Online Flow Measurement of Liquid Metal Solutions Based on Impact Force Sequences: Modeling Analysis, Simulation, and Validation of Experimental Results.

Qiguang Li, Xiru Zheng, Yu He, Fangmin Xu, Yulin Zhuang, Bingji Zeng, Bofang Duan

Abstract read

In one paragraph

Article in Sensors (Basel, Switzerland), 2024. 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

7 authors.

Qiguang LiSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Xiru ZhengSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Yu HeSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Fangmin XuBeijing University of Posts and Telecommunications, Beijing 100876, China.ORCID 0000-0002-6661-5329

Yulin ZhuangSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Bingji ZengSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Bofang DuanSchool of Mechanical and Electrical Engineering, Beijing Information Science and Technology University, Beijing 100192, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aiming at the existing high-temperature liquid metal flow online accurate measurement by the metal melt characteristics, installation space, and high-temperature environment adaptability limitations, this paper innovatively puts forward a soft measurement method based on the impact force generated in the fluid flow process as an observational variable series. Fluid mechanics theory and simulation software are used to analyze and verify the feasibility of the impact force as an observable variable to measure the flow rate, followed by the construction of the CNN-LSTM-CNN-Double (CLCD) flow measurement model of impact force and flow rate based on the parameters of the learning rate and the number of training times, and finally the construction of a test platform for the flow measurement, and the validity of the method is verified through actual operation.

Indexed as

impact forcemetal meltsmodeling analysisvalidation of experimental results

Identifiers

PMID39065951

DOI10.3390/s24144553

PMCPMC11281198

What OpenQuestion holds

Textmetadata

LicenceCC BY

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.