Motion Planning for Autonomous Ground Vehicles Using Artificial Potential Fields: A Review

التفاصيل البيبلوغرافية
العنوان: Motion Planning for Autonomous Ground Vehicles Using Artificial Potential Fields: A Review
المؤلفون: Rehman, Aziz ur, Tanveer, Ahsan, Ashraf, M. Touseef, Khan, Umer
المصدر: 1st International Conference on Women Development in Engineering Science & Technology, Jamshoro, Pakistan, October 2023
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Robotics, Electrical Engineering and Systems Science - Systems and Control
الوصف: Autonomous ground vehicle systems have found extensive potential and practical applications in the modern world. The development of an autonomous ground vehicle poses a significant challenge, particularly in identifying the best path plan, based on defined performance metrics such as safety margin, shortest time, and energy consumption. Various techniques for motion planning have been proposed by researchers, one of which is the use of artificial potential fields. Several authors in the past two decades have proposed various modified versions of the artificial potential field algorithms. The variations of the traditional APF approach have given an answer to prior shortcomings. This gives potential rise to a strategic survey on the improved versions of this algorithm. This study presents a review of motion planning for autonomous ground vehicles using artificial potential fields. Each article is evaluated based on criteria that involve the environment type, which may be either static or dynamic, the evaluation scenario, which may be real-time or simulated, and the method used for improving the search performance of the algorithm. All the customized designs of planning models are analyzed and evaluated. At the end, the results of the review are discussed, and future works are proposed.
نوع الوثيقة: Working Paper
الوصول الحر: http://arxiv.org/abs/2310.14339Test
رقم الانضمام: edsarx.2310.14339
قاعدة البيانات: arXiv