Evidence map›Paper›PMID 42655329›Full record

ArticleSensors (Basel, Switzerland)2026

Design Considerations, Field Validation and Perspectives of a Low-Power Wearable Sensor Collar for Continuous Monitoring of Ruminants.

Maria P Nikolopoulou, Aikaterini-Artemis Agiomavriti, Dimitrios Loukatos, Dimitrios Grivas, Nikolaos Xotzempekoglou, Athanasios I Gelasakis, Konstantinos G Arvanitis, Konstantinos Demestichas, Thomas Bartzanas

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

9 authors.

Maria P NikolopoulouLaboratory of Farm Structures, Department of Natural Resources Management & Agricultural Engineering, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0009-0006-3847-5660
Aikaterini-Artemis AgiomavritiR&D Department, TCB Avgidis Automation S.A., 11744 Athens, Greece.ORCID 0009-0006-0641-1478
Dimitrios LoukatosLaboratory of Farm Machine Systems, Department of Natural Resources Management & Agricultural Engineering, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0000-0002-7675-842X
Dimitrios GrivasR&D Department, TCB Avgidis Automation S.A., 11744 Athens, Greece.
Nikolaos XotzempekoglouR&D Department, TCB Avgidis Automation S.A., 11744 Athens, Greece.
Athanasios I GelasakisLaboratory of Anatomy and Physiology of Farm Animals, Department of Animal Science, School of Animal Biosciences, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0000-0003-1144-3918
Konstantinos G ArvanitisLaboratory of Farm Machine Systems, Department of Natural Resources Management & Agricultural Engineering, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0000-0002-5778-6644
Konstantinos DemestichasLaboratory of Informatics, Department of Agricultural Economics and Rural Development, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0000-0002-8858-6389
Thomas BartzanasLaboratory of Farm Structures, Department of Natural Resources Management & Agricultural Engineering, Agricultural University of Athens, Iera Odos 75 str., 11855 Athens, Greece.ORCID 0000-0002-5962-9909

Funding

TCB Avgidis Automations S.A.
6 · The paper itself

Abstract

Wearable sensors provide significant potential for continuous animal monitoring. However, the practical implementation of such technologies on livestock farms for animal monitoring raises significant challenges related to power efficiency, robustness, and reliability. In this research paper, we propose the design, implementation, and field testing of a low-energy, low-cost, multi-sensor wearable collar specifically designed for continuous monitoring of ruminants using LoRa. The proposed collar is based on a modular hardware platform that incorporates inertial sensing, temperature sensing, and wireless communication, with special attention to sensor choice, location on the body, casing, and mounting mechanism. Reduced weight, environmental protection, and long-term wearability without affecting animal behavior are the primary focus in the hardware design. Power optimization management strategies, including sleep mode and duty cycling functionality, are implemented to maximize autonomy and battery lifetime and are evaluated under realistic operating scenarios. Field deployment was conducted in a ruminant farm, where the wearable devices operated flawlessly for a long time period. Characteristic sensor data are collected, including accelerometer readings induced by animal movement, variability in received signal strength (RSSI), and animal temperature. The system demonstrates stable operation, satisfactory data completeness and consistency on multi-day basis. The knowledge acquired brings into focus the practical challenges and design issues associated with the use of wearable sensors in livestock and offers insights into designing efficient sensor collars for precision livestock farming.

Indexed as

RuminantsWearable Electronic DevicesAnimalsEquipment DesignMonitoring, PhysiologicWireless Technologycollarslivestock monitoringon-site technologiesperformance evaluationphysical computingsmart agriculturewearableswireless sensors

Identifiers

PMID42655329
PMCPMC13517754

What OpenQuestion holds

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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.