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An Intelligent Overtaking Assistant System for Autonomous Vehicles

  • Ersin Armağan*
  • , Tufan Kumbasar
  • *Bu çalışma için yazışmadan sorumlu yazar
  • Istanbul Technical University

Araştırma çıktısı: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıHakem

4 Atıf (Scopus)

Özet

Autonomously overtaking cars is one of the most challenging functionality when developing self-driving vehicles due to its safe crucial nature. This study presents a novel intelligent overtaking assistant based on fuzzy logic and its deployment into TORCS environment. For achieving this goal, the developed intelligent overtaking assistant decides when to overtake, and calculates the desired position and speed values to accomplish the overtaking action by using the relative speed and position information. Thus, to estimate the positions and speed of the other vehicles, we designed and deployed a multi object-tracking algorithm. Intelligent overtaking assistant consists of four fuzzy logic systems that have modular cascade structure. The fuzzy logic based overtaking assistant decides “when to start or end the overtaking action” and “whether speed adjustment is needed or not”, and calculates “the desired lateral position on the road” and “how much speed increase is needed during overtaking action”. The efficiency of the intelligent overtaking assistant is examined in TORCS environment and the presented results clearly demonstrate that its performance is highly efficient in various road structures.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıIntelligent and Fuzzy Techniques
Ana bilgisayar yayını alt yazısıSmart and Innovative Solutions - Proceedings of the INFUS 2020 Conference
EditörlerCengiz Kahraman, Sezi Cevik Onar, Basar Oztaysi, Irem Ucal Sari, Selcuk Cebi, A. Cagri Tolga
YayınlayanSpringer
Sayfalar1068-1076
Sayfa sayısı9
ISBN (Basılı)9783030511555
DOI'lar
Yayın durumuYayınlandı - 2021
EtkinlikInternational Conference on Intelligent and Fuzzy Systems, INFUS 2020 - Istanbul, Türkiye
Süre: 21 Tem 202023 Tem 2020

Yayın serisi

AdıAdvances in Intelligent Systems and Computing
Hacim1197 AISC
ISSN (Basılı)2194-5357
ISSN (Elektronik)2194-5365

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???event.eventtypes.event.conference???International Conference on Intelligent and Fuzzy Systems, INFUS 2020
Ülke/BölgeTürkiye
ŞehirIstanbul
Periyot21/07/2023/07/20

Bibliyografik not

Publisher Copyright:
© 2021, The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG.

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