MétaCan
Menu
Back to cohort
Record W4414344438 · doi:10.1177/16878132251376197

Impact of splitter blades on the wall wear characteristics of centrifugal pumps at low solid phase concentration

2025· article· en· W4414344438 on OpenAlexaff
Haiyan Zhao, Zhengdian Xu, Qingjiang Xiang, Hui Xu, Sen Jiang

Bibliographic record

VenueAdvances in Mechanical Engineering · 2025
Typearticle
Languageen
FieldEngineering
TopicCoal Combustion and Slurry Processing
Canadian institutionsMD Precision (Canada)
Fundersnot available
KeywordsImpellerSplitterCentrifugal pumpHead (geology)Flow (mathematics)Specific speedInternal flowService lifeComputational fluid dynamics

Abstract

fetched live from OpenAlex

Splitter-blade impellers are increasingly being adopted in centrifugal pumps due to their superior performance. However, their service life is significantly reduced when handling fluids containing even small amounts of sediment. To investigate the wear characteristics of splitter-blade centrifugal pumps under solid-liquid two-phase flow conditions, a combined approach of numerical simulation and experimental study was employed to analyze wall wear under low solid-phase particle concentrations. The results demonstrate that the numerical simulations meet the required accuracy for analysis, with maximum relative errors of 4.8% for head and 3.4% for efficiency. The head curve of the centrifugal pump equipped with splitter blades is generally higher than that of the pump without splitter blades under both single-phase and solid-liquid two-phase flow conditions. Notably, under low-flow-rate conditions in the solid-liquid two-phase flow, the impeller with splitter blades demonstrates better head stability. Although the introduction of splitter blades alters the flow field structure at the impeller inlet to some extent, it also enhances the uniformity of pressure and velocity distribution in the circumferential direction at the impeller outlet. The presence of splitter blades primarily affects the wear characteristics on the pressure side of the blades and the middle and rear regions of the impeller rear shroud, resulting in reduced wear. However, as the solid particle concentration increases, impeller wear becomes more severe, suggesting that this type of centrifugal pump should be avoided in high-concentration conditions. Therefore, impellers with splitter blades exhibit certain advantages in transporting fluids with low solid-phase concentrations. This study provides important theoretical insights and data support for the hydraulic optimization of centrifugal pump structures.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.007
GPT teacher head0.286
Teacher spread0.279 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueAdvances in Mechanical EngineeringSame topicCoal Combustion and Slurry ProcessingFrench-language works237,207