Evidence map›Paper›PMID 38338540›Full record

ArticleFoods (Basel, Switzerland)2024

Optimisation of an Industrial Optical Sorter of Legumes for Gluten-Free Production Using Hyperspectral Imaging Techniques.

Roberto Romaniello, Antonietta Eliana Barrasso, Claudio Perone, Antonia Tamborrino, Antonio Berardi, Alessandro Leone

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Roberto RomanielloDepartment of Agriculture, Food, Natural Resource and Engineering, University of Foggia, 71122 Foggia, Italy.ORCID 0000-0002-6195-0486
Antonietta Eliana BarrassoDepartment of Agriculture, Food, Natural Resource and Engineering, University of Foggia, 71122 Foggia, Italy.
Claudio PeroneDepartment of Agriculture, Food, Natural Resource and Engineering, University of Foggia, 71122 Foggia, Italy.
Antonia TamborrinoDepartment of Soil, Plant and Food Science (DISSPA), University of Bari Aldo Moro, Via Amendola 165/a, 70126 Bari, Italy.ORCID 0000-0001-8053-515X
Antonio BerardiDepartment of Soil, Plant and Food Science (DISSPA), University of Bari Aldo Moro, Via Amendola 165/a, 70126 Bari, Italy.ORCID 0000-0003-2003-8746
Alessandro LeoneDepartment of Soil, Plant and Food Science (DISSPA), University of Bari Aldo Moro, Via Amendola 165/a, 70126 Bari, Italy.ORCID 0000-0003-0535-1814

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The market demand for gluten-free food is increasing due to the growing gluten sensitivity and coeliac disease (CD) in the population. The market requires grass-free cereals to produce gluten-free food. This requires sorting methods that guarantee the perfect separation of gluten contaminants from the legumes. The objective of the research was the development of an optical sorting system based on hyperspectral image processing, capable of identifying the spectral characteristics of the products under investigation to obtain a statistical classifier capable of enabling the total elimination of contaminants. The construction of the statistical classifier yielded excellent results, with a 100% correct classification rate of the contaminants. Tests conducted subsequently on an industrial optical sorter validated the result of the preliminary tests. In fact, the application of the developed classifier was able to correctly select the contaminants from the mass of legumes with a correct classification percentage of 100%. A small proportion of legumes was misclassified as contaminants, but this did not affect the scope of the work. Further studies will aim to reduce even this small share of waste with investigations into optimising the seed transport systems of the optical sorter.

Indexed as

gluten-freehyperspectral imaginglegumesoptical sorter

Identifiers

PMID38338540
PMCPMC10855930

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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.