Abstract
Aegle marmelos is a sacred fruit with several medicinal properties, though availability is limited in a certain period of the year. It is therefore preserved in the form of leather through dehydration. In total, 16 concepts or nodes were selected after an interview with 27 stakeholders from different segments of food industries (packaging technology, food safety, certified industry auditor, food chemist, experienced sensory evaluation panellists, and food industry stakeholders) and a thorough review of shelf-life determining factors for leather-like products. Linguistic variables were assigned to find the rules governing the proposed model. The centre of gravity method was employed to defuzzify the linguistic variables with triangular membership function. A fuzzy cognitive map (FCM) was constructed with 106 numbers of connections to study the uncertainties in shelf-life modelling. Steady-state FCM analysis was conducted with considering the value of each concept equal to 1. Dynamic-state FCM was conducted considering the moisture content and moisture permeability with 0.1 as a case example. Different dynamic state infers how the shelf life of the leather product be influenced by different concepts/nodes/issues in comparison to steady-state FCM. FCM modelling is feasible for storage study of any type of food, though in this study bael leather is chosen.
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References
ASTM D2974 - 20e1 (2020) Standard test methods for determining the water (moisture) content, ash content, and organic material of peat and other organic soils. https://www.astm.org/Standards/D2974.htm. Accessed 14 Oct 2020
Adane M, Teka B, Gismu Y, et al (2018) Food hygiene and safety measures among food handlers in street food shops and food establishments of Dessie town, Ethiopia: a community-based cross-sectional study. PLoS One 13:. https://doi.org/10.1371/journal.pone.0196919
Ahmad M, Hani NM, Nirmal NP et al (2015) Optical and thermo-mechanical properties of composite films based on fish gelatin/rice flour fabricated by casting technique. Prog Org Coat 84:115–127. https://doi.org/10.1016/j.porgcoat.2015.02.016
Ahmadi S, Yeh CH, Martin R, Papageorgiou E (2015) Optimizing ERP readiness improvements under budgetary constraints. Int J Prod Econ 161:105–115. https://doi.org/10.1016/j.ijpe.2014.11.020
Alipour M, Hafezi R, Amer M, Akhavan AN (2017) A new hybrid fuzzy cognitive map-based scenario planning approach for Iran’s oil production pathways in the post–sanction period. Energy 135:851–864. https://doi.org/10.1016/j.energy.2017.06.069
Amer M, Daim TU, Jetter A (2013) A review of scenario planning. Futures 46:23–40. https://doi.org/10.1016/j.futures.2012.10.003
Arvanitoyannis IS, Bosnea L (2004) Migration of substances from food packaging materials to foods. Crit Rev Food Sci Nutr 44:63–76. https://doi.org/10.1080/10408690490424621
Arvanitoyannis IS, Kotsanopoulos KV (2014) Migration phenomenon in food packaging. Food-package interactions, mechanisms, types of migrants, testing and relative legislation-a review. Food Bioprocess Technol 7:21–36
Azeredo HMC, Brito ES, Moreira GEG et al (2006) Effect of drying and storage time on the physico-chemical properties of mango leathers. Int J Food Sci Technol 41:635–638. https://doi.org/10.1111/j.1365-2621.2005.01120.x
Bakhtavar E, Shirvand Y (2019) Designing a fuzzy cognitive map to evaluate drilling and blasting problems of the tunneling projects in Iran. Eng Comput 35:35–45. https://doi.org/10.1007/s00366-018-0581-y
Balafoutis AT, Papageorgiou E, Dikopoulou Z et al (2014) Sunflower oil fuel for diesel engines: an experimental investigation and optimum engine setting evaluation using a multi-criteria decision making approach. Int J Green Energy 11:642–673. https://doi.org/10.1080/15435075.2013.777912
