Evidence map›Paper›PMID 42122365›Full record

ArticleSensors (Basel, Switzerland)2026

Design and Experimental Evaluation of a Hierarchical LoRaMESH-Based Sensor Network with Wi-Fi HaLow Backhaul for Smart Agriculture.

Cuong Chu Van, Anh Tran Tuan, Duan Luong Cong

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

3 authors.

Cuong Chu VanFaculty of Electronics Engineering 1, Posts and Telecommunications Institute of Technology (PTIT), Hanoi 100000, Vietnam.ORCID 0000-0002-2841-6724
Anh Tran TuanFaculty of Electronics Engineering 1, Posts and Telecommunications Institute of Technology (PTIT), Hanoi 100000, Vietnam.
Duan Luong CongFaculty of Electronics Engineering 1, Posts and Telecommunications Institute of Technology (PTIT), Hanoi 100000, Vietnam.ORCID 0009-0003-6207-1170

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Large-scale smart agriculture requires reliable and energy-efficient wireless connectivity to support distributed environmental sensing across wide rural areas. However, existing low-power wide-area network (LPWAN) technologies often face limitations in scalability, reliability, or infrastructure dependency when deployed in large agricultural fields. This study presents the design and experimental evaluation of a hierarchical sensor network architecture that integrates LoRaMESH for multi-hop sensing communication and Wi-Fi HaLow as a sub-GHz backhaul for data aggregation and cloud connectivity. In the proposed system, LoRaMESH forms intra-cluster sensor networks using a lightweight controlled flooding protocol, while Wi-Fi HaLow provides long-range IP-based connectivity between cluster gateways and a central access point. A real-world deployment covering approximately 2.5km×1km of agricultural area was implemented to evaluate the performance of the proposed architecture. Experimental results show that the LoRaMESH network achieves packet delivery ratios above 90% across one to three hops, with average end-to-end delays between 10.6 s and 13.3 s. The Wi-Fi HaLow backhaul demonstrates high reliability within short to medium distances, reaching 99.5% packet delivery ratio at 50 m and 89.68% at 200 m. Energy measurements further indicate that the sensor nodes consume only 21.19μA in sleep mode, enabling long-term battery-powered operation suitable for agricultural monitoring applications. These results indicate that the proposed hierarchical architecture is a feasible connectivity option for the tested large-scale agricultural sensing scenario. Because no side-by-side LoRaWAN or NB-IoT benchmark was conducted on the same testbed, the results should be interpreted as a field validation of the proposed architecture rather than as a direct experimental demonstration of superiority over alternative LPWAN systems.

Indexed as

hierarchical networkinternet of things (IoT)LoRaMESHsmart agricultureWi-Fi HaLow (IEEE 802.11ah)wireless sensor networks (WSN)

Identifiers

PMID42122365
PMCPMC13166006

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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.