Model-Aided Synthetic Airspeed Estimation of UAVs for Analytical Redundancy

被引:4
|
作者
Youn, Wonkeun [1 ]
Ryu, Hanseok [2 ]
Jang, Dongjin [3 ]
Lee, Changho [2 ]
Park, Youngmin [2 ]
Lee, Dongjin [3 ]
Rhudy, Matthew B. [4 ]
机构
[1] Chungnam Natl Univ, Dept Autonomous Vehicle Syst Engn, Daejeon 34134, South Korea
[2] Korea Aerosp Res Inst, Daejeon 34133, South Korea
[3] Hanseo Univ, Dept Unmanned Aircraft Syst, Taean Gun 32158, Chungcheongnam, South Korea
[4] Penn State Univ, Div Engn Business & Comp, Reading, PA 19610 USA
关键词
Airspeed estimation; analytical redundancy; complementary filter; unmanned aerial vehicles (UAVs); unscented Kalman filter; FLIGHT;
D O I
10.1109/LRA.2021.3086428
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
This letter proposes a novel method for model-aided synthetic airspeed estimation of UAVs. The major contribution of the proposed algorithm is that the synthetic airspeed measurement is newly formulated for analytical redundancy. This filter only requires inertial measurement unit (IMU), airflow angles, and elevator control input along with a simple aircraft model containing only three lift coefficient parameters; no GPS or complex aircraft dynamic model are required. Particularly, two novel filters (unscented Kalman filter and complementary filter) are proposed and evaluated without direct airspeed and GPS measurements. Flight test results of a UAV demonstrated that the proposed algorithm yields accurate estimated airspeed, demonstrating its effectiveness for analytical redundancy.
引用
收藏
页码:5841 / 5848
页数:8
相关论文
共 50 条
  • [1] Deep Learning-Aided Synthetic Airspeed Estimation of UAVs for Analytical Redundancy With a Temporal Convolutional Network
    Lim, Hyungtae
    Ryu, Hanseok
    Rhudy, Matthew B.
    Lee, Dongjin
    Jang, Dongjin
    Lee, Changho
    Park, Youngmin
    Youn, Wonkeun
    Myung, Hyun
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2022, 7 (01) : 17 - 24
  • [2] Model-Aided State Estimation of HALE UAV With Synthetic AOA/SSA for Analytical Redundancy
    Youn, Wonkeun
    Choi, Hyoung Sik
    Ryu, Hyeok
    Kim, Sungyug
    Rhudy, Matthew B.
    [J]. IEEE SENSORS JOURNAL, 2020, 20 (14) : 7929 - 7940
  • [3] An Aerodynamic Model-aided State Estimator for Multi-rotor UAVs
    Wang, Rongzhi
    Zou, Danping
    Xu, Changqing
    Pei, Ling
    Liu, Peilin
    Yu, Wenxian
    [J]. 2017 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2017, : 2164 - 2170
  • [4] State Estimation for HALE UAVs With Deep-Learning-Aided Virtual AOA/SSA Sensors for Analytical Redundancy
    Youn, Wonkeun
    Lim, Hyungtae
    Choi, Hyoung Sik
    Rhudy, Matthew B.
    Ryu, Hyeok
    Kim, Sungyug
    Myung, Hyun
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2021, 6 (03) : 5276 - 5283
  • [5] Experimental Evaluation of Two Pitot Free Analytical Redundancy Techniques for the Estimation of the Airspeed of an UAV
    Fravolini, Mario Luca
    Rhudy, Matthew
    Gururajan, Srikanth
    Cascianelli, Silvia
    Napolitano, Marcello
    [J]. SAE INTERNATIONAL JOURNAL OF AEROSPACE, 2014, 7 (01): : 109 - 116
  • [6] Model-Aided Navigation with Wind Estimation for Robust Quadrotor Navigation
    Mueller, Karsten
    Crocoll, Philipp
    Trommer, Gert F.
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL TECHNICAL MEETING OF THE INSTITUTE OF NAVIGATION, 2016, : 689 - 696
  • [7] Aerodynamic Model-Aided Estimation of Attitude, 3-D Wind, Airspeed, AOA, and SSA for High-Altitude Long-Endurance UAV
    Youn, Wonkeun
    Choi, Hyoungsik
    Cho, Am
    Kim, Sungyug
    Rhudy, Matthew B.
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2020, 56 (06) : 4300 - 4314
  • [8] Model-Aided Wind Estimation Method for a Tail-Sitter Aircraft
    Sun, Jingxuan
    Li, Boyang
    Wen, Chin-Yung
    Chen, Chin-Keng
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2020, 56 (02) : 1262 - 1278
  • [9] Model-Aided INS With Sea Current Estimation for Robust Underwater Navigation
    Hegrenaes, Oyvind
    Hallingstad, Oddvar
    [J]. IEEE JOURNAL OF OCEANIC ENGINEERING, 2011, 36 (02) : 316 - 337
  • [10] A Dynamic Model-Aided Sensor Fusion Approach to Aircraft Attitude Estimation
    Rhudy, Matthew
    [J]. 2017 IEEE 60TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2017, : 1406 - 1409