Light-weight approach for safe landing in populated areas

被引:0
|
作者
Mitroudas, Tilemachos [1 ]
Balaska, Vasiliki [1 ]
Psomoulis, Athanasios [1 ]
Gasteratos, Antonios [1 ]
机构
[1] Democritus Univ Thrace, Dept Elect & Comp Engn, Xanthi, Greece
关键词
Safe Landing; Object Detectors; OctoMap; Point Cloud; PX4; UAV;
D O I
10.1109/ICRA57147.2024.10611639
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Landing safety is a challenge heavily engaging the research community recently, due to the increasing interest in applications availed by aerial vehicles. In this paper, we propose a landing safety pipeline based on state of the art object detectors and OctoMap. First, a point cloud of surface obstacles is generated, which is then inserted in an OctoMap. The unoccupied areas are identified, thus resulting to a sum of safe landing points. Due to the low processing time achieved by state of the art object detectors and the efficient point cloud manipulation using OctoMap, it is feasible for our approach to deploy on low-weight embedded systems. The proposed pipeline has been evaluated in many simulation scenarios, varying in people density, number, and movement. Simulations were executed with an Nvidia Jetson Nano in the loop to confirm the pipeline's performance and robustness in a low computing power hardware. The experiments yielded promising results with a 87% success rate.
引用
收藏
页码:10027 / 10032
页数:6
相关论文
共 50 条
  • [1] Low-cost, light-weight Mars landing system
    Warwick, RW
    2003 IEEE AEROSPACE CONFERENCE PROCEEDINGS, VOLS 1-8, 2003, : 3553 - 3564
  • [2] DESIGN AND FABRICATION OF SAFE, LIGHT-WEIGHT, FLYING ROBOTS
    Mulgaonkar, Yash
    Kientz, Terry
    Whitzer, Mickey
    Kumar, Vijay
    INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2015, VOL 5B, 2016,
  • [3] Awareness in context: A light-weight approach
    Gross, T
    Prinz, W
    ECSCW 2003: PROCEEDINGS OF THE EIGHTH EUROPEAN CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK, 2003, : 295 - 314
  • [4] On the Visual-Based Safe Landing of UAVs in Populated Areas: A Crucial Aspect for Urban Deployment
    Gonzalez-Trejo, Javier
    Mercado-Ravell, Diego
    Becerra, Israel
    Murrieta-Cid, Rafael
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (04) : 7902 - 7909
  • [5] A Light-Weight Approach to Software Assignment at the Edge
    Dautov, Rustem
    Song, Hui
    Ferry, Nicolas
    2020 IEEE/ACM 13TH INTERNATIONAL CONFERENCE ON UTILITY AND CLOUD COMPUTING (UCC 2020), 2020, : 380 - 385
  • [8] An Approach for Light-Weight Encryption Employing Dedicated Coding
    Mihaljevic, Miodrag J.
    2012 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2012, : 874 - 880
  • [9] LIDs: A light-weight approach to experience elicitation and reuse
    Schneider, K
    PRODUCT FOCUSED SOFTWARE PROCESS IMPROVEMENT, 2000, 1840 : 407 - 424
  • [10] Light-weight UIMS
    Read, Robert L.
    Smith, Martin L.
    Software - Practice and Experience, 1991, 21 (01) : 13 - 33