---
_id: '11724'
abstract:
- lang: eng
  text: In this paper we present a novel vehicle tracking method which is based on
    multi-stage Kalman filtering of GPS and IMU sensor data. After individual Kalman
    filtering of GPS and IMU measurements the estimates of the orientation of the
    vehicle are combined in an optimal manner to improve the robustness towards drift
    errors. The tracking algorithm incorporates the estimation of time-variant covariance
    parameters by using an iterative block Expectation-Maximization algorithm to account
    for time-variant driving conditions and measurement quality. The proposed system
    is compared to an interacting multiple model approach (IMM) and achieves improved
    localization accuracy at lower computational complexity. Furthermore we show how
    the joint parameter estimation and localizaiton can be conducted with streaming
    input data to be able to track vehicles in a real driving environment.
author:
- first_name: Maik
  full_name: Bevermeier, Maik
  last_name: Bevermeier
- first_name: Sven
  full_name: Peschke, Sven
  last_name: Peschke
- first_name: Reinhold
  full_name: Haeb-Umbach, Reinhold
  id: '242'
  last_name: Haeb-Umbach
citation:
  ama: 'Bevermeier M, Peschke S, Haeb-Umbach R. Joint Parameter Estimation and Tracking
    in a Multi-Stage Kalman Filter for Vehicle Positioning. In: <i>IEEE 69th Vehicular
    Technology Conference (VTC 2009 Spring)</i>. ; 2009:1-5. doi:<a href="https://doi.org/10.1109/VETECS.2009.5073634">10.1109/VETECS.2009.5073634</a>'
  apa: Bevermeier, M., Peschke, S., &#38; Haeb-Umbach, R. (2009). Joint Parameter
    Estimation and Tracking in a Multi-Stage Kalman Filter for Vehicle Positioning.
    In <i>IEEE 69th Vehicular Technology Conference (VTC 2009 Spring)</i> (pp. 1–5).
    <a href="https://doi.org/10.1109/VETECS.2009.5073634">https://doi.org/10.1109/VETECS.2009.5073634</a>
  bibtex: '@inproceedings{Bevermeier_Peschke_Haeb-Umbach_2009, title={Joint Parameter
    Estimation and Tracking in a Multi-Stage Kalman Filter for Vehicle Positioning},
    DOI={<a href="https://doi.org/10.1109/VETECS.2009.5073634">10.1109/VETECS.2009.5073634</a>},
    booktitle={IEEE 69th Vehicular Technology Conference (VTC 2009 Spring)}, author={Bevermeier,
    Maik and Peschke, Sven and Haeb-Umbach, Reinhold}, year={2009}, pages={1–5} }'
  chicago: Bevermeier, Maik, Sven Peschke, and Reinhold Haeb-Umbach. “Joint Parameter
    Estimation and Tracking in a Multi-Stage Kalman Filter for Vehicle Positioning.”
    In <i>IEEE 69th Vehicular Technology Conference (VTC 2009 Spring)</i>, 1–5, 2009.
    <a href="https://doi.org/10.1109/VETECS.2009.5073634">https://doi.org/10.1109/VETECS.2009.5073634</a>.
  ieee: M. Bevermeier, S. Peschke, and R. Haeb-Umbach, “Joint Parameter Estimation
    and Tracking in a Multi-Stage Kalman Filter for Vehicle Positioning,” in <i>IEEE
    69th Vehicular Technology Conference (VTC 2009 Spring)</i>, 2009, pp. 1–5.
  mla: Bevermeier, Maik, et al. “Joint Parameter Estimation and Tracking in a Multi-Stage
    Kalman Filter for Vehicle Positioning.” <i>IEEE 69th Vehicular Technology Conference
    (VTC 2009 Spring)</i>, 2009, pp. 1–5, doi:<a href="https://doi.org/10.1109/VETECS.2009.5073634">10.1109/VETECS.2009.5073634</a>.
  short: 'M. Bevermeier, S. Peschke, R. Haeb-Umbach, in: IEEE 69th Vehicular Technology
    Conference (VTC 2009 Spring), 2009, pp. 1–5.'
date_created: 2019-07-12T05:27:02Z
date_updated: 2022-01-06T06:51:07Z
department:
- _id: '54'
doi: 10.1109/VETECS.2009.5073634
keyword:
- computational complexity
- expectation-maximisation algorithm
- Global Positioning System
- inertial measurement unit
- inertial navigation
- interacting multiple model
- iterative block expectation-maximization algorithm
- Kalman filters
- multi-stage Kalman filter
- parameter estimation
- road vehicles
- vehicle positioning
- vehicle tracking
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://groups.uni-paderborn.de/nt/pubs/2009/BePeHa09-1.pdf
oa: '1'
page: 1-5
publication: IEEE 69th Vehicular Technology Conference (VTC 2009 Spring)
status: public
title: Joint Parameter Estimation and Tracking in a Multi-Stage Kalman Filter for
  Vehicle Positioning
type: conference
user_id: '44006'
year: '2009'
...
