Effects of Haptic and 3D Audio Feedback on Operator Performance and Workload for Quadrotor UAVs in Indoor Environments
نویسندگان
چکیده
Effects of Haptic and 3D Audio Feedback on Operator Performance and Workload for Quadrotor UAVs in Indoor Environments Robert M. Philbrick Department of Mechanical Engineering, BYU Master of Science Indoor flight of unmanned aerial vehicles (UAVs) has many applications in environments in which it is undesirable or dangerous for humans to be, such as military reconnaissance or searching for trapped victims in a collapsed building. However, limited visual feedback makes it difficult to pilot UAVs in cluttered and enclosed spaces. Haptic feedback combined with visual feedback has shown to reduce the number of collisions of UAVs in indoor environments; however, it has increased the mental workload of the operator. This thesis investigates the potential of combining novel haptic and 3D audio feedback to provide additional information to operators of UAVs in order to improve performance and reduce workload. Many haptic feedback algorithms, such as Time to Impact (TTI) [1], have been developed to help pilot UAVs. This thesis compares TTI with two new haptic feedback algorithms: OmniDirectional Dynamics Springs (ODDS) and Velocity Scaled Omni-Directional Dynamic Springs (VSODDS). These novel algorithms are based on the idea that dynamic springs are attached to the haptic controller in all directions. This thesis is unique by augmenting visual and haptic feedback with real-time 3D audio feedback. Continuous Directional Graded Threshold (CDGT) and Discrete Directional Graded Threshold (DDGT) are two novel algorithms that were developed to provide 3D audio warning cues to operators. To reduce sensory overload, these algorithms play a graded audio alert cue in the direction of velocity and when within a threshold distance of an obstacle. In order to measure operator workload, many researchers have used subjective measures, which suffer from subject bias, preconceptions, and ordering. Instead of using a subjective measure, experimental data is used to objectively measure operator workload using behavioral entropy, which works on the idea that humans work to reduce entropy by skilled behavior [2]. QuadSim, a robust and versatile indoor quadrotor simulator, was developed as a test bed for visual, haptic, and 3D audio feedback. Using QuadSim, a human subject experiment was performed to determine the effectiveness of haptic and 3D audio feedback on operator performance and workload. The results of the study indicate that haptic feedback significantly reduced the number of collisions and collision length. Operator workload was decreased in the side-to-side direction by VSODDS but was adversely increased by TTI. Overall, VSODDS outperformed the other haptic algorithms. Unlike haptic feedback, audio feedback proved to be neither helpful nor harmful in improving performance or reducing workload.
منابع مشابه
Experiments on Intercontinental Haptic Control of Multiple UAVs
In this paper we propose and experimentally validate a bilateral teleoperation framework where a group of UAVs are controlled over an unreliable network with typical intercontinental time delays and packet losses. This setting is meant to represent a realistic and challenging situation for the stability the bilateral closed-loop system. In order to increase human telepresence, the system provid...
متن کاملWearable RGBD Indoor Navigation System for the Blind
In this paper, we present a novel wearable RGBD camera based navigation system for the visually impaired. The system is composed of a smartphone user interface, a glass-mounted RGBD camera device, a real-time navigation algorithm, and haptic feedback system. A smartphone interface provides an effective way to communicate to the system using audio and haptic feedback. In order to extract orienta...
متن کاملAutonomous Indoor Hovering with a Quadrotor
Mini and micro UAVs are very promising platforms for security and surveillance applications, because of their increased mobility in the environment. Moreover, they can effectively employed also in indoor environments. On the other hand, the limited payload for carrying sensors and the limited computational power on-board make the development of autonomous UAVs very challenging. In this paper we...
متن کاملDesign of an Intelligent Controller for Station Keeping, Attitude Control, and Path Tracking of a Quadrotor Using Recursive Neural Networks
During recent years there has been growing interest in unmanned aerial vehicles (UAVs). Moreover, the necessity to control and navigate these vehicles has attracted much attention from researchers in this field. This is mostly due to the fact that the interactions between turbulent airflows apply complex aerodynamic forces to the system. Since the dynamics of a quadrotor are non-linear and the ...
متن کاملA Haptic-audio Human-Computer Interface
For the visually impaired it is important to acquire knowledge about environments in advance. Haptic-audio interfaces have been proven as appropriate to represent certain types of spatial knowledge in a non-visual manner. This dissertation elaborates on a haptic-audio interface that supports non-visual spatial knowledge acquisition of indoor environments. Three representational layers relevant ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- JRM
دوره 26 شماره
صفحات -
تاریخ انتشار 2014