Evaluation of Dynamic Vapour Sorption Isotherms Characteristics of Small Cardamom (Elettaria cardamomum Maton) using Empirical and Neural Network Models

Author:

Mishra Sushreesmita1,Sahu Jatindra K1,Sharma Nitya1,Kumar Ankur2

Affiliation:

1. Indian Institute of Technology Delhi

2. National Institute of Food Technology Entrepreneurship and Management

Abstract

Abstract Moisture sorption isotherm (MSI) characteristics of small cardamom (Elettaria cardamomum Maton) capsules were determined over water activity (aw) ranging from 10 to 90% at 20, 30, and 40°C using dynamic vapour sorption method. Equilibrium moisture contents (EMC) were correlated by three empirical models and multilayer neural network approach. It was observed that the Caurie model fitted best among empirical models for predicting EMC values. However, artificial neural network (ANN) model having 15 hidden neurons optimized using Lavenberg-Marquardth training algorithm was superior to the empirical models with the highest coefficient of determination (R2) value of 0.995 and 0.993 for adsorption and desorption respectively. Monolayer moisture content (Mm) determined by the Caurie model was found to be 2.167, 1.901, AND 1.828% dry basis (db) for adsorption, and 3.133, 3.061, and 2.744% (db) for desorption at 20, 30 and 40°C, respectively. Net isosteric heat of sorption (qst), sorption entropy and Gibb’s free energy (∆G) change were found to be inversely related to the EMC values. Glass transition temperature (Tg) was found to be 98.91°C. The critical moisture content (CMC) and critical water activity of cardamom from Tg-aw-EMC relationship was observed to be 1.989% (db) and 0.766, respectively at 30°C.

Publisher

Research Square Platform LLC

Reference25 articles.

1. A generic method for determining moisture sorption isotherms of cereal grains and legumes using artificial neural networks;Al-Mahasneh M;J. Food Process. Eng.,2014

2. Moisture Sorption Isotherm Characteristics of Food Products: A Review;Al-Muhtaseb AH;Food Bioprod. Process.,2002

3. Study on water sorption isotherm of summer onion;Alam MM;Bangladesh J. Agric. Res.,2015

4. Chemical composition, flavonoid - phenolic contents and radical scavenging activity of four major varieties of cardamom;Amma KPAP;Int. J. Biol. Med. Res.,2010

5. Models of Sorption Isotherms for Food: Uses and Limitations. Vitae-Revista La Fac;Andrade RD;Quim. Farm.,2011

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3