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A Fuzzy Approach to Map Building

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Multiple Approaches to Intelligent Systems (IEA/AIE 1999)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 1611))

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Abstract

In this paper, we present test results for a fuzzy map building method (introduced in [2]). We also introduce modifications to the sensor’s model and map-update scheme and compare results. Both sensor models and map updates gave encouraging results manifested by recognising cluttered objects as separate entities, detecting small objects and discovering relatively small gaps between objects. The proposed methods can update the map in real-time. The fuzzy map update fusion functions provided a means of tweaking the map adaptability in dynamic environments. Thus, the proposed methods are suited to real-world applications. It has been shown that the direct update scheme suits real-time obstacle avoidance applications, while the fuzzy fusion functions are more appropriate for environment mapping and path-planning applications.

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References

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© 1999 Springer-Verlag Berlin Heidelberg

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Zreak, H., Alwan, M., Khaddour, M. (1999). A Fuzzy Approach to Map Building. In: Imam, I., Kodratoff, Y., El-Dessouki, A., Ali, M. (eds) Multiple Approaches to Intelligent Systems. IEA/AIE 1999. Lecture Notes in Computer Science(), vol 1611. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-48765-4_6

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  • DOI: https://doi.org/10.1007/978-3-540-48765-4_6

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-66076-7

  • Online ISBN: 978-3-540-48765-4

  • eBook Packages: Springer Book Archive

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