Beena P, Ganguli R (2011) Structural damage detection using fuzzy cognitive maps and Hebbian learning. Appl Soft Comput J 11:1014–1020. https://doi.org/10.1016/j.asoc.2010.01.023
Bhardwaj RL, Nandal U (2015) Nutritional and therapeutic potential of bael (Aegle marmelos Corr.) fruit juice: a review. Nutr Food Sci 45:895–919
Borle F, Sieber R, Bosset J-O (2001) Photo-oxidation and photoprotection of foods, with particular reference to dairy products. An update of a review article (1993–2000). Sci Aliments 21:571–590. https://doi.org/10.3166/sda.21.571-590
Broissin-Vargas LM, Snell-Castro R, Godon JJ et al (2018) Impact of storage conditions on fungal community composition of green coffee beans Coffea arabica L. stored in jute sacks during 1 year. J Appl Microbiol 124:547–558. https://doi.org/10.1111/jam.13656
Brown RE (2020) Donald O. Hebb and the Organization of Behavior: 17 years in the writing. Mol Brain 13:1–28
Cai Y, Miao C, Tan AH et al (2010) Creating an immersive game world with evolutionary fuzzy cognitive maps. IEEE Comput Graph Appl 30:58–70. https://doi.org/10.1109/MCG.2009.80
Chekol FA, Melak MF, Belew AK, Zeleke EG (2019) Food handling practice and associated factors among food handlers in public food establishments Northwest Ethiopia. BMC Res Notes 12:20. https://doi.org/10.1186/s13104-019-4047-0
Chen J, Chen C (2017) Uncertainty analysis in humidity measurements by the psychrometer method. Sensors (Switzerland) 17:368. https://doi.org/10.3390/s17020368
Cocca M, Di LML, Malinconico M, Frezza V (2011) Influence of crystal polymorphism on mechanical and barrier properties of poly(l-lactic acid). Eur Polym J 47:1073–1080. https://doi.org/10.1016/j.eurpolymj.2011.02.009
Conte A, Angiolillo L, Mastromatteo M, Del Nobile MA (2013) Technological options of packaging to control food quality. In: Food industry. IntechOpen, London, UK
Devi K, Sivaraj A, Kumar PV et al (2010) Hypolipidemic effect of Aegle Marmelos leaf extract in streptozotocin (STZ) induced diabetic male Albino rats. Int J PharmTech Res 2:259–265
Food and Agriculture Organization of the United Nations & Joint FAO/WHO Expert Committee on Food Additives. Meeting (74th : 2011 : Rome, Italy). (2011). Evaluation of certain food additives and contaminants: seventy-fourth [74th] report of the Joint FAO/WHO Expert Committee on Food Additives. World Health Organization. https://apps.who.int/iris/handle/10665/44788
Frederiksen CS, Haugaard VK, Poll L, Miquel Becker E (2003) Light-induced quality changes in plain yoghurt packed in polylactate and polystyrene. Eur Food Res Technol 217:61–69. https://doi.org/10.1007/s00217-003-0722-3
Froelich W, Papageorgiou EI (2014) Extended evolutionary learning of fuzzy cognitive maps for the prediction of multivariate time-series. Intell Syst Ref Libr 54:121–131. https://doi.org/10.1007/978-3-642-39739-4_7
Furfaro R, Kargel JS, Lunine JI et al (2010) Identification of cryovolcanism on Titan using fuzzy cognitive maps. Planet Space Sci 58:761–779. https://doi.org/10.1016/j.pss.2009.12.003
Genovese L, Gigli M, Lotti N et al (2014) Biodegradable long chain aliphatic polyesters containing ether-linkages: synthesis, solid-state, and barrier properties. Ind Eng Chem Res 53:10965–10973. https://doi.org/10.1021/ie5017865
Georgevici AI, Terblanche M (2019) Neural networks and deep learning: a brief introduction. Intensive Care Med 45:712–714
Gestoso P, Meunier M (2008) Barrier properties of small gas molecules in amorphous cis-1,4-polybutadiene estimated by simulation. Mol Simul 34:1135–1141. https://doi.org/10.1080/08927020802183559
