Evidence map›Paper›PMID 40993185›Full record

ArticleScientific reports2025

Data storage and query optimization for Blockchain-based agricultural supply chains using storage light nodes.

Mei Sun, Na Luo, Xing Bin, Feng Chen, Qingbo Liu, Xiaohui Liu, Chuanheng Sun

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
–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.

Mei SunNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Na LuoNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Xing BinNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Feng ChenNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Qingbo LiuNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Xiaohui LiuNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China.
Chuanheng SunNational Engineering Research Center for Information Technology in Agriculture, Beijing, 100097, China. sunch@nercita.org.cn.

Funding

Jiangsu Province Science and Technology Plan (Key Research and Development Plan Modern Agriculture) Project BE2023315National Key Research and Development Program of China 2023YFD2001304
6 · The paper itself

Abstract

The agricultural product supply chain comprises numerous links, generates a substantial amount of data, and is susceptible to high data loss rates, posing significant challenges to data management and traceability. While ensuring data integrity, the high redundancy storage of blockchain increases resource consumption and limits the participation of resource-constrained nodes. To address this gap, we propose a Storage Light Node (SLN) model for the characteristics of the agricultural supply chain. This model integrates a cold/hot data classification mechanism based on identity relevance, generation time, and query frequency, and realizes the selective local storage of high-priority data. A query optimization strategy based on Bloom filters was designed, which accelerated the speed of data retrieval. Experiments using 50,563 real records from the agricultural product supply chain show that compared with the full node, SLN reduces the storage usage by 95.10%, and the average query time is 30.91 ms, which is much faster than the traditional light node. This model provides a scalable and efficient solution for blockchain-based agricultural traceability.

Indexed as

Agricultural product supply chainBlockchainLight nodeQuery optimizationStorage model

Identifiers

PMID40993185
PMCPMC12460803

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.