---
_id: '34564'
abstract:
- lang: eng
  text: To provide user interfaces for a rich set of devices and interaction modalities,
    we follow a model-based development methodology. We devised an architecture which
    deploys user interfaces specified as dialogue models with abstract interaction
    objects and allows context-based adaptations by means of an external transcoding
    process. For the validation of the applicability of this methodology for developing
    usable multimodal multi-device systems, we present two case studies based on proof-of-concept
    implementations and assessed them with a large set of established design principles
    and different types of modality cooperation.
author:
- first_name: Robbie
  full_name: Schäfer, Robbie
  last_name: Schäfer
- first_name: Wolfgang
  full_name: Müller, Wolfgang
  id: '16243'
  last_name: Müller
citation:
  ama: Schäfer R, Müller W. Assessment of a Multimodal Interaction and Rendering System
    against Established Design Principles. <i>Journal on Multimodal User Interfaces</i>.
    2008;2(1):25-41. doi:<a href="https://doi.org/10.1007/s12193-008-0003-3">10.1007/s12193-008-0003-3</a>
  apa: Schäfer, R., &#38; Müller, W. (2008). Assessment of a Multimodal Interaction
    and Rendering System against Established Design Principles. <i>Journal on Multimodal
    User Interfaces</i>, <i>2</i>(1), 25–41. <a href="https://doi.org/10.1007/s12193-008-0003-3">https://doi.org/10.1007/s12193-008-0003-3</a>
  bibtex: '@article{Schäfer_Müller_2008, title={Assessment of a Multimodal Interaction
    and Rendering System against Established Design Principles}, volume={2}, DOI={<a
    href="https://doi.org/10.1007/s12193-008-0003-3">10.1007/s12193-008-0003-3</a>},
    number={1}, journal={Journal on Multimodal User Interfaces}, publisher={Springer-Verlag},
    author={Schäfer, Robbie and Müller, Wolfgang}, year={2008}, pages={25–41} }'
  chicago: 'Schäfer, Robbie, and Wolfgang Müller. “Assessment of a Multimodal Interaction
    and Rendering System against Established Design Principles.” <i>Journal on Multimodal
    User Interfaces</i> 2, no. 1 (2008): 25–41. <a href="https://doi.org/10.1007/s12193-008-0003-3">https://doi.org/10.1007/s12193-008-0003-3</a>.'
  ieee: 'R. Schäfer and W. Müller, “Assessment of a Multimodal Interaction and Rendering
    System against Established Design Principles,” <i>Journal on Multimodal User Interfaces</i>,
    vol. 2, no. 1, pp. 25–41, 2008, doi: <a href="https://doi.org/10.1007/s12193-008-0003-3">10.1007/s12193-008-0003-3</a>.'
  mla: Schäfer, Robbie, and Wolfgang Müller. “Assessment of a Multimodal Interaction
    and Rendering System against Established Design Principles.” <i>Journal on Multimodal
    User Interfaces</i>, vol. 2, no. 1, Springer-Verlag, 2008, pp. 25–41, doi:<a href="https://doi.org/10.1007/s12193-008-0003-3">10.1007/s12193-008-0003-3</a>.
  short: R. Schäfer, W. Müller, Journal on Multimodal User Interfaces 2 (2008) 25–41.
date_created: 2022-12-19T12:22:50Z
date_updated: 2022-12-19T12:23:05Z
department:
- _id: '672'
doi: 10.1007/s12193-008-0003-3
intvolume: '         2'
issue: '1'
keyword:
- Interaction architecture     Abstract interaction objects     Dialogue model     Transformations     Multimodality     Multi-device     Design
  principles
language:
- iso: eng
page: 25-41
publication: Journal on Multimodal User Interfaces
publisher: Springer-Verlag
status: public
title: Assessment of a Multimodal Interaction and Rendering System against Established
  Design Principles
type: journal_article
user_id: '5786'
volume: 2
year: '2008'
...