Gizaw Z, Gebrehiwot M, Haile D, Teka Z (2014) Food safety practice and associated factors of food handlers working in substandard food establishments in Gondar Town, Northwest Ethiopia, 2013/14. Int J Food Sci Nutr Diet 3:138–146. https://doi.org/10.19070/2326-3350-1400027
Gong ZX (1997) Review of : “Water vapor measurement methods and instrumentation” P.R. Wlederhold Marcel Dekker, N.Y., 1997, 384 pages. Dry Technol 15:2615–2615. https://doi.org/10.1080/07373939708917382
Guerreiro TM, de Oliveira DN, Melo CFOR et al (2018) Migration from plastic packaging into meat. Food Res Int 109:320–324. https://doi.org/10.1016/j.foodres.2018.04.026
Nayik GA, Muzaffar K (2014) Developments in packaging of fresh fruits- shelf life perspective: a review. Am J Food Sci Nutr Res 1:34–39
Hoppe M, de Voogt P, Franz R (2016) Identification and quantification of oligomers as potential migrants in plastics food contact materials with a focus in polycondensates - a review. Trends Food Sci Technol 50:118–130
Jacobsson A, Nielsen T, Sjöholm I (2004) Influence of temperature, modified atmosphere packaging, and heat treatment on aroma compounds in broccoli. J Agric Food Chem 52:1607–1614. https://doi.org/10.1021/jf030631n
Jayashree LS, Palakkal N, Papageorgiou EI, Papageorgiou K (2015) Application of fuzzy cognitive maps in precision agriculture: a case study on coconut yield management of southern India’s Malabar region. Neural Comput Appl 26:1963–1978. https://doi.org/10.1007/s00521-015-1864-5
Juárez-Barrientos, JM, de Montserrat Tejeda-Paz, M, de Jesús Ramírez-Rivera, E, et al (2019) Use of Quantitative Descriptive Analysis (QDA) coupled with multivariate statistical methods to detection and discrimination of adulterated fresh cheeses. J Sens Stud 34. https://doi.org/10.1111/joss.12479
Kemp DSE, Hollowood DT, Hort DJ (2009) Sensory evaluation. John Wiley & Sons Ltd, West Sussex
Keysers C, Gazzola V (2014) Hebbian learning and predictive mirror neurons for actions, sensations and emotions. Philos Trans R Soc B Biol Sci 369:20130175. https://doi.org/10.1098/rstb.2013.0175
Kokkinos K, Lakioti E, Papageorgiou E, et al (2018) Fuzzy cognitive map-based modeling of social acceptance to overcome uncertainties in establishing waste biorefinery facilities. Front Energy Res 6:112. https://doi.org/10.3389/fenrg.2018.00112
Kontogianni A, Tourkolias C, Papageorgiou EI (2013) Revealing market adaptation to a low carbon transport economy: tales of hydrogen futures as perceived by fuzzy cognitive mapping. Int J Hydrogen Energy 38:709–722. https://doi.org/10.1016/j.ijhydene.2012.10.101
Koyuncu M, Tunçtürk Y (2017) Effect of packaging method and light exposure on oxidation and lipolysis in butter. Oxidation Communications 40(2):785–798.
Kyriakarakos G, Dounis AI, Arvanitis KG, Papadakis G (2017) Design of a fuzzy cognitive maps variable-load energy management system for autonomous PV-reverse osmosis desalination systems: a simulation survey. Appl Energy 187:575–584. https://doi.org/10.1016/j.apenergy.2016.11.077
Lee HK, Abdul Halim H, Thong KL, Chai LC (2017) Assessment of food safety knowledge, attitude, self-reported practices, and microbiological hand hygiene of food handlers. Int J Environ Res Public Health 14:55. https://doi.org/10.3390/ijerph14010055
Lee IK, Kim HS, Cho H (2012) Design of activation functions for inference of fuzzy cognitive maps: application to clinical decision making in diagnosis of pulmonary infection. Healthc Inform Res 18:105–114. https://doi.org/10.4258/hir.2012.18.2.105
Leekwijck WV, Kerre EE, (1999) Defuzzification: criteria and classification. Fuzzy Sets Syst 108(2). https://doi.org/10.1016/S0165-0114(97)00337-0
