Affiliation:
1. College of Engineering and Computer Science, California State University at Northridge, CA, USA
Abstract
The paper describes the integration of hardware and software with sensor technology and computer processing to develop the next generation intelligent wheelchair. The focus is a computer cluster design to test high performance computing for smart wheelchair operation and human interaction. The LabVIEW cluster is developed for real-time autonomous path planning and sensor data processing. Four small form factor computers are connected over a Gigabit Ethernet local area network to form the computer cluster. Autonomous programs are distributed across the cluster for increased task parallelism to improve processing time performance. The distributed programs operating frequency for path planning and motion control is 50Hz and 12.3Hz for 0.3 megapixel robot vision system. To monitor the operation and control of the distributed LabVIEW code, network automation is integrated into the cluster software along with a performance monitor. A link between the computer motion control program and the wheelchair joystick control of the drive train is developed for the computer control interface. A perception sensor array and control circuitry is integrated with the computer system to detect and respond to the wheelchair environment. Multiple cameras are used for image processing and scanning laser rangefinder sensors for obstacle avoidance in the cluster program. A centralized power system is integrated to power the smart wheelchair along with the cluster and sensor feedback system. The on board computer system is evaluated for cluster processing performance for the smart wheelchair, incorporating camera machine vision and LiDAR perception for terrain obstacle detection, operating in urban scenarios.
Subject
General Computer Science,Control and Systems Engineering
Cited by
37 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. A Smart Electronic Wheelchair Design Using Artificial Intelligence and Intelligent Sensors Association;2024 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE);2024-01-24
2. Smart Wheelchair Controlled Through a Vision-Based Autonomous System;IEEE Access;2024
3. Research on MI EEG signal classification algorithm using multi-model fusion strategy coupling;Computer Methods in Biomechanics and Biomedical Engineering;2023-11-20
4. Towards Comfortable and Socially Acceptable Navigation in Autonomous Motorized Wheelchairs;2023 Latin American Robotics Symposium (LARS), 2023 Brazilian Symposium on Robotics (SBR), and 2023 Workshop on Robotics in Education (WRE);2023-10-09
5. Design & Implementation of Novel AI Based Hand Gestured Smart Wheelchair;2023 International Conference on Applied Intelligence and Sustainable Computing (ICAISC);2023-06-16