Evidence map›Paper›PMID 42774596›Full record

ArticleHardwareX2026

A portable, low-cost, and open-source electrical impedance tomography system with a modular analog front-end based on STM32 and AD5933.

Jerry Febrico, Basari

Abstract read
In one paragraph

Article in HardwareX, 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

2 authors.

Jerry FebricoBiomedical Engineering, Department of Electrical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia.
BasariBiomedical Engineering, Department of Electrical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electrical impedance tomography (EIT) is a non-invasive, radiation-free medical imaging technique, but commercial devices remain costly and complex. This paper presents a portable, low-cost (95.3 USD) open-source 16-electrode time-difference EIT system based on the AD5933 impedance converter and an STM32F407VGT6 microcontroller. Its highly modular analog front-end enables switching between Load-in-the-Loop and Mirrored Howland Voltage-Controlled Current Source (VCCS) topologies, alongside AD620 module or INA118P instrumentation amplifiers. Utilizing an adjacent pattern, the computationally efficient system acquires 208 impedance data points in 2 s, which is highly suitable for static phantom imaging. Hardware validation at 50.68 kHz demonstrated exceptional measurement precision, yielding standard deviations between 0.54 and 6.33 , and a peak Signal-to-Noise Ratio (SNR) of 43.7 dB. Phantom experiments using a 3D-printed container filled with saline (966 mS/m) successfully evaluated the configurations using both conductive (stainless steel) and non-conductive (plastic) target anomalies across various positions. The 2D boundary voltages were reconstructed using the Back-Projection algorithm in the pyEIT library, achieving a maximum Structural Similarity Index Measure (SSIM) of 0.9242 and a minimum Root Mean Square Error (RMSE) of 28.29. This highly replicable, fully open-source platform offers a robust and accessible foundation for EIT research and education.

Indexed as

AD5933 impedance converterElectrical impedance tomographyLow-costOpen-sourcePortable

Identifiers

PMID42774596
PMCPMC13594950

What OpenQuestion holds

Textmetadata
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.