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European Food Research and Technology

, Volume 245, Issue 10, pp 2089–2099 | Cite as

Food traceability: a term map analysis basic review

  • Simona Violino
  • Francesca Antonucci
  • Federico Pallottino
  • Cristina Cecchini
  • Simone Figorilli
  • Corrado CostaEmail author
Review Article
  • 164 Downloads

Abstract

The aim of this work is to realize a term map analysis on technological advancements, in the year and in the world, of scientific researches of food traceability. Quality protection needs efficient instruments to discriminate Protected Denomination of Origin and Protected Geographical Indication varieties in field and to trace them along the agri-food chain. This study attempts to analyze global scientific of food traceability researches (between 1999 and 2018). In this period, 2534 scientific publications by Scopus database were found. Publication trends, research topics and their geographical distribution were analyzed by science mapping (VOSviewer software). Term map evidenced four main groups: red cluster with terms about food product and analytical methods for the characterization of food; green cluster including terms related with consumer (e.g., “food safety” and “food packaging”); blue cluster associating terms with the technology for traceability and yellow cluster with identification of food by genetic marker. It is possible to observe many links (i.e., co-occurrence between terms) in the green and blue clusters and among them. The yellow cluster could be considered as a subcategory of red one. In addition, green cluster refers to consumer and food safety. Yellow and red clusters contain analytical methods to identify food product, while blue cluster refers to advancements technological transferring information about the product to the consumer. These clusters do not present many linkages, and the consumer is in-between these. Finally, this study contributes to a better knowing of food traceability, and to an enhanced scientific research of technological advancements in supply chain.

Keywords

Supply chain RFID QR CODE NFC NIR DNA barcoding 

Notes

Acknowledgements

Some activities in this study were funded or developed by the projects AGROENER (D.D. n. 26329), INFOLIVA (D.M. n.12479) and AgriDigit (D.M. 33396/7305/2017) funded by the Italian Ministry of Agriculture (MiPAAF).

Compliance with ethical standards

Conflict of interest

Authors declare no conflicts of interest.

Compliance with ethics requirements

This article does not contain any studies with human or animal subjects.

Supplementary material

217_2019_3321_MOESM1_ESM.txt (27 kb)
Supplementary material 1 (TXT 26 kb)

