An H∝ loopshaping approach for bio-inspired reflexive visual navigation in three-dimensional urban environments

被引:2
|
作者
Keshavan, Jishnu [1 ]
Humbert, J. Sean [1 ]
机构
[1] Univ Maryland, Autonomous Vehicles Lab, Dept Aerosp Engn, College Pk, MD 20742 USA
关键词
Microsystem localization; Autonomous navigation; Obstacle avoidance; Optic flow decomposition; H-infinity loop shaping framework; MOTION SENSITIVE INTERNEURONS; RECEPTIVE-FIELD ORGANIZATION; AUTONOMOUS NAVIGATION; OPTOMOTOR SYSTEM; HORIZONTAL CELLS; ROBOT NAVIGATION; STATE ESTIMATION; VISION; FLY; FLIGHT;
D O I
10.1016/j.robot.2014.05.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Safe autonomous navigation of aerial microsystems in unknown, cluttered environments is contingent on developing accurate localization estimates within the power and bandwidth constraints imposed by the microsystem. The insect visuomotor system combines a lightweight, spatially distributed sensor array (compound eyes) with high bandwidth-capable processing algorithms for efficient information extraction that enables autonomous navigation in complex, obstacle laden environments. In this paper, a novel control theoretic framework is introduced that combines the Ho, loop shaping controller synthesis approach with spatial decompositions of instantaneous patterns of optic flow modeled using analogs of wide field motion sensitive intemeurons of the insect visuomotor system. Local proximity and velocity estimates are obtained by the decomposition of spherical optic flow patterns that are based on parameterization of typical three-dimensional urban environments. The motion-state estimates are combined with an Ho, controller to synthesize closed loop systems that provide theoretically justified robustness guarantees in the presence of large uncertainties in the local environment structure while mitigating measurement noise and gusts. The insect-inspired visual navigation technique is used to demonstrate safe obstacle avoidance and terrain following behavior in simulation on an autonomous rotary wing microsystem in an urban-like environment subjected to gusts. The current study presents a strong theoretical contribution that demonstrates the suitability of coupling insect-like vision sensing and processing mechanism with the Ho, loop shaping controller, which precludes explicit extraction of the detailed environment depth map, in achieving safe reflexive navigation in unstructured three-dimensional environments. The computational efficiency and simplicity of the current approach offer a promising alternative to satisfying the payload, power and bandwidth constraints imposed by aerial microsystems. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:1085 / 1097
页数:13
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