An autonomous stereovision-based navigation system (ASNS) for mobile robots

被引:10
|
作者
Al-Muteb, Khalid [1 ]
Faisal, Mohammed [1 ]
Emaduddin, Muhammad [1 ]
Arafah, Mohammed [1 ]
Alsulaiman, Mansour [1 ]
Mekhtiche, Mohamed [1 ]
Hedjar, Ramdane [1 ]
Mathkoor, Hassan [1 ]
Algabri, Mohammed [1 ]
Bencherif, M. A. [1 ]
机构
[1] King Saud Univ, Coll Comp & Informat Sci, Robot Lab, POB 5117, Riyadh 11543, Saudi Arabia
关键词
Mobile robot; Stereovision; 3D point clouds; Multi-baseline; Fuzzy logic; VISION;
D O I
10.1007/s11370-016-0194-5
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Recently, stereovision has appeared in robotics as a source of information for real-time mapping and path planning. In this paper, an intelligent motion system for mobile robots is designed and implemented using stereovision. The proposed system uses stereovision as a primary method for sensing the environment, and the system is able to navigate intelligently in an indoor environment with varying degrees of obstacle complexity. It creates noiseless and high-confidence 3D point clouds and uses these point clouds as an input for the mapping and path-planning modules. The proposed system was built by developing, enhancing, and integrating various techniques, modules and algorithms. The Stereovision-based Path-planning module is the integration of three main enhanced techniques: (1) the multi-baseline multi-view stereovision filter (MMSVF), (2) accurate floor detection and segmentation (AFDS), and (3) the intelligent gazing module (IGM). This Stereovision-based Path planning (MMSVF, IGM, and AFDS) was integrated with the Fuzzy Logic Motion Controller (FLMC). All techniques, modules and algorithms are implemented using a multi-threaded and client-server-based architecture. To prove the viability and robustness of our proposed system, we have integrated all components of the system into a fully functional mobile robot navigation system. We compared the performance of the main modules with that of similar modules in the literatures, and showed that our modules had better performance. Testing the whole system is more important than just testing each module individually. To the best of our knowledge, the literatures lack such testing. Hence, in this paper we present the performance of our complete integrated system in different environments using different parameters and different architectures.
引用
收藏
页码:187 / 205
页数:19
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