دورية أكاديمية

Research on Path Planning for Robot Based on Improved Design of Non-Standard Environment Map With Ant Colony Algorithm

التفاصيل البيبلوغرافية
العنوان: Research on Path Planning for Robot Based on Improved Design of Non-Standard Environment Map With Ant Colony Algorithm
المؤلفون: Feng Li, Young-Chul Kim, Ziang Lyu, Han Zhang
المصدر: IEEE Access, Vol 11, Pp 99776-99791 (2023)
بيانات النشر: IEEE, 2023.
سنة النشر: 2023
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Robot path planning, non-standard map, grid map, ant colony algorithm, intelligence, safety degree, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: The maps used for the path planning of mobile robots are mostly grid maps, which are generated through independent design or sensor measurement to obtain relevant information and then modeling. To obtain the robot motion planning path more quickly, this paper proposes a method of robot motion path planning through the ant colony algorithm under a non-standard environment map. The non-standard environment map is used for standard grid design, and the grid map is optimized by the method of no safety distance added obstacle box selected and safety distance added obstacle box selected, then the path planning is carried out through the ant colony algorithm. In addition, the mutual correspondence between grid maps and real environment maps was solved by adding calibration objects. The experimental results show that this method can not only effectively solve the problem of ant colony algorithms under a non-standard real environment map, show the planning path and pose on the non-standard real environment map, moreover, the safety degree of the planning path in the real environment is also increased by 29.51%, ensuring the safety degree of the whole planning path, which improves the intelligent degree of robot motion path planning.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
العلاقة: https://ieeexplore.ieee.org/document/10242999Test/; https://doaj.org/toc/2169-3536Test
DOI: 10.1109/ACCESS.2023.3312940
الوصول الحر: https://doaj.org/article/a7995a2ae07d4eb48c797ce0a40ca10cTest
رقم الانضمام: edsdoj.7995a2ae07d4eb48c797ce0a40ca10c
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2023.3312940