Prediction of pea composites physicochemical traits and techno-functionalities using FTIR spectroscopy

被引:5
作者
Bhuiyan, Md Hafizur Rahman [1 ]
Liu, Laura [1 ]
Samaranayaka, Anusha [2 ]
Ngadi, Michael [1 ]
机构
[1] McGill Univ, Dept Bioresource Engn, Ste Anne De Bellevue, PQ H9X 3V9, Canada
[2] Natl Res Council Canada, Aquat & Crop Resource Dev, Saskatoon, SK S7N 0W9, Canada
关键词
Plant composites; Physicochemical; Spectra; Partial least square regression; Modeling; INFRARED-SPECTROSCOPY; PROTEIN; CHICKPEA; ABSORPTION; SELECTION; STARCH; FLOUR; FOODS; WHEAT;
D O I
10.1016/j.lwt.2024.116667
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
This study aimed to test the feasibility of applying FTIR spectroscopy in order to create models that can predict quality attributes of pea composites. FTIR spectroscopy data were captured from three types of samples namely pea flour (PF), pea concentrate (PC) and pea isolate (PI). The FTIR spectral data along with partial least square (PLS) regression were used to build predictive models for physicochemical (moisture content, protein content, starch content, fiber content, bulk density, color), structural (particle size distribution, surface openings, fractal dimension), thermal (denaturization temperature, enthalpy), and techno-functional traits (water holding capacity, foaming capacity, foam stability, solubility, least gelation concentration) of pea composites. The FTIR spectra were subjected to different spectral pretreatment where 2nd derivative pretreatment provided the most suitable model for prediction of the studied parameters. The values of pea composite's traits determined through non-destructive FTIR spectroscopy coupled with partial least squares regression analysis, were very closed to the values obtained by the destructive standard methods. Performance (correlation, root mean square error) of the developed models were attribute-specific. For most of the studied attributes, correlation coefficient (r) were higher than 0.82 in the calibration step, and 0.71 in the prediction step. Pea composites have shown distinctive functionalities both as individual entity and in formulating meat analogs. Overall, it could be recommended that FTIR spectroscopy could be used in pea processing industry for developing robust models, to non-destructively assess the pea composite's properties and techno-functionalities.
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页数:14
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共 59 条
  • [1] Impact of variety type and particle size distribution on starch enzymatic hydrolysis and functional properties of tef flours
    Abebe, Workineh
    Collar, Concha
    Ronda, Felicidad
    [J]. CARBOHYDRATE POLYMERS, 2015, 115 : 260 - 268
  • [2] An Adaptive Partial Least-Squares Regression Approach for Classifying Chicken Egg Fertility by Hyperspectral Imaging
    Adegbenjo, Adeyemi O.
    Liu, Li
    Ngadi, Michael O.
    [J]. SENSORS, 2024, 24 (05)
  • [3] Effect of isolation techniques on the characteristics of pigeon pea (Cajanus cajan) protein isolates
    Adenekan, Monilola K.
    Fadimu, Gbemisola J.
    Odunmbaku, Lukumon A.
    Oke, Emmanuel K.
    [J]. FOOD SCIENCE & NUTRITION, 2018, 6 (01): : 146 - 152
  • [4] Effect of sieve particle size on functional, thermal, rheological and pasting properties of Indian and Turkish lentil flour
    Ahmed, Jasim
    Taher, Ayoub
    Mulla, Mehrajfatema Z.
    Al-Hazza, Abdulsalam
    Luciano, Giorgio
    [J]. JOURNAL OF FOOD ENGINEERING, 2016, 186 : 34 - 41
  • [5] Advancing sweetpotato quality assessment with hyperspectral imaging and explainable artificial intelligence
    Ahmed, Toukir
    Wijewardane, Nuwan K.
    Lu, Yuzhen
    Jones, Daniela S.
    Kudenov, Michael
    Williams, Cranos
    Villordon, Arthur
    Kamruzzaman, Mohammed
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2024, 220
  • [6] Development of protein-rich biscuit utilising lablab bean seed: a sustainable management of underutilised plant protein in Bangladesh
    Akter, Farzana
    Islam, Md. Ahmadul
    Yeasmen, Nushrat
    Bhuiyan, Md. Hafizur Rahman
    Aziz, Mohammad Gulzarul
    Alim, Md. Abdul
    [J]. INTERNATIONAL JOURNAL OF FOOD SCIENCE AND TECHNOLOGY, 2024, 59 (01) : 545 - 551
  • [7] Impact of Germination on the Microstructural and Physicochemical Properties of Different Legume Types
    Atudorei, Denisa
    Stroe, Silviu-Gabriel
    Codina, Georgiana Gabriela
    [J]. PLANTS-BASEL, 2021, 10 (03): : 1 - 19
  • [8] Post-fry oil distribution in batter coated fried foods
    Bhuiyan, Md. Hafizur Rahman
    Ngadi, Michael
    [J]. LWT-FOOD SCIENCE AND TECHNOLOGY, 2024, 194
  • [9] Restructuring plant-derived composites towards the production of meat-analog based coated fried food
    Bhuiyan, Md. Hafizur Rahman
    Yeasmen, Nushrat
    Ngadi, Michael
    [J]. FOOD CHEMISTRY, 2024, 443
  • [10] Electromagnetic, Air and Fat Frying of Plant Protein-Based Batter-Coated Foods
    Bhuiyan, Md. Hafizur Rahman
    Ngadi, Michael O.
    [J]. FOODS, 2023, 12 (21)