---
_id: '17289'
abstract:
- lang: eng
  text: 'Robots have to deal with an enormous amount of sensory stimuli. One solution
    in making sense of them is to enable a robot system to actively search for cues
    that help structuring the information. Studies with infants reveal that parents
    support the learning-process by modifying their interaction style, dependent on
    their child''s developmental age. In our study, in which parents demonstrated
    everyday actions to their preverbal children (8-11 months old), our aim was to
    identify objective parameters for multimodal action modification. Our results
    reveal two action parameters being modified in adult-child interaction: roundness
    and pace. Furthermore, we found that language has the power to help children structuring
    actions sequences by synchrony and emphasis. These insights are discussed with
    respect to the built-in attention architecture of a socially interactive robot,
    which enables it to understand demonstrated actions. Our algorithmic approach
    towards automatically detecting the task structure in child-designed input demonstrates
    the potential impact of insights from developmental learning on robotics. The
    presented findings pave the way to automatically detect when to imitate in a demonstration'
author:
- first_name: Katharina
  full_name: Rohlfing, Katharina
  id: '50352'
  last_name: Rohlfing
- first_name: Jannik
  full_name: Fritsch, Jannik
  last_name: Fritsch
- first_name: Britta
  full_name: Wrede, Britta
  last_name: Wrede
- first_name: Tanja
  full_name: Jungmann, Tanja
  last_name: Jungmann
citation:
  ama: Rohlfing K, Fritsch J, Wrede B, Jungmann T. How can multimodal cues from child-directed
    interaction reduce learning complexity in robots? <i>Advanced Robotics</i>. 2006;20(10):1183-1199.
    doi:<a href="https://doi.org/10.1163/156855306778522532">10.1163/156855306778522532</a>
  apa: Rohlfing, K., Fritsch, J., Wrede, B., &#38; Jungmann, T. (2006). How can multimodal
    cues from child-directed interaction reduce learning complexity in robots? <i>Advanced
    Robotics</i>, <i>20</i>(10), 1183–1199. <a href="https://doi.org/10.1163/156855306778522532">https://doi.org/10.1163/156855306778522532</a>
  bibtex: '@article{Rohlfing_Fritsch_Wrede_Jungmann_2006, title={How can multimodal
    cues from child-directed interaction reduce learning complexity in robots?}, volume={20},
    DOI={<a href="https://doi.org/10.1163/156855306778522532">10.1163/156855306778522532</a>},
    number={10}, journal={Advanced Robotics}, publisher={VSP BV}, author={Rohlfing,
    Katharina and Fritsch, Jannik and Wrede, Britta and Jungmann, Tanja}, year={2006},
    pages={1183–1199} }'
  chicago: 'Rohlfing, Katharina, Jannik Fritsch, Britta Wrede, and Tanja Jungmann.
    “How Can Multimodal Cues from Child-Directed Interaction Reduce Learning Complexity
    in Robots?” <i>Advanced Robotics</i> 20, no. 10 (2006): 1183–99. <a href="https://doi.org/10.1163/156855306778522532">https://doi.org/10.1163/156855306778522532</a>.'
  ieee: 'K. Rohlfing, J. Fritsch, B. Wrede, and T. Jungmann, “How can multimodal cues
    from child-directed interaction reduce learning complexity in robots?,” <i>Advanced
    Robotics</i>, vol. 20, no. 10, pp. 1183–1199, 2006, doi: <a href="https://doi.org/10.1163/156855306778522532">10.1163/156855306778522532</a>.'
  mla: Rohlfing, Katharina, et al. “How Can Multimodal Cues from Child-Directed Interaction
    Reduce Learning Complexity in Robots?” <i>Advanced Robotics</i>, vol. 20, no.
    10, VSP BV, 2006, pp. 1183–99, doi:<a href="https://doi.org/10.1163/156855306778522532">10.1163/156855306778522532</a>.
  short: K. Rohlfing, J. Fritsch, B. Wrede, T. Jungmann, Advanced Robotics 20 (2006)
    1183–1199.
date_created: 2020-06-24T13:03:02Z
date_updated: 2023-02-01T13:14:36Z
department:
- _id: '749'
doi: 10.1163/156855306778522532
intvolume: '        20'
issue: '10'
keyword:
- multi-modal motherese
- child-directed input
- motionese
- learning mechanisms
language:
- iso: eng
page: 1183-1199
publication: Advanced Robotics
publication_identifier:
  issn:
  - 1568-5535
publisher: VSP BV
status: public
title: How can multimodal cues from child-directed interaction reduce learning complexity
  in robots?
type: journal_article
user_id: '14931'
volume: 20
year: '2006'
...
