A Height-Measurement Algorithm for Rotor UAVs Based on Multilayer Space-Time Fusion Articles uri icon

authors

  • HUANG, HE
  • XIE, FEIYU
  • NIU, MINGBO
  • MIAH, MD SIPON
  • WANG, HUIFENG
  • ZHANG, PANPAN

publication date

  • April 2024

start page

  • 12642

end page

  • 12653

issue

  • 8

volume

  • 24

International Standard Serial Number (ISSN)

  • 1530-437X

Electronic International Standard Serial Number (EISSN)

  • 1558-1748

abstract

  • Unmanned aerial vehicle (UAV) is widely used to assist a variety of low-altitude monitoring, sensing, and data relay tasks. Height measurement technology is the primary premise for UAV to complete tasks. Existing UAVs use a single sensor to measure the flight height. Current one-step multisensor fusion method is simple but can be inaccurate in practice while providing limited improvement on measurement accuracy. A dual layer information fusion
    height measurement algorithm is designed to combat these problems. In the first fusion layer, with a small amount of data used in UAV measurements, an adaptive two-step delayed space-time algorithm is proposed. This algorithm utilizes heterogeneous historical data to improve measurement accuracy. The second fusion layer integrates adaptive explicit complementary filters based on parameter identification by using accelerometer data. The obtained accurate height measurements of the rotor UAV during flight and hover ensures rotor UAV stability. Compared with the one-step delay fusion method, the root mean square error of the proposed algorithm is found to be reduced by 62.4% and the maximum error is also reduced by 85.4%. Experimental results demonstrated that the proposed algorithm is with low complexity and easy to implement with enhanced accuracy and stability

subjects

  • Telecommunications

keywords

  • height measurement; multilayer; sensor information fusion; unmanned aerial vehicle (uav)