Automated Prototype for

dead/alive pupae defective cocoons machine learning reelability stained cocoons undersize/oversize cocoons

Journal

Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366

Informations de publication

Date de publication:
12 Jan 2023
Historique:
received: 30 11 2022
revised: 27 12 2022
accepted: 07 01 2023
entrez: 21 1 2023
pubmed: 22 1 2023
medline: 25 1 2023
Statut: epublish

Résumé

Cocoon sorting is one of the most labor-demanding activities required both at the end of the agricultural production and before the industrial reeling process to obtain an excellent silk quality. In view of the possible relaunch of European sericulture, the automatization of this production step is mandatory both to reduce silk costs and to standardize fiber quality. The described research starts from this criticality in silk production (the manual labor required to divide cocoons into different quality classes) to identify amelioration solutions. To this aim, the automation of this activity was proposed, and a first prototype was designed and built. This machinery is based on the use of three cameras and imaging algorithms identifying the shape and size of the cocoons and outside stains, a custom-made light sensor and an AI model to discard dead cocoons. The current efficiency of the machine is about 80 cocoons per minute. In general, the amelioration obtained through this research involves both the application of traditional sensors/techniques to an unusual product and the design of a dedicated sensor for the identification of dead/alive pupae inside the silk cocoons. A general picture of the overall efficiency of the new cocoon-sorting prototype is also outlined.

Identifiants

pubmed: 36679667
pii: s23020868
doi: 10.3390/s23020868
pmc: PMC9862640
pii:
doi:

Substances chimiques

Silk 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : Regione del Veneto
ID : DGR 2175 del 23/12/2016" SERINNOVATION

Références

Adv Mater. 2012 Jun 5;24(21):2824-37
pubmed: 22553118
iScience. 2021 Oct 19;24(11):103316
pubmed: 34778731
Insects. 2021 Dec 30;13(1):
pubmed: 35055887

Auteurs

Simone Vasta (S)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Simone Figorilli (S)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Luciano Ortenzi (L)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.
Department of Agricultural and Forestry Sciences (DAFNE), Tuscia University of Viterbo, 01100 Viterbo, Italy.

Simona Violino (S)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Corrado Costa (C)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Lavinia Moscovini (L)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Francesco Tocci (F)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Federico Pallottino (F)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Alberto Assirelli (A)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Ingegneria e Trasformazioni Agroalimentari, Monterotondo, 00015 Rome, Italy.

Alessio Saviane (A)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Agricoltura e Ambiente, Laboratorio di Gelsibachicoltura, 35143 Padua, Italy.

Silvia Cappellozza (S)

Consiglio per la Ricerca in Agricoltura e l'Analisi dell'Economia Agraria (CREA), Centro di Ricerca Agricoltura e Ambiente, Laboratorio di Gelsibachicoltura, 35143 Padua, Italy.

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Classifications MeSH