کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4943599 1437628 2017 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Fast marching subjected to a vector field-path planning method for mars rovers
ترجمه فارسی عنوان
راهپیمایی سریع در معرض یک روش برنامه ریزی مسیر میدان بردار برای مسیریابی است
کلمات کلیدی
برنامه ریزی مسیر راهپیمایی سریع اکتشافات سیاره ای، مروارید
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


- Path planning system for Mars rovers based on the Fast Marching method.
- Scalar and vectorial properties taken into account.
- Scalar properties can represent difficulty, slowness, viscosity, etc.
- Lateral currents caused by sand landslides are represented by vector fields.

Path planning is an essential tool for the robots that explore the surface of Mars or other celestial bodies such as dwarf planets, asteroids, or moons. These vehicles require expert and intelligent systems to adopt the best decisions in order to survive in a hostile environment. The planning module has to take into account multiple factors such as the obstacles, the slope of the terrain, the surface roughness, the type of ground (presence of sand), or the information uncertainty. This paper presents a path planning system for rovers based on an improved version of the Fast Marching (FM) method. Scalar and vectorial properties are considered when computing the potential field which is the basis of the proposed technique. Each position in the map of the environment has a cost value (potential) that is used to include different types of variables. The scalar properties can be introduced in a component of the cost function that can represent characteristics such as difficulty, slowness, viscosity, refraction index, or incertitude. The cost value can be computed in different ways depending on the information extracted from the surface and the sensor data of the rover. In this paper, the surface roughness, the slope of the terrain, and the changes in height have been chosen according to the available information. When the robot is navigating sandy terrain with a certain slope, there is a landslide that has to be considered and corrected in the path calculation. This landslide is similar to a lateral current or vector field in the direction of the negative gradient of the surface. Our technique is able to compensate this vector field by introducing the influence of this variable in the cost function. Because of this modification, the new method has been called Fast Marching (subjected to a) vector field (FMVF). Different experiments have been carried out in simulated and real maps to test the method performance. The proposed approach has been validated for multiple combinations of the cost function parameters.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 78, 15 July 2017, Pages 334-346
نویسندگان
, , , ,