An Event-based Tracking Control Framework for Multirotor Aerial Vehicles using a Dynamic Vision Sensor and Neuromorphic Hardware

被引:1
|
作者
Aspragkathos, Sotirios N. [1 ]
Ntouros, Evangelos [1 ]
Karras, George C. [2 ]
Linares-Barranco, B. [3 ,4 ]
Serrano-Gotarredona, T. [3 ,4 ]
Kyriakopoulos, Kostas J. [1 ]
机构
[1] Natl Tech Univ Athens, Sch Mech Engn, Control Syst Lab, 9 Heroon Polytech Str, Athens 15780, Greece
[2] Univ Thessaly, Dept Informat & Telecommun, 3rd Km Old Natl Rd Lamia Athens, Lamia 35100, Greece
[3] Spanish Res Council, Inst Microelect Sevilla, Seville, Spain
[4] Univ Seville, Seville, Spain
关键词
NEURAL-NETWORKS; SERVO CONTROL; SPIKING;
D O I
10.1109/IROS55552.2023.10342437
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present an event-based control framework for the efficient tracking of contour-based areas, such as road pavements, using a multirotor aerial vehicle equipped with a bio-inspired Dynamic Vision Sensor (DVS). Concerning the detection part, the DVS camera captures events, which are asynchronously fed into a Neuromorphic Hough Transform algorithm running on a SpiNN-3 board and implemented as a Spiking Neural Network (SNN). Next, the asynchronous output of the detection module is fed into an analytically formulated event-based Partitioned Visual Servoing (PVS) algorithm, running on conventional processing hardware, which allows the multirotor to autonomously track and navigate along the detected contour. The proposed architecture achieves efficient tracking of contour-based areas, while constantly maintaining the latter inside the DVS camera's field of view. A set of real-time experiments in various settings employing an octorotor equipped with a downward-looking DVS and a SpiNN-3 board demonstrate the effectiveness of the suggested framework.
引用
收藏
页码:6349 / 6355
页数:7
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