Evidence map›Paper›PMID 34208883›Full record

ArticleSensors (Basel, Switzerland)2021

SmartSpectrometer-Embedded Optical Spectroscopy for Applications in Agriculture and Industry.

Julius Krause, Heinrich Grüger, Lucie Gebauer, Xiaorong Zheng, Jens Knobbe, Tino Pügner, Anna Kicherer, Robin Gruna, Thomas Längle, Jürgen Beyerer

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

10 authors.

Julius KrauseFraunhofer IOSB, Karlsruhe, Institute of Optronics, System Technologies and Image Exploitation, 76131 Karlsruhe, Germany.
Heinrich GrügerFraunhofer IPMS, Institute for Photonic Microsystems, 01109 Dresden, Germany.
Lucie GebauerJulius Kühn-Institut, Institute for Grapevine Breeding Geilweilerhof, 76833 Siebeldingen, Germany.ORCID 0000-0002-8219-2100
Xiaorong ZhengJulius Kühn-Institut, Institute for Grapevine Breeding Geilweilerhof, 76833 Siebeldingen, Germany.ORCID 0000-0002-1369-8669
Jens KnobbeFraunhofer IPMS, Institute for Photonic Microsystems, 01109 Dresden, Germany.
Tino PügnerFraunhofer IPMS, Institute for Photonic Microsystems, 01109 Dresden, Germany.
Anna KichererJulius Kühn-Institut, Institute for Grapevine Breeding Geilweilerhof, 76833 Siebeldingen, Germany.ORCID 0000-0002-6442-3219
Robin GrunaFraunhofer IOSB, Karlsruhe, Institute of Optronics, System Technologies and Image Exploitation, 76131 Karlsruhe, Germany.ORCID 0000-0002-1041-6750
Thomas LängleFraunhofer IOSB, Karlsruhe, Institute of Optronics, System Technologies and Image Exploitation, 76131 Karlsruhe, Germany.
Jürgen BeyererFraunhofer IOSB, Karlsruhe, Institute of Optronics, System Technologies and Image Exploitation, 76131 Karlsruhe, Germany.

Funding

Bundesministerium für Ernährung und Landwirtschaft 28DE113A18Bundesministerium für Ernährung und Landwirtschaft 28DE113B18Fraunhofer-Gesellschaft MEF 838780
6 · The paper itself

Abstract

The ongoing digitization of industry and agriculture can benefit significantly from optical spectroscopy. In many cases, optical spectroscopy enables the estimation of properties such as substance concentrations and compositions. Spectral data can be acquired and evaluated in real time, and the results can be integrated directly into process and automation units, saving resources and costs. Multivariate data analysis is needed to integrate optical spectrometers as sensors. Therefore, a spectrometer with integrated artificial intelligence (AI) called

Indexed as

AgricultureArtificial IntelligenceAutomationIndustrySpectrum Analysisindustrial internet of thingsmachine learningminiaturized optical spectrometernear-infrared spectroscopysmart viticulture

Identifiers

PMID34208883
PMCPMC8271752

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.