Evidence map›Paper›PMID 36991862›Full record

ArticleSensors (Basel, Switzerland)2023

OpenVNT: An Open Platform for VIS-NIR Technology.

Roman-David Kulko, Alexander Pletl, Heike Mempel, Florian Wahl, Benedikt Elser

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Roman-David KulkoTechnologie Campus Grafenau, Technische Hochschule Deggendorf, 94481 Grafenau, Germany.
Alexander PletlTechnologie Campus Grafenau, Technische Hochschule Deggendorf, 94481 Grafenau, Germany.
Heike MempelInstitut für Gartenbau, Hochschule Weihenstephan-Triesdorf, 85354 Freising, Germany.ORCID 0000-0002-5820-663X
Florian WahlTechnologie Campus Grafenau, Technische Hochschule Deggendorf, 94481 Grafenau, Germany.ORCID 0000-0002-1163-1399
Benedikt ElserTechnologie Campus Grafenau, Technische Hochschule Deggendorf, 94481 Grafenau, Germany.ORCID 0000-0001-6029-4424

Funding

Federal Ministry for Economic Affairs and Energy 01MD19009E
6 · The paper itself

Abstract

Spectrometers measure diffuse reflectance and create a "molecular fingerprint" of the material under investigation. Ruggedized, small scale devices for "in-field" use cases exist. Such devices might for example be used by companies in the food supply chain for inward inspection of goods. However, their application for the industrial Internet of Things workflows or scientific research is limited due to their proprietary nature. We propose an open platform for visible and near-infrared technology (OpenVNT), an open platform for capturing, transmitting, and analysing spectral measurements. It is built for use in the field, as it is battery-powered and transmits data wireless. To achieve high accuracy, the OpenVNT instrument contains two spectrometers covering a wavelength range of 400-1700 nm. We conducted a study on white grapes to compare the performance of the OpenVNT instrument against the Felix Instruments F750, an established commercial instrument. Using a refractometer as ground truth, we built and validated models to estimate the Brix value. As a quality measure, we used coefficient of determination of the cross-validation (R2CV) between the instrument estimation and ground truth. With 0.94 for the OpenVNT and 0.97 for the F750, a comparable R2CV was achieved for both instruments. OpenVNT matches the performance of commercially available instruments at one tenth of the price. We provide an open bill of materials, building instructions, firmware, and analysis software to enable research and industrial IOT solutions without the limitations of walled garden platforms.

Indexed as

chemometricsfruit qualityinstrumentationnondestructive evaluationopen sourcespectrometervisible and near infrared spectroscopy

Identifiers

PMID36991862
PMCPMC10055953

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.