References

  1. 1.
    Trebar M, Lotrič M, Fonda I, Pleteršek A, Kovačič K (2013) RFID data loggers in fish supply chain traceability. Int J Antenn Propag 2013:1–9CrossRefGoogle Scholar
  2. 2.
    Alfian G, Rhee J, Ahn H, Lee J, Farooq U, Ijaz MF, Syaekhoni MA (2017) Integration of RFID, wireless sensor networks, and data mining in an e-pedigree food traceability system. J Food Eng 212:65–75CrossRefGoogle Scholar
  3. 3.
    Abad E, Palacio F, Nuin M, De Zarate AG, Juarros A, Gómez JM, Marco S (2009) RFID smart tag for traceability and cold chain monitoring of foods: demonstration in an intercontinental fresh fish logistic chain. J Food Eng 93(4):394–399CrossRefGoogle Scholar
  4. 4.
    Hsu YC, Chen AP, Wang CH (2008) A RFID-enabled traceability system for the supply chain of live fish. 2008 IEEE Int Conf Autom Logistics.  https://doi.org/10.1109/coase.2006.326908 CrossRefGoogle Scholar
  5. 5.
    European Commission, Regulation (EC) No 178/2002 of the European parliament and of the council (2002) Laying down the general principles and requirements of food law, establishing the European Food Safety Authority and laying down procedures in matters of food safety. Off J Eur Union 31:1–24Google Scholar
  6. 6.
    Xiang B (2015) Study on safety management of food traceability based on food supply chain. J Food Sci Technol 8(6):394–397Google Scholar
  7. 7.
    Dabbene F, Gay P, Tortia C (2016) Radio-frequency identification usage in food traceability. Adv Food Traceability Tech Technol 67:89.  https://doi.org/10.1016/B978-0-08-100310-7.00005-3 (Woodhead Publishing) CrossRefGoogle Scholar
  8. 8.
    Espiñeira M, Santaclara FJ (2016) What is food traceability? In: Advances in food traceability techniques and technologies. Woodhead Publishing, pp 3–8Google Scholar
  9. 9.
    Lammers W, Hasselmann G (2007) Tracking, tracing, effizienz e temperatur geführte fleischlogistik mit RFID. LVT Lebensmittel-Industrie 6:2–3Google Scholar
  10. 10.
    Figorilli S, Antonucci F, Costa C, Pallottino F, Raso L, Castiglione M, Pinci E, Del Vecchio D, Colle G, Proto AR, Sperandio G, Menesatti P (2018) Blockchain implementation prototype for the electronic open source traceability of wood along the whole supply chain. Sensors 18:31–33CrossRefGoogle Scholar
  11. 11.
    Nakamoto S (2008) Bitcoin: a peer-to-peer electronic cash system. http://bitcoin.org/bitcoin.pdf. Accessed 12 Nov 2011
  12. 12.
    Costa C, Antonucci F, Pallottino F, Aguzzi J, Sarriá D, Menesatti P (2013) A review on agri-food supply chain traceability by means of RFID technology. Food Bioprocess Technol 6(2):353–366CrossRefGoogle Scholar
  13. 13.
    Costa C, Aguzzi J, Menesatti P, Mànuel A, Boglione C, Sarriá D, García JA, Sardà F, del Río J, Antonucci F, Sbragaglia V, Rampacci M, D’Ambra R, Cataudella S (2011) Versatile application of RFID technology to commercial and laboratory research contexts: fresh fish supply-chain and behavioural tests. Instrument Viewpoint 11:48Google Scholar
  14. 14.
    Badia-Melis R, Mishra P, Ruiz-García L (2015) Food traceability: new trends and recent advances. A review. Food Control 57:393–401CrossRefGoogle Scholar
  15. 15.
    Hong IH, Dang JF, Tsai YH, Liu CS, Lee WT, Wang ML, Chen PC (2011) An RFID application in the food supply chain: a case study of convenience stores in Taiwan. J Food Eng 106(2):119–126CrossRefGoogle Scholar
  16. 16.
    Jedermann R, Ruiz-Garcia L, Lang W (2009) Spatial temperature profiling by semi-passive RFID loggers for perishable food transportation. Comput Electron Agric 65:145–154CrossRefGoogle Scholar
  17. 17.
    Regattieri A, Gamberi M, Manzini R (2007) Traceability of food products: general framework and experimental evidence. J Food Eng 81:347–356CrossRefGoogle Scholar
  18. 18.
    Tajima M (2007) Strategic value of RFID in supply chain management. J Purch Supply Manag 13:261–273CrossRefGoogle Scholar
  19. 19.
    Campanaro A, Tommasi N, Guzzetti L, Galimberti A, Bruni I, Labra M (2018) DNA barcoding to promote social awareness and identity of neglected, underutilized plant species having valuable nutritional properties. Food Res Int 115:1–9CrossRefGoogle Scholar
  20. 20.
    Papetti P, Costa C, Antonucci F, Figorilli S, Solaini S, Menesatti P (2012) A RFID web-based infotracing system for the artisanal Italian cheese quality traceability. Food Control 27(1):234–241CrossRefGoogle Scholar
  21. 21.
