Sandamirskaya, Y., & Storck, T. (2015). Artificial Neural Networks. In P. Koprinkova-Hristova, Mladenov, V., & Kasabov, N. K. (Eds.) (Vol. 4). Springer.2014
Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift GenerationBell, C., Storck, T., & Sandamirskaya, Y.In ICANN Hamburg, Germany@inproceedings{BellStorckSandamirskaya2014b, author = {Bell, C. and Storck, T. and Sandamirskaya, Y.}, title = {Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift Generation}, booktitle = {ICANN}, address = {Hamburg, Germany}, year = {2014}, }
Bell, C., Storck, T., & Sandamirskaya, Y.. (2014). Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift Generation. In ICANN. Hamburg, Germany.Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift GenerationBell, C., Storck, T., & Sandamirskaya, Y.In International Conference for Artificial Neural Networks, ICANN Hamburg, Germany@inproceedings{BellStorckSandamirskaya2014, author = {Bell, C and Storck, T and Sandamirskaya, Y}, title = {Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift Generation}, booktitle = {International Conference for Artificial Neural Networks, ICANN}, address = {Hamburg, Germany}, year = {2014}, }
Bell, C., Storck, T., & Sandamirskaya, Y.. (2014). Learning to Look: a Dynamic Neural Fields Architecture for Gaze Shift Generation. In International Conference for Artificial Neural Networks, ICANN. Hamburg, Germany.A Neural Dynamic Model of Associative Two-Process Theory: The Differential Outcomes Effect and Infant DevelopmentLowe, R., Sandamirskaya, Y., & Billing, E.In ICDL-EPIROB@inproceedings{LoweSandamirskayaBilling2014, author = {Lowe, R and Sandamirskaya, Y and Billing, E.}, title = {A Neural Dynamic Model of Associative Two-Process Theory: The Differential Outcomes Effect and Infant Development}, booktitle = {ICDL-EPIROB}, year = {2014}, }
Lowe, R., Sandamirskaya, Y., & Billing, E. (2014). A Neural Dynamic Model of Associative Two-Process Theory: The Differential Outcomes Effect and Infant Development. In ICDL-EPIROB.Reinforcement-Driven Shaping of Sequence Learning in Neural DynamicsLuciw, M., Kazerounian, S., Sandamirskaya, Y., Schöner, G., & Schmidhuber, J.In Simulation of Adaptive Behavior, SAB@inproceedings{LuciwKazerounianSandamirskayaEtAl2014, author = {Luciw, M and Kazerounian, S. and Sandamirskaya, Y and Schöner, G. and Schmidhuber, J.}, title = {Reinforcement-Driven Shaping of Sequence Learning in Neural Dynamics}, booktitle = {Simulation of Adaptive Behavior, SAB}, year = {2014}, }
Luciw, M., Kazerounian, S., Sandamirskaya, Y., Schöner, G., & Schmidhuber, J. (2014). Reinforcement-Driven Shaping of Sequence Learning in Neural Dynamics. In Simulation of Adaptive Behavior, SAB.Autonomous Neural Dynamics to Test Hypotheses in a Model of Spatial LanguageRichter, M., Lins, J., Schneegans, S., Sandamirskaya, Y., & Schöner, G.In P. Bello, Guarini, M., McShane, M., & Scassellati, B. (Eds.), Proceedings of the 36th Annual Conference of the Cognitive Science Society (pp. 2847–2852) Austin, TX: Cognitive Science Society@inproceedings{RichterLinsSchneegansEtAl2014, author = {Richter, Mathis and Lins, Jonas and Schneegans, Sebastian and Sandamirskaya, Yulia and Schöner, Gregor}, title = {Autonomous Neural Dynamics to Test Hypotheses in a Model of Spatial Language}, booktitle = {Proceedings of the 36th Annual Conference of the Cognitive Science Society}, editor = {Bello, P. and Guarini, M. and McShane, M. and Scassellati, B.}, pages = {2847–2852}, publisher = {Cognitive Science Society}, address = {Austin, TX}, year = {2014}, }
Richter, M., Lins, J., Schneegans, S., Sandamirskaya, Y., & Schöner, G.. (2014). Autonomous Neural Dynamics to Test Hypotheses in a Model of Spatial Language. In P. Bello, Guarini, M., McShane, M., & Scassellati, B. (Eds.), Proceedings of the 36th Annual Conference of the Cognitive Science Society (pp. 2847–2852). Austin, TX: Cognitive Science Society.Neural-Dynamic Architecture for Looking: Shift from Visual to Motor Target Representation for Memory SaccadeSandamirskaya, Y., & Storck, T.In IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL EPIROB 2014)@inproceedings{SandamirskayaStorck2014, author = {Sandamirskaya, Y and Storck, T}, title = {Neural-Dynamic Architecture for Looking: Shift from Visual to Motor Target Representation for Memory Saccade}, booktitle = {IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL EPIROB 2014)}, year = {2014}, }
