Evidence map›Paper›PMID 41318768›Full record

ArticleScientific reports2025

Double event-triggered fault tolerant consensus of nonlinear heterogeneous multiagent systems under inconsistent Markov.

Dongxiao Hu, Jianwei Ma, Shaofei Zang

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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
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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.

Dongxiao HuSchool of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, China.
Jianwei MaSchool of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, China. majianwei_haust@163.com.
Shaofei ZangSchool of Information Engineering, Henan University of Science and Technology, Luoyang, 471023, China.

Funding

National Natural Science Foundation of China 62073124
6 · The paper itself

Abstract

This paper addresses the fault-tolerant control of nonlinear heterogeneous multi-agent systems with actuators and sensors affected by faults under inconsistent Markov switching topology. A double event-triggered strategy is introduced to reduce the communication burden in the network and to improve the effectiveness. Moreover, to avoid Zero behavior, the considered event-triggered conditions are dependent on sampled-data. Based on this, the state observers and fault estimators are designed to estimate the system states and faults, and the estimation results are utilized to design the fault-tolerant controllers. The stability criterion of the estimated error system can be obtained based on Lyapunov theory and some inequality techniques. Finally, the effectiveness of the proposed method is verified by a numerical simulation.

Indexed as

Double event-triggeredFault-tolerant controlHeterogeneous multi-agent systemsInconsistent Markov

Identifiers

PMID41318768
PMCPMC12770344

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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.