    Barge P, Gay P, Merlino V, Tortia C (2014) Item-level radio-frequency identification for the traceability of food products: application on a dairy product. J Food Eng 125:119–130CrossRefGoogle Scholar
  22. 22.
    Pappa IC, Iliopoulos C, Massouras T (2018) What determines the acceptance and use of electronic traceability systems in agri-food supply chains? J Rural Stud 58:123–135CrossRefGoogle Scholar
  23. 23.
    Seino K, Kuwabara S, Mikami S, Takahashi Y, Yoshikawa M, Narumi H, Koganezaki K, Wakabayashi T, Nagano A (2004) Development of the traceability system which secures the safety of fishery products using the QR code and a digital signature. Oceans’04 MTS/IEEE Techno-Ocean’04 (IEEE Cat. No. 04CH37600) 1:476–481.  https://doi.org/10.1109/oceans.2004.1402962 CrossRefGoogle Scholar
  24. 24.
    Abdullah A, Rehbein H (2017) DNA barcoding for the species identification of commercially important fishery products in Indonesian markets. Int J Food Sci Technol 52(1):266–274CrossRefGoogle Scholar
  25. 25.
    Pigini D, Conti M (2017) NFC-based traceability in the food chain. Sustainability 9(10):1910CrossRefGoogle Scholar
  26. 26.
    Fallon M (2001) Traceability of poultry and poultry products. Revue scientifique et technique (Int Off Epizootics) 20(2):538–546CrossRefGoogle Scholar
  27. 27.
    Ning Z, Dequan Z, Shurong L, Qingpeng L (2008) Preliminary study on origin traceability of mutton by near infrared reflectance spectroscopy coupled with SIMCA method. Trans Chin Soc Agric Eng.  https://doi.org/10.3969/j.issn.1002-6819.2008.12.060 CrossRefGoogle Scholar
  28. 28.
    Ahmed N, Sangale D, Tiknaik A, Prakash B, Hange R, Sanil R, Khedkar G (2018) Authentication of origin of meat species processed under various Indian culinary procedures using DNA barcoding. Food Control 90:259–265CrossRefGoogle Scholar
  29. 29.
    Wang Y, Yang Y, Gu Y (2012) Research on quality and safety traceability system of fruit and vegetable products based on ontology. J Converg Inf Technol l7:86–93Google Scholar
  30. 30.
    Ritota M, Casciani L, Valentini M (2013) PGI chicory (Cichorium intybus L.) traceability by means of HRMAS-NMR spectroscopy: a preliminary study. J Sci Food Agric 93(7):1665–1672CrossRefGoogle Scholar
  31. 31.
    Mainetti L, Mele F, Patrono L, Simone F, Stefanizzi ML, Vergallo R (2013) An RFID-based tracing and tracking system for the fresh vegetables supply chain. Int J Antennas Propag.  https://doi.org/10.1155/2013/531364 CrossRefGoogle Scholar
  32. 32.
    Molkentin J, Giesemann A (2007) Differentiation of organically and conventionally produced milk by stable isotope and fatty acid analysis. Anal Bioanal Chem 388:297–305CrossRefGoogle Scholar
  33. 33.
    Dutra SV, Adami L, Marcon AR, Carnieli GJ, Roani CA, Spinelli FR (2011) Determination of the geographical origin of Brazilian wines by isotope and mineral analysis. Anal Bioanal Chem 401:1571–1576CrossRefGoogle Scholar
  34. 34.
    Camin F, Larcher R, Nicolini G, Bontempo L, Bertoldi D, Perin M (2010) Isotopic and elemental data for tracing the origin of European olive oils. J Agric Food Chem 58:570–577CrossRefGoogle Scholar
  35. 35.
    Versari A, Laurie VF, Ricci A, Laghi L, Parpinello GP (2014) Progress in authentication, typification and traceability of grapes and wines by chemometric approaches. Food Res Int 60:2–18CrossRefGoogle Scholar
  36. 36.
    Benincasa C, Lewis J, Perri E, Sindona G, Tagarelli A (2007) Determination of trace element in Italian virgin olive oils and their characterization according to geographical origin by statistical analysis. Anal Chim Acta 585(2):366–370CrossRefGoogle Scholar
  37. 37.
    Kalaitzis P, El-Zein Z (2016) Olive oil authentication, traceability and adulteration detection using DNA-based approaches. Lipid Technol 28(10–11):173–176CrossRefGoogle Scholar
  38. 38.
    Van Eck NJ, Waltman L (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 84(2):523–538CrossRefGoogle Scholar
  39. 39.
    Van Eck NJ, Waltman L (2011) Text mining and visualization using VOSviewer. arXiv:1109-2058Google Scholar
  40. 40.
    Nardi P, Nardi P, Di Matteo G, Palahi M, Mugnozza GS (2016) Structure and evolution of mediterranean forest research: a science mapping approach. PLoS One 11(5):e0155016CrossRefGoogle Scholar
  41. 41.
    Van Eck NJ, Waltman L, van Raan AF, Klautz RJ, Peul WC (2013) Citation analysis may severely underestimate the impact of clinical research as compared to basic research. PLoS One 8(4):e62395CrossRefGoogle Scholar
