Evidence map›Paper›PMID 42736319›Full record

ArticleScientific reports2026

Research on assessment and adaptive correction technology of power system protection fixed value mismatch.

Zhengya Luo, Chunmei Li, Ruidong Yang, Shunjie Zhao, Yadang Shen

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

5 authors.

Zhengya LuoYunnan Power Grid Co., Ltd. Lincang Power Supply Bureau, Lincang, Yunnan, 677000, China. Luozy6500@163.com.
Chunmei LiYunnan Power Grid Co., Ltd. Lincang Power Supply Bureau, Lincang, Yunnan, 677000, China.
Ruidong YangYunnan Power Grid Co., Ltd. Lincang Power Supply Bureau, Lincang, Yunnan, 677000, China.
Shunjie ZhaoYunnan Power Grid Co., Ltd. Lincang Power Supply Bureau, Lincang, Yunnan, 677000, China.
Yadang ShenYunnan Power Grid Co., Ltd. Lincang Power Supply Bureau, Lincang, Yunnan, 677000, China.

Funding

Science and Technology Program of China Southern Power Grid Company Limited YNKJXM20240360
6 · The paper itself

Abstract

With the increasing integration of distributed energy resources, the issue of protection setting mismatch caused by overlapping fast tripping zones in traditional radial distribution networks has become increasingly prominent, affecting the reliability and selectivity of system protection. This paper focuses on the online evaluation and adaptive correction of protection setting mismatches in power systems, and proposes an adaptive current protection setting optimization method. First, a multi-objective optimization model is constructed with the goals of minimizing fault clearing time, maximizing protection sensitivity, and minimizing the impact on loads, while incorporating key constraints such as coordination between upstream and downstream protection devices. Then, a constrained multi-objective backbone particle swarm optimization algorithm is combined with K-means clustering analysis to solve the model and obtain optimal settings with practical engineering significance. To address the "dead zone" problem, where no optimal setting is obtained under specific topologies, an additional strategy is introduced to optimize the location of sectionalizing circuit breakers along the main line, enabling dynamic correction of protection coverage. Finally, the proposed method is validated through simulations in MATLAB. The results demonstrate that the method can effectively resolve protection setting mismatches, adapt to different distribution network structures, and significantly enhance the overall performance of protection systems in complex distribution network environments.

Indexed as

Adaptive CorrectionBackbone Particle Swarm OptimizationMulti-Objective OptimizationPower System Protection

Identifiers

PMID42736319
PMCPMC13574774

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.