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Robust Output Feedback Control with Predefined State Boundaries for Multi-Rotor Systems

2025· article· W7123347120 on OpenAlexaff
Gerardo Flores, Almuatazbellah Boker, Mohammad Al Janaideh, Mark W. Spong

Bibliographic record

Venuenot available
Typearticle
Language
FieldEngineering
TopicAdaptive Control of Nonlinear Systems
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsControl theory (sociology)Position (finance)Robustness (evolution)Angular displacementRobust controlLyapunov functionController (irrigation)Tracking errorExponential stability

Abstract

fetched live from OpenAlex

This paper introduces a robust controller for multi-rotor systems that can effectively handle aggressive and high-magnitude disturbances, both in the orientation and position subsystems. Our control design uses only position and angular position vector information and comprises two primary algorithms: a state feedback controller and an extended high-gain observer. Moreover, the proposed controller provides asymptotic stability while satisfying user-imposed constraints on the position, velocity, and angular position error states. To achieve this goal, we introduce a barrier Lyapunov function, which guarantees that the tracking error trajectories of the system remain within the constraints. We evaluate the performance of our proposed control through numerical simulations and a comparison with a state-of-the-art popular controller. The results illustrate the effectiveness of our approach in coping with high-magnitude disturbances, especially in the positioning subsystem of the multi-rotor system.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.942
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.035
GPT teacher head0.242
Teacher spread0.207 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designSimulation or modeling
Domainnot available
GenreMethods

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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