Legenstein R, Chase SM, Schwartz AB, Maass W (2010) A reward-modulated Hebbian learning rule can explain experimentally observed network reorganization in a brain control task. J Neurosci 30:8400–8410. https://doi.org/10.1523/JNEUROSCI.4284-09.2010
de Lima A, JB, Corrêa AD, Saczk AA, et al (2011) Antocianinas, estabilidade dos pigmentos eatividade antioxidante na jabuticaba [Myrciaria Cauliflora (Mart.) o. berg]. Rev Bras Frutic 33:877–887. https://doi.org/10.1590/S0100-29452011000300023
López-Rubio A, Almenar E, Hernandez-Muñoz P et al (2004) Overview of active polymer-based packaging technologies for food applications. Food Rev Int 20:357–387
Lopez C, Salmeron JL (2014) Dynamic risks modelling in ERP maintenance projects with FCM. Inf Sci (ny) 256:25–45. https://doi.org/10.1016/j.ins.2012.05.026
Mago VK, Bakker L, Papageorgiou EI, Alimadad A, Borwein P, Dabbaghian V, (2012) Fuzzy cognitive maps and cellular automata: An evolutionary approach for social systems modelling. Appl Soft Comput 12(12) 3771–3784. https://doi.org/10.1016/j.asoc.2012.02.020
Manandhar B, Paudel KR, Sharma B, Karki R (2018) Phytochemical profile and pharmacological activity of Aegle marmelos Linn. J Integr Med 16:153–163
Mauro C, Guergoletto K, Garcia S (2016) Development of blueberry and carrot juice blend fermented by Lactobacillus reuteri LR92. Beverages 2:37. https://doi.org/10.3390/beverages2040037
Mgaya-Kilima B, Remberg SF, Chove BE, Wicklund T (2015) Physiochemical and antioxidant properties of roselle-mango juice blends; effects of packaging material, storage temperature and time. Food Sci Nutr 3:100–109. https://doi.org/10.1002/fsn3.174
Miranda G, Berna À, González R, Mulet A (2014) The storage of dried apricots: the effect of packaging and temperature on the changes of texture and moisture. J Food Process Preserv 38:565–572. https://doi.org/10.1111/jfpp.12004
Moretti CL, Mattos LM, Calbo AG, Sargent SA (2010) Climate changes and potential impacts on postharvest quality of fruit and vegetable crops: a review. Food Res Int 43:1824–1832
Morillon V, Debeaufort F, Capelle M et al (2000) Influence of the physical state of water on the barrier properties of hydrophilic and hydrophobic films. J Agric Food Chem 48:11–16. https://doi.org/10.1021/jf990809z
Mukhopadhyay S, Majumdar GC, Goswami TK, Mishra HN (2013) Fuzzy logic (similarity analysis) approach for sensory evaluation of chhana podo. LWT - Food Sci Technol 53:204–210. https://doi.org/10.1016/j.lwt.2013.01.013
Nakazawa N, Okazaki E (2020) Recent research on factors influencing the quality of frozen seafood. Fish Sci 86:231–244
Özesmi U, Özesmi SL (2004) Ecological models based on people’s knowledge: a multi-step fuzzy cognitive mapping approach. Ecol Modell 176:43–64. https://doi.org/10.1016/j.ecolmodel.2003.10.027
Pajares G, Guijarro M, Herrera PJ et al (2010) Fuzzy cognitive maps applied to computer vision tasks. Studies in fuzziness and soft computing. Springer, Berlin, pp 259–289
Pan Y, Li X, Jia X et al (2019) Storage temperature without fluctuation enhances shelf-life and improves postharvest quality of peach. J Food Process Preserv 43:e13881. https://doi.org/10.1111/jfpp.13881
Papageorgiou E, Stylios C, Groumpos P (2003) Fuzzy cognitive map learning based on nonlinear Hebbian rule. In: Gedeon T..D., Fung L.C.C. (eds) AI 2003: Advances in Artificial Intelligence. AI 2003. Lecture notes in computer science (including subseries lecture notes in artificial intelligence and lecture notes in bioinformatics), vol 2903. Springer Verlag, Heidelberg, pp 256–268. https://doi.org/10.1007/978-3-540-24581-0_22
Papageorgiou EI (2012) Learning algorithms for fuzzy cognitive maps - a review study. IEEE Trans. Syst Man Cybern Part C Appl Rev 42:150–163
