FUSCD - Future smart car driver

Nisar Ali, Mohammad Reza Bonyadi, Muhammad Adil Raja, Junaid Akhtar, Noman Javed, Conor Ryan

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Autonomous driving is one of the newly emerging feats in artificial intelligence (AI). The challenge in developing autonomous cars is to design controllers that can steer a vehicle in the right direction with enough speed. A good controller activates a set of multiple actuators simultaneously. The output of the controller is a function of the sensory inputs. Nowadays, controllers are mostly developed by connecting a car simulator with a machine learning (ML) algorithm. The simulator provides a pragmatic environment for simulated cars. The ML algorithm, on the other hand, does the job of an expert human controller designer; it designs the controllers on behalf of the latter. In our case, we use a famous car racing simulator called TORCS (The Open Racing Car Simulator). This paper proposes a new controller for TORCS that helps cars win races with grace. We also propose a novel strategy to design smart controllers using ML algorithms. Our controller is called FUSCD (Future Smart Car Driver).

Original languageEnglish
Title of host publicationProceedings - 22nd International Multitopic Conference, INMIC 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781728140001
DOIs
Publication statusPublished - Nov 2019
Event22nd International Multitopic Conference, INMIC 2019 - Islamabad, Pakistan
Duration: 29 Nov 201930 Nov 2019

Publication series

NameProceedings - 22nd International Multitopic Conference, INMIC 2019

Conference

Conference22nd International Multitopic Conference, INMIC 2019
Country/TerritoryPakistan
CityIslamabad
Period29/11/1930/11/19

Keywords

  • Artificial neural networks
  • Machine learning
  • NSGA-II
  • Torcs

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