---
_id: '2421'
abstract:
- lang: eng
  text: In contrast to processors, current reconfigurable devices totally lack programming
    models that would allow for device independent compilation and forward compatibility.
    The key to overcome this limitation is hardware virtualization. In this paper,
    we resort to a macro-pipelined execution model to achieve hardware virtualization
    for data streaming applications. As a hardware implementation we present a hybrid
    multi-context architecture that attaches a coarse-grained reconfigurable array
    to a host CPU. A co-simulation framework enables cycle-accurate simulation of
    the complete architecture. As a case study we map an FIR filter to our virtualized
    hardware model and evaluate different designs. We discuss the impact of the number
    of contexts and the feature of context state on the speedup and the CPU load.
author:
- first_name: Rolf
  full_name: Enzler, Rolf
  last_name: Enzler
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Enzler R, Plessl C, Platzner M. Virtualizing Hardware with Multi-Context Reconfigurable
    Arrays. In: <i>Proc. Int. Conf. on Field Programmable Logic and Applications (FPL)</i>.
    Vol 2778. Lecture Notes in Computer Science (LNCS). Springer; 2003:151-160. doi:<a
    href="https://doi.org/10.1007/b12007">10.1007/b12007</a>'
  apa: Enzler, R., Plessl, C., &#38; Platzner, M. (2003). Virtualizing Hardware with
    Multi-Context Reconfigurable Arrays. In <i>Proc. Int. Conf. on Field Programmable
    Logic and Applications (FPL)</i> (Vol. 2778, pp. 151–160). Springer. <a href="https://doi.org/10.1007/b12007">https://doi.org/10.1007/b12007</a>
  bibtex: '@inproceedings{Enzler_Plessl_Platzner_2003, series={Lecture Notes in Computer
    Science (LNCS)}, title={Virtualizing Hardware with Multi-Context Reconfigurable
    Arrays}, volume={2778}, DOI={<a href="https://doi.org/10.1007/b12007">10.1007/b12007</a>},
    booktitle={Proc. Int. Conf. on Field Programmable Logic and Applications (FPL)},
    publisher={Springer}, author={Enzler, Rolf and Plessl, Christian and Platzner,
    Marco}, year={2003}, pages={151–160}, collection={Lecture Notes in Computer Science
    (LNCS)} }'
  chicago: Enzler, Rolf, Christian Plessl, and Marco Platzner. “Virtualizing Hardware
    with Multi-Context Reconfigurable Arrays.” In <i>Proc. Int. Conf. on Field Programmable
    Logic and Applications (FPL)</i>, 2778:151–60. Lecture Notes in Computer Science
    (LNCS). Springer, 2003. <a href="https://doi.org/10.1007/b12007">https://doi.org/10.1007/b12007</a>.
  ieee: R. Enzler, C. Plessl, and M. Platzner, “Virtualizing Hardware with Multi-Context
    Reconfigurable Arrays,” in <i>Proc. Int. Conf. on Field Programmable Logic and
    Applications (FPL)</i>, 2003, vol. 2778, pp. 151–160.
  mla: Enzler, Rolf, et al. “Virtualizing Hardware with Multi-Context Reconfigurable
    Arrays.” <i>Proc. Int. Conf. on Field Programmable Logic and Applications (FPL)</i>,
    vol. 2778, Springer, 2003, pp. 151–60, doi:<a href="https://doi.org/10.1007/b12007">10.1007/b12007</a>.
  short: 'R. Enzler, C. Plessl, M. Platzner, in: Proc. Int. Conf. on Field Programmable
    Logic and Applications (FPL), Springer, 2003, pp. 151–160.'
date_created: 2018-04-17T15:11:25Z
date_updated: 2022-01-06T06:56:13Z
department:
- _id: '518'
- _id: '78'
doi: 10.1007/b12007
intvolume: '      2778'
keyword:
- Zippy
- multi-context
- FPGA
page: 151-160
publication: Proc. Int. Conf. on Field Programmable Logic and Applications (FPL)
publisher: Springer
series_title: Lecture Notes in Computer Science (LNCS)
status: public
title: Virtualizing Hardware with Multi-Context Reconfigurable Arrays
type: conference
user_id: '24135'
volume: 2778
year: '2003'
...