Papageorgiou EI, Hatwágner MF, Buruzs A, Kóczy LT (2017) A concept reduction approach for fuzzy cognitive map models in decision making and management. Neurocomputing 232:16–33. https://doi.org/10.1016/j.neucom.2016.11.060
Papageorgiou EI, Poczęta K, Yastreboz A, Laspidou C (2015) Fuzzy cognitive maps and multi-step gradient methods for prediction: applications to electricity consumption and stock exchange returns. In: Neves-Silva R., Jain L., Howlett R. (eds) Intelligent Decision Technologies. IDT 2017. Smart innovation, systems and technologies, vol 39. Springer, Cham, pp 501–511. https://doi.org/10.1007/978-3-319-19857-6_43
Papageorgiou EI, Stylios CD, Groumpos PP (2004) Active Hebbian learning algorithm to train fuzzy cognitive maps. Int J Approx Reason 37:219–249. https://doi.org/10.1016/j.ijar.2004.01.001
Peleg M, Normand MD, Corradini MG (2012) The Arrhenius equation revisited. Crit Rev Food Sci Nutr 52:830–851
Perron NR, Brumaghim JL (2009) A review of the antioxidant mechanisms of polyphenol compounds related to iron binding. Cell Biochem Biophys 53:75–100. https://doi.org/10.1007/s12013-009-9043-x
Raigar RK, Upadhyay R, Mishra HN (2017) Storage quality assessment of shelled peanuts using non-destructive electronic nose combined with fuzzy logic approach. Postharvest Biol Technol 132:43–50. https://doi.org/10.1016/j.postharvbio.2017.05.016
Ranđelović D, Lazić V, Tepić A, Mošić I (2014) The influence of packaging materials protective properties and applying modified atmosphere on packed dried apricot quality changes. Hem Ind 68:289–295. https://doi.org/10.2298/HEMIND130226053R
Roberts AP, Henry BM, Sutton AP et al (2002) Gas permeation in silicon-oxide/polymer (SiOx/PET) barrier films: role of the oxide lattice, nano-defects and macro-defects. J Memb Sci 208:75–88. https://doi.org/10.1016/S0376-7388(02)00178-3
Rodríguez RM, Martínez L, Herrera F (2013) A group decision making model dealing with comparative linguistic expressions based on hesitant fuzzy linguistic term sets. Inf Sci (ny) 241:28–42. https://doi.org/10.1016/j.ins.2013.04.006
Saenphet K, Aritajat S, Saenphet S et al (2006) Safety evaluation of aqueous extracts from Aegle marmelos and Stevia rebaudiana on reproduction of female rats. Southeast Asian J Trop Med Public Health 37(Suppl 3):203–205
Salmeron JL, Papageorgiou EI (2012) A fuzzy grey cognitive maps-based decision support system for radiotherapy treatment planning. Knowledge-Based Syst 30:151–160. https://doi.org/10.1016/j.knosys.2012.01.008
Sarkar T, Bhattacharjee R, Salauddin M, Giri A, Chakraborty R (2020) Application of Fuzzy Logic Analysis on Pineapple Rasgulla. Procedia Comput Sci 167:779–787. https://doi.org/10.1016/j.procs.2020.03.410
Sarkar T, Chakraborty R (2018) Formulation, physicochemical analysis, sustainable packaging-storage provision, environment friendly drying techniques and energy consumption characteristics of mango leather production: a review. Asian J Water, Environ Pollut 15:79–92. https://doi.org/10.3233/AJW-180046
Sarkar T, Nayak P, Chakraborty R (2019) Storage study of mango leather in sustainable packaging condition. Materials Today: Proceedings 22:2001–2007. https://doi.org/10.1016/j.matpr.2020.03.177
Scheff DS, Arthur FH, Myers SW (2019) Evaluation of methoprene-treated packaging against Trogoderma granarium Everts and Trogoderma inclusum LeConte larval development and packaging penetration or invasion. J Stored Prod Res 84:101530. https://doi.org/10.1016/j.jspr.2019.101530
Shannon CE (1963) The mathematical theory of communication. MD Comput 14
Singh RK, Singh N (2005) Quality of packaged foods. In: Han JH (eds) Food Science and Technology, Innovations in Food Packaging. Academic Press, USA, pp 24–44. https://doi.org/10.1016/B978-012311632-1/50035-8
