Recognition of Fill and Empty Walnuts Using Acoustic Analysis and Fuzzy Logic

Subject Areas : Agricultural Machinery Mechanics

Reza Khakrangin ¹ , Davood MohamadZamani ² , Seyed Mohamad Javidan ³

1 - Department of Biosystems Engineering, Islamic Azad University,Takestan Branch, Takestan, Iran
2 - Department of Biosystems Engineering, Islamic Azad University,Takestan Branch, Takestan, Iran
3 - Department of Biosystems Engineering, Tarbiat Modares University, Tehran, Iran

Received: 2020-12-22 Accepted : 2021-03-16 Published : 2021-03-01

Keywords:

References:

Chatrabnous N, Yazdani N, Vahdati K (2018) Determination of nutritional value and oxidative stability of fresh walnut. Journal of Nuts. 9(1):11-20.

Doosti A, Ghezavati M, Maleki A, Mahmoodi M (2012) Isolation of nuts full of nuts using artificial neural network. 1st National Conference On New Concepts in Agriculture. Islamic Azad University of Saveh.

Ebrahimi A and Vahdati K (2006) Improved success of Persian walnut grafting under environmentally controlled conditions. International Journal of Fruit Science. 6(4): 3-12.

Farhadi M, Abbaspour-Gilandeh Y, Mahmoudi A, Mari Maja J (2020) An integrated system of artificial intelligence and signal processing techniques for the sorting and grading of nuts. Applied Sciences. 10(9), 3315.

Farsi M, Fatahi Moghadam M, Zamani Z, Hassani D (2018) Effects of scion cultivar, rootstock age and hormonal treatment on minigrafting of Persian walnut. International Journal of Horticultural Science and Technology. 5(2), 185-197.

Farsi M, Fatahimoghadam M, Zamani Z, Hassani D, Ahmadi A (2016) The histology of minigrafting of Persian walnut trees cv. Chandler. International Journal of Horticultural Science and Technology. 3(2), 167-177.

 Ghezavati M, Doosti A (2013) Separation of Pistachio Nuts from The Brain by Sound Processing and Neural Networks.7^th Engineering and Mechanization. Shiraz University.

 Hajizadeh M, Kasrai M (2014) Walnut Sorting Using Special Mass Vision Machine. 5th National Conference on Agr. Machinary Engineering and Mechanization. Mashhad.

 Hassankhah A, Vahdati K, Rahemi M, Hassani D, Sarikhani Khorami S (2017) Persian walnut phenology: effect of hilling and heat requirements on budbreak and flowering date. International Journal of Horticultural Science and Technology. 4(2), 259-271.

 Heidari L, Boroomand N, Sadat-Hosseini M (2019) The effect of different water potentials on seed germination and growth of some persian walnut populations. Journal of Nuts. 10(2), 186-201.

 I Onaran TC Pearson, Yardimci Y, Cetin AE (2006) Detection of underdeveloped hazelnuts from fully developed nuts by impact acoustics. Transactions of The Asabe. 49(6), 1971–1976.

 Ivani A, Minae S (2008) Volume measurement based on stationary waves of Helmholtz resonator. Iranian Journal of Agricultural Sciences. 38(3), 219-226.

 Khakrangin R., Mohammadzamani D., Masoodi H (2015) Design and Construction of Non-Destructive Walnut Quality Measurement System Using Fuzzy Logic. M.Sc., Islamic Azad University, Takestan Branch.

 Khalesi S, Mahmoudi A, Hosainpour A, Alipour A (2012) Detection of Walnut Varieties Using Impact Acoustics and Artificial. Neural Networks (ANNs). www.ccsenet.org/mas Modern Applied Science. 6(1), 43-49.

 Khalif S, Komarizadeh MH, Tous B, Nikbakht AM (2011) An intelligent system for sorting walnuts based on acoustic emission and neural network. Journal of Food, Agriculture & Environment. 9(1), 109 – 112

 Khalifa S, Komarizadeh MH (2012) An intelligent approach based on adaptive neuro-fuzzy inference systems (ANFIS) for walnut sorting. Australian Journal of Crop Science. 6(2),183-187

 Korol T (2012) Fuzzy Logic in Financial Management. Fuzzy Logic-Emerging Technologies and Applications.  Elmer P. Dadios, IntechOpen.

 Kurtulmuş F, Öztüfekçi S, Kavdır İ (2018) Classification of chestnuts according to moisture levels using impact sound analysis and machine learning. Food Measure. 12, 2819–2834.

 Naderi-Gargari S, Abbaspour-Gilandeh Y, Rasooli-Sharabiani V (2017) Design and construction of real time sorting and grading machine of hazelnut using acoustic signal processing method. In: 1^st International and 5th National Conference on Organic vs. Conventional Agriculture, 16-17 August 2017, Ardabil, Iran.

 Omid M, Mahmoodi M, Akbari A, Akram A (2010) An ANN and Acoustic-Based Machine for sorting pistachio nuts, Journal of Agricultural Engineering Research. 10(4), 13-24.

 Omid M., Mahmoudi A, Omid MH (2010) Development of pistachio sorting system using principal component analysis (PCA) assisted artificial neural network (ANN) of impact acoustics. Expert Systems with Applications. 37(10), 7205–7212.

 Rajabi M, Ghanbari A, Labafi R (2011) Evaluation of two neural and fuzzy models to predict grain loss losses at the combine platform site at different harvest times. 7^th National Conference on Agr. Machinery Engineering and Mechanization. Shiraz University.

 Raoufi A, Vahdati K, Karimi S, Roozban M (2020) Optimizing seed germination and growth of seedlings in Persian walnut. Journal of Nuts. 11(3), 185-193.

Sarikhani S, Vahdati K, Ligterink W (2021) Biochemical properties of superior persian walnut genotypes originated from southwest of Iran. International Journal of Horticultural Science and Technology. 8(1), 13-24.

Thapa R, Thapa P, Ahamad K, Vahdati K (2021) Effect of grafting methods and dates on the graft take rate of Persian walnut in open field condition. International Journal of Horticultural Science and Technology. 8(2), 133-47