Evidence map›Paper›PMID 41484155›Full record

ArticleScientific reports2026

Harmonic adaptive fault-tolerant control for incipient and multiple faults of high mobility fighter.

Kaiyu Hu, Zhaoyang Wang, Jia Wang

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Kaiyu HuCollege of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China. hukaiyuluran@126.com.
Zhaoyang WangInnovation Center, Beijing Jinghang Institute of Computing and Communication, Beijing, 100074, China.
Jia WangInnovation Center, Beijing Jinghang Institute of Computing and Communication, Beijing, 100074, China.

Funding

National Natural Science Foundation of China 62020106003
6 · The paper itself

Abstract

This paper proposes a harmonic adaptive fault-tolerant control (FTC) designed to handle multiple disturbances and faults, including incipient faults, in high-mobility fighter aircraft. For an affine model with vector-engine tail-rudder inputs, a double-loop nominal nonlinear dynamic inversion (NDI) controller ensures stability under ideal conditions. Next, a simple adaptive sliding mode estimator accurately tracks disturbance amplitudes and transforms the nominal NDI into a robust adaptive control framework. A fault estimator equipped with additional adaptive laws identifies compound rudder faults-both incipient and time-varying-in the fuselage-vector engine system. Furthermore, a biologically inspired adaptive strategy, mimicking animal predation, allows the estimator to track incipient faults and suppress disturbances. Finally, the fault and disturbance estimators facilitate switching from nominal to hybrid adaptive FTC mode, enabling self-healing and stable flight. Lyapunov theory is used to prove the stability of the proposed system, and digital simulations confirm its effectiveness.

Indexed as

Adaptive controlBionic strategyFault estimationFault-tolerant controlHigh mobility fighter

Identifiers

PMID41484155
PMCPMC12800286

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.