Evidence map›Paper›PMID 42451499›Full record

ArticleSensors (Basel, Switzerland)2026

Feasibility and Operational Limits of a Minimum-Cost Indirect UAV Thermal Sensing Workflow Based on Smartphone-Displayed Infrared Video.

Yordan Stoyanov, Atanasi Tashev, Silviya Salapateva, Penko Mitev, Dimitar Yankov, Galya Hristova, Galin Tihanov

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

7 authors.

Yordan StoyanovDepartment of Transport and Aircraft Equipment and Technologies, Technical University of Sofia, Branch Plovdiv, 25 Tsanko Dyustabanov Street, 4000 Plovdiv, Bulgaria.ORCID 0000-0003-2317-8867
Atanasi TashevDepartment of Transport and Aircraft Equipment and Technologies, Technical University of Sofia, Branch Plovdiv, 25 Tsanko Dyustabanov Street, 4000 Plovdiv, Bulgaria.ORCID 0009-0000-4423-9935
Silviya SalapatevaDepartment of Transport and Aircraft Equipment and Technologies, Technical University of Sofia, Branch Plovdiv, 25 Tsanko Dyustabanov Street, 4000 Plovdiv, Bulgaria.ORCID 0009-0005-9866-6525
Penko MitevCenter of Competence "Smart Mechatronics, Eco- and Energy Saving Systems and Technologies", 4000 Plovdiv, Bulgaria.ORCID 0009-0006-0367-3245
Dimitar YankovCenter of Competence "Smart Mechatronics, Eco- and Energy Saving Systems and Technologies", 4000 Plovdiv, Bulgaria.
Galya HristovaDepartment of Agricultural Engineering, Faculty of Agriculture, Students Campus, Trakia University, 6000 Stara Zagora, Bulgaria.
Galin TihanovDepartment of Agricultural Engineering, Faculty of Agriculture, Students Campus, Trakia University, 6000 Stara Zagora, Bulgaria.

Funding

European Regional Development Fund BG16RFPR002-1.014-0005
6 · The paper itself

Abstract

Professional UAV thermal imaging systems are widely used for inspection, environmental monitoring, search and rescue, agriculture, and technical diagnostics. However, their cost limits their use in education, preliminary field screening, rapid prototyping, and low-resource applications. This study evaluates a minimum-cost indirect UAV thermal sensing workflow based on a DJI Mini 4K consumer drone, a lightweight Servo King9000 smartphone, and a UTi260M smartphone-connected infrared thermal camera. In the proposed configuration, the smartphone displayed and recorded the thermal stream, while the onboard RGB camera of the UAV recorded the smartphone-displayed infrared video during flight. The aim was not to develop a radiometric UAV thermal imaging platform, but to determine whether such a low-cost configuration can provide qualitative presence/absence indication of clear thermal hotspots and to identify its operational limits. The system was experimentally assessed under no-payload and payload conditions, daylight and nighttime illumination, and several low-altitude operating heights. Additional motor-region thermal observations were performed using a UTi260T handheld thermal camera under loaded and unloaded operating conditions. The complete UAV-payload configuration had a measured mass of approximately 340 g, corresponding to an effective added payload of 91 g and a payload-to-UAV mass ratio of 36.5%. Payload operation reduced near-ground flight endurance from approximately 25 min to 14 min 40 s. The maximum observed motor-region temperature increased from 24.9 °C under unloaded operation to 42.0 °C under loaded operation, while motor thermal asymmetry increased from 4.8 °C to 7.6 °C. Nighttime and low-glare operation improved the readability of the smartphone-displayed thermal stream, with the most practical usability observed at approximately 10-20 m. The results show that the proposed workflow is feasible only for short-range qualitative thermal screening and clear hotspot presence/absence indication. The UAV-recorded video should not be interpreted as direct thermal data, but as an RGB recording of a smartphone display showing thermal information. Therefore, the workflow is not suitable for quantitative temperature measurement, radiometric thermal mapping, or accurate thermal shape delineation. The main operational limits are payload mass, suspended-load oscillation, display readability, reduced endurance, motor-region thermal loading, sensitivity to payload alignment, and the absence of raw radiometric data. Direct UTi260M smartphone-recorded thermal frames were additionally used for pixel-size-assisted qualitative verification of practical reference thermal targets, including a human-sized target and a vehicle-sized target, at selected low-altitude operating heights.

Indexed as

battery endurancedisplay readabilityindirect thermal imaginginfrared cameralow-cost sensingmotor temperaturepayloadqualitative hotspot indicationsmartphone thermal camerathermal imagingUAV

Identifiers

PMID42451499
PMCPMC13363874

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.