Sandamirskaya, Y., & Storck, T. (2014). Neural-Dynamic Architecture for Looking: Shift from Visual to Motor Target Representation for Memory Saccade. In IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL EPIROB 2014).Correcting Pose Estimates during Tactile Exploration of Object Shape: a Neuro-robotic StudyStrub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.In Development and Learning and Epirobotics (ICDL-Epirob), IEEE International Conference on@inproceedings{StrubWörgötterRitterEtAl2014, author = {Strub, Claudius and Wörgötter, Florentin and Ritter, Helge and Sandamirskaya, Yulia}, title = {Correcting Pose Estimates during Tactile Exploration of Object Shape: a Neuro-robotic Study}, booktitle = {Development and Learning and Epirobotics (ICDL-Epirob), IEEE International Conference on}, year = {2014}, }
Strub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.. (2014). Correcting Pose Estimates during Tactile Exploration of Object Shape: a Neuro-robotic Study. In Development and Learning and Epirobotics (ICDL-Epirob), IEEE International Conference on.Using Haptics to Extract Object Shape from Rotational ManipulationsStrub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.In Intelligent Robots and Systems (IROS), IEEE/RSJ International Conference on IEEE@inproceedings{StrubWörgötterRitterEtAl2014b, author = {Strub, Claudius and Wörgötter, Florentin and Ritter, Helge and Sandamirskaya, Yulia}, title = {Using Haptics to Extract Object Shape from Rotational Manipulations}, booktitle = {Intelligent Robots and Systems (IROS), IEEE/RSJ International Conference on}, organization = {IEEE}, year = {2014}, }
Strub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.. (2014). Using Haptics to Extract Object Shape from Rotational Manipulations. In Intelligent Robots and Systems (IROS), IEEE/RSJ International Conference on. IEEE.Correcting pose estimates during tactile exploration of object shape: a neuro-robotic studyStrub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.In ICDL-EPIROB (pp. 26–33) IEEE@inproceedings{StrubWörgötterRitterEtAl2014c, author = {Strub, Claudius and Wörgötter, Florentin and Ritter, Helge and Sandamirskaya, Yulia}, title = {Correcting pose estimates during tactile exploration of object shape: a neuro-robotic study}, booktitle = {ICDL-EPIROB}, pages = {26–33}, organization = {IEEE}, year = {2014}, }
Strub, C., Wörgötter, F., Ritter, H., & Sandamirskaya, Y.. (2014). Correcting pose estimates during tactile exploration of object shape: a neuro-robotic study. In ICDL-EPIROB (pp. 26–33). IEEE.2013
Autonomous Reinforcement of Behavioral Sequences in Neural DynamicsKazerounian, S., Luciw, M., Richter, M., & Sandamirskaya, Y.In International Joint Conference on Neural Networks (IJCNN)@inproceedings{KazerounianLuciwRichterEtAl2013, author = {Kazerounian, S. and Luciw, M. and Richter, M. and Sandamirskaya, Y.}, title = {Autonomous Reinforcement of Behavioral Sequences in Neural Dynamics}, booktitle = {International Joint Conference on Neural Networks (IJCNN)}, year = {2013}, }
Kazerounian, S., Luciw, M., Richter, M., & Sandamirskaya, Y.. (2013). Autonomous Reinforcement of Behavioral Sequences in Neural Dynamics. In International Joint Conference on Neural Networks (IJCNN).Learning the Perceptual Conditions of Satisfaction of Elementary BehaviorsLuciw, M., Kazerounian, S., Lakhmann, K., Richter, M., & Sandamirskaya, Y.In Robotics: Science and Systems (RSS), Workshop "Active Learning in Robotics: Exploration, Curiosity, and Interaction"@inproceedings{LuciwKazerounianLakhmannEtAl2013, author = {Luciw, M. and Kazerounian, S. and Lakhmann, K. and Richter, M. and Sandamirskaya, Y.}, title = {Learning the Perceptual Conditions of Satisfaction of Elementary Behaviors}, booktitle = {Robotics: Science and Systems (RSS), Workshop "Active Learning in Robotics: Exploration, Curiosity, and Interaction"}, year = {2013}, }
Luciw, M., Kazerounian, S., Lakhmann, K., Richter, M., & Sandamirskaya, Y.. (2013). Learning the Perceptual Conditions of Satisfaction of Elementary Behaviors. In Robotics: Science and Systems (RSS), Workshop "Active Learning in Robotics: Exploration, Curiosity, and Interaction".Dynamic Neural Fields as a Step Towards Cognitive Neuromorphic ArchitecturesSandamirskaya, Y.Frontiers in Neuroscience, 7, 276@article{Sandamirskaya2013, author = {Sandamirskaya, Yulia}, title = {Dynamic Neural Fields as a Step Towards Cognitive Neuromorphic Architectures}, journal = {Frontiers in Neuroscience}, volume = {7}, pages = {276}, year = {2013}, }
Sandamirskaya, Y. (2013). Dynamic Neural Fields as a Step Towards Cognitive Neuromorphic Architectures. Frontiers in Neuroscience, 7, 276.Autonomy in Learning Sensorimotor Spaces with Dynamic Neural Fields