  42. 42.
    Van Eck NJ, Waltman L (2014) Visualizing bibliometric networks. In: Measuring scholarly impact. Springer, Cham, pp 285–320Google Scholar
  43. 43.
    Van Raan AF (2014) Advances in bibliometric analysis: research performance assessment and science mapping. In: Blockmans W, Engwall L, Weaire D (eds) Bibliometrics. Use and abuse in the review of research performance. Wenner-Gren International Series. Portland Press, LondonGoogle Scholar
  44. 44.
    Rao R, Caramante M, Blanco A, Lanteri S, Lucchin M, Mazzucato A (2009) Innovazioni genetiche per l’identificazione e la protezione di prodotti tipici italiani. Ital J Agron 3:95–101Google Scholar
  45. 45.
    Porter ME (1990) The competitive advantage of nations. Free Press, New YorkCrossRefGoogle Scholar
  46. 46.
    Maffei S, Simonelli G (2002) I territori del design. Made in Italy e sistemi produttivi locali, Il Sole 24-Ore, MilanoGoogle Scholar
  47. 47.
    Becattini G (2000) Dal distretto industriale allo sviluppo locale. Bollati Boringhieri, TorinoGoogle Scholar
  48. 48.
    Toti E (2017) Le eccellenze e la tutela del “Made in Italy”. Rivista di Scienza dell’Alimentazione 46(3):39–42Google Scholar
  49. 49.
    Mortara A, Fragapane S (2016) Moda, made in Italy e sostenibilità: un connubio possibile? (Italian). Rivista Trimestrale Di Scienza Dell’Amministrazione 4:1Google Scholar
  50. 50.
    Vesentini I (2018) L’etichetta “made in Italy” non interessa ai consumatori globali. Il Sole 24 Ore. https://www.ilsole24ore.com/art/impresa-e-territori/2018-12-05/l-etiche. Accessed 5 Dicembre 2018
  51. 51.
    Tian F (2017) A supply chain traceability system for food safety based on HACCP, blockchain and Internet of things. Int Conf Service Syst Service Manag 1:6Google Scholar
  52. 52.
    Qian JP, Yang XT, Wu XM, Zhao L, Fan BL, Xing B (2012) A traceability system incorporating 2D barcode and RFID technology for wheat flour mills. Comput Electron Agric 89:76–85CrossRefGoogle Scholar
  53. 53.
    Feng J, Fu Z, Wang Z, Xu M, Zhang X (2013) Development and evaluation on a RFID-based traceability system for cattle/beef quality safety in China. Food Control 31(2):314–325CrossRefGoogle Scholar
  54. 54.
    Hu H, Cui Y (2009) RFID based grain and oil products traceability and its computer implementation. In: International conference on computer and computing technologies in agriculture. Springer, Berlin, HeidelbergGoogle Scholar
  55. 55.
    Kumari L, Narsaiah K, Grewal MK, Anurag RK (2015) Application of RFID in agri-food sector. Trends Food Sci Technol 43(2):144–161CrossRefGoogle Scholar
  56. 56.
    Nguyen SD, Pham TT, Blanc EF, Le NN, Dang CM, Tedjini S (2013) Approach for quality detection of food by RFID-based wireless sensor tag. Electron Lett 49(25):1588–1589CrossRefGoogle Scholar
  57. 57.
    Mohammed A, Wang Q, Li X (2017) A study in integrity of an RFID-monitoring HMSC. Int J Food Prop 20(5):1145–1158CrossRefGoogle Scholar
  58. 58.
    Tarjan L, Šenk I, Tegeltija S, Stankovski S, Ostojic G (2014) A readability analysis for QR code application in a traceability system. Comput Electron Agric 109:1–11CrossRefGoogle Scholar
  59. 59.
    Bianchi F, Giannetto M, Careri M (2018) Analytical systems and metrological traceability of measurement data in food control assessment. TrAC Trends Analyt Chem 107:142–150CrossRefGoogle Scholar
  60. 60.
    Valentini P, Galimberti A, Mezzasalma V, De Mattia F, Casiraghi M, Labra M, Pompa PP (2017) DNA barcoding meets nanotechnology: development of a universal colorimetric test for food authentication. Angew Chem Int Ed 56(28):8094–8098CrossRefGoogle Scholar
  61. 61.
    Uncu AT, Uncu AO, Frary A, Doganlar S (2017) Barcode DNA length polymorphisms vs fatty acid profiling for adulteration detection in olive oil. Food Chem 221:1026–1033CrossRefGoogle Scholar

Copyright information

© Springer-Verlag GmbH Germany, part of Springer Nature 2019

Authors and Affiliations

  1. 1.Consiglio per la ricerca in agricoltura e l’analisi dell’economia agraria (CREA)Centro di ricerca Ingegneria e Trasformazioni agroalimentariRomeItaly
  2. 2.Consiglio per la ricerca in agricoltura e l’analisi dell’economia agraria (CREA)Centro di ricerca Ingegneria e Trasformazioni agroalimentariRomeItaly

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