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Embry Riddle Aeronautical University

Performance Analysis Of Non-Linear Adaptive Control Laws Using Hardware in the Loop of an Unmanned Aerial System

Abstract

dc:description.abstract

<p>In practical applications, an Unmanned Aerial System's (UAS) baseline performance is dictated by how well it can follow a given trajectory with limited stress on the actuators. However, these can be insufficient performance metrics when the UAS is allowed to adapt to an unpredicted external influence such as turbulence or actuation failure, while maintaining a satisfactory baseline performance.</p> <p>In this thesis, different control laws based on the formation flight geometry problem, nonlinear dynamic inversion and an artificial immune system adaptive mechanism , are implemented in hardware-in-the-loop as a precursor for in-flight testing. These controllers are compared based on three performance metrics: trajectory following, control activity and computer task execution time. The controllers chosen for comparison are: Basic Proportional-Integral-Derivative (PID), Outer loop Non-Linear Dynamic Inversion (NLDI), Extended NLDI, and the previous three controllers augmented with an AIS for a total of six controllers. The Extended NLDI augmented with the AIS outperformed all of the other algorithms under failure conditions on a global scale.</p>

Degree

thesis:*
Name thesis:degree_name
Master of Science in Mechanical Engineering
Level thesis:degree_level
Thesis - Open Access
Discipline thesis:degree_discipline
Mechanical Engineering
Year
2013

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Lyons, Brendon

Subjects

dc:subject × 5

Identifiers

dc:identifier.*
Repository record dc:identifier
https://commons.erau.edu/edt/98
OAI identifier oai:identifier
oai:commons.erau.edu:edt-1097

Chain of custody

source
Harvested from
Embry Riddle Aeronautical University
Base URL
commons.erau.edu/do/oai/
Last updated
2026-07-27
Source record
OAI-PMH GetRecord
citation

Lyons, Brendon. Performance Analysis Of Non-Linear Adaptive Control Laws Using Hardware in the Loop of an Unmanned Aerial System. Thesis - Open Access thesis, 2013. https://commons.erau.edu/edt/98