Siracusa V (2012) Food packaging permeability behaviour: A report. Int J Polym Sci 2012:302029. https://doi.org/10.1155/2012/302029
Srivastava S, Mishra G, Mishra HN (2019) Probabilistic artificial neural network and E-nose based classification of Rhyzopertha dominica infestation in stored rice grains. Chemom Intell Lab Syst 186:12–22. https://doi.org/10.1016/j.chemolab.2019.01.007
Subramanian J, Karmegam A, Papageorgiou E et al (2015) An integrated breast cancer risk assessment and management model based on fuzzy cognitive maps. Comput Methods Programs Biomed 118:280–297. https://doi.org/10.1016/j.cmpb.2015.01.001
Tang L, Li X, Du D, He C (2012) Fabrication of multilayer films from regenerated cellulose and graphene oxide through layer-by-layer assembly. Prog Nat Sci Mater Int 22:341–346. https://doi.org/10.1016/j.pnsc.2012.06.005
Tang W, Hemm I, Eisenbrand G (2000) Estimation of human exposure to styrene and ethylbenzene. Toxicology 144:39–50. https://doi.org/10.1016/S0300-483X(99)00188-2
Tano K, Oulé MK, Doyon G et al (2007) Comparative evaluation of the effect of storage temperature fluctuation on modified atmosphere packages of selected fruit and vegetables. Postharvest Biol Technol 46:212–221. https://doi.org/10.1016/j.postharvbio.2007.05.008
Tessema AG, Gelaye KA, Chercos DH (2014) Factors affecting food handling practices among food handlers of Dangila town food and drink establishments North West Ethiopia. BMC Public Health 14:571. https://doi.org/10.1186/1471-2458-14-571
Trager W, Jensen JB (1976) Human malaria parasites in continuous culture. Science (80- ) 193:673–675. https://doi.org/10.1126/science.781840
Vera Zambrano M, Dutta B, Mercer DG et al (2019) Assessment of moisture content measurement methods of dried food products in small-scale operations in developing countries: a review. Trends Food Sci Technol 88:484–496
Vinita Bisht N, Johar V (2017) Bael (Aegle marmelos) Extraordinary species of India: a review. Int J Curr Microbiol Appl Sci 6:1870–1887. https://doi.org/10.20546/ijcmas.2017.603.213
Wang S, Liu X, Yang M et al (2015) Review of time temperature indicators as quality monitors in food packaging. Packag Technol Sci 28:839–867. https://doi.org/10.1002/pts.2148
Zhang W, Ma H, Yang SX (2016) An inexpensive, stable, and accurate relative humidity measurement method for challenging environments. Sensors (Switzerland) 16:398. https://doi.org/10.3390/s16030398
Zhu J, Wang X, Xu Y (2006) Effects of the postharvest storage temperature and its fluctuations on the keeping quality of Agaricus Bisporus. Int J Food Eng 2:1–10. https://doi.org/10.2202/1556-3758.1064
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Tanmay Sarkar declares that he has no conflict of interest. Molla Salauddin declares that he has no conflict of interest. Siddhartha Pati declares that he has no conflict of interest. Runu Chakraborty declares that he has no conflict of interest. Mohammad Ali Shariati declares that he has no conflict of interest. Maksim Rebezov declares that he has no conflict of interest. Vladimir Ermolaev declares that he has no conflict of interest. Marina Mirgorodskaya declares that he has no conflict of interest. Mirian Pateiro declares that he has no conflict of interest. Jose M. Lorenzo declares that he has no conflict of interest.
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Sarkar, T., Salauddin, M., Pati, S. et al. The Fuzzy Cognitive Map–Based Shelf-life Modelling for Food Storage. Food Anal. Methods 15, 579–597 (2022). https://doi.org/10.1007/s12161-021-02147-5
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DOI: https://doi.org/10.1007/s12161-021-02147-5