Evidence map›Paper›PMID 41143894›Full record

ArticleScience progress

Lightweight data protection framework for secure edge transmission using IOTA-MAM.

Fei Lu, Haojing Huang, Zhiming Cai, Jian Chen

Abstract read
In one paragraph

Article in Science progress. 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

4 authors.

Fei LuFaculty of Data Science, City University of Macau, Macau, China.ORCID 0000-0002-2542-1034
Haojing HuangSchool of Engineering and Technology, Guangdong Polytechnic Institute, Guangzhou, China.ORCID 0009-0001-9719-7430
Zhiming CaiFaculty of Digital Science and Technology, Macau Millennium College, Macau, China.
Jian ChenFaculty of Data Science, City University of Macau, Macau, China.ORCID 0000-0002-7411-6431

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Centralized security architectures and conventional encryption methods are often cumbersome for edge computing environments, where lightweight, efficient, and real-time processing is essential. This study proposes a lightweight data protection framework for secure edge transmission using IOTA-MAM. The solution uses IOTA to enhance data integrity, prevent tampering, and protect privacy at the edge. The Masked Authenticated Messaging protocol is optimized for more efficient batch message generation, delivery, and verification, reducing computational and communication burdens, particularly for edge devices with limited resources. When assessed under high load-2400 edge nodes managing 80,000 tasks-the system achieves an 85.7% recall rate, 11.2% task failure rate, and average service latency of 6.5 s. The results indicate that the proposed framework balances security, throughput, and latency, providing robust privacy and integrity guarantees while reducing operational overhead. This work contributes to a practical and scalable solution that meets the security and responsiveness demands of modern edge computing applications.

Indexed as

data securityEdge computingIOTAlightweight distributed ledgermasked authenticated messaging

Identifiers

PMID41143894
PMCPMC12576036

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.