亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Optimization of spray drying process parameters for the food bioactive ingredients

响应面法 田口方法 工艺工程 工艺优化 实验设计 喷雾干燥 人工神经网络 设计质量 自适应神经模糊推理系统 析因实验 计算机科学 模糊逻辑 机器学习 生物系统 数学 环境科学 人工智能 粒径 工程类 化学 模糊控制系统 色谱法 统计 环境工程 生物 化学工程
作者
Mina Homayoonfal,Narjes Malekjani,Vahid Baeghbali,Elham Ansarifar,Sara Hedayati,Seid Mahdi Jafari
出处
期刊:Critical Reviews in Food Science and Nutrition [Informa]
卷期号:64 (17): 5631-5671 被引量:27
标识
DOI:10.1080/10408398.2022.2156976
摘要

AbstractSpray drying (SD) is one of the most important thermal processes used to produce different powders and encapsulated materials. During this process, quality degradation might happen. The main objective of applying optimization methods in SD processes is maximizing the final nutritional quality of the product besides sensory attributes. Optimization regarding economic issues might be also performed. Applying optimization approaches in line with mathematical models to predict product changes during thermal processes such as SD can be a promising method to enhance the quality of final products. In this review, the application of the response surface methodology (RSM), as the most widely used approach, is introduced along with other optimization techniques such as factorial, Taguchi, and some artificial intelligence-based methods like artificial neural networks (ANN), genetic algorithms (GA), Fuzzy logic, and adaptive neuro-fuzzy inference system (ANFIS). Also, probabilistic methods such as Monte Carlo are briefly introduced. Some recent case studies regarding the implementation of these methods in SD processes are also exemplified and discussed.HIGHLIGHTSThe quality of spray dried products can be enhanced using different optimization methods.Drying air temperature and flow rate, feed flow rate, wall material concentration, and atomization pressure are the most significant adjustable input variables in the optimization of the spray drying process.Product yield, moisture content, water activity, hygroscopicity, solubility, total color differences, particle size, bulk density, glass transition temperature, encapsulation efficiency, and viability (about probiotics) are the most important output variables in the optimization of the spray drying process.Response surface methodology (RSM), is the most widely used approach in spray drying optimization.Artificial intelligence-based methods like artificial neural networks (ANN), genetic algorithms (GA), Fuzzy logic, and adaptive neuro-fuzzy inference system (ANFIS) have a great potential in spray drying optimization.Probabilistic methods such as Monte Carlo are able to predict and optimize the spray drying process.Keywords: Artificial neural networksfactorial designfuzzy logicMonte Carlooptimizationresponse surface methodologyTaguchi Disclosure statementThe authors declare no conflicts of interest.Additional informationFundingThe author(s) reported there is no funding associated with the work featured in this article.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
4秒前
7秒前
殷桃瑞发布了新的文献求助10
8秒前
9秒前
CipherSage应助帅气的熊猫采纳,获得10
11秒前
踏实白柏发布了新的文献求助10
13秒前
任性天晴完成签到,获得积分10
14秒前
殷桃瑞完成签到,获得积分10
20秒前
无极微光应助任性天晴采纳,获得20
20秒前
31秒前
31秒前
顾矜应助科研通管家采纳,获得10
33秒前
魏欣娜发布了新的文献求助10
37秒前
123发布了新的文献求助10
38秒前
大饼完成签到 ,获得积分10
44秒前
qiii发布了新的文献求助10
51秒前
JamesPei应助魏欣娜采纳,获得10
1分钟前
研友_VZG7GZ应助orangel采纳,获得10
1分钟前
1分钟前
金沐栋发布了新的文献求助10
1分钟前
1分钟前
Rachel发布了新的文献求助10
1分钟前
2分钟前
魏欣娜发布了新的文献求助10
2分钟前
orixero应助契合采纳,获得20
2分钟前
2分钟前
Lucas应助潇洒荧荧采纳,获得10
2分钟前
契合发布了新的文献求助20
2分钟前
2分钟前
传奇3应助科研通管家采纳,获得10
2分钟前
汉堡包应助科研通管家采纳,获得10
2分钟前
CodeCraft应助魏欣娜采纳,获得10
2分钟前
2分钟前
2分钟前
隐形曼青应助踏实白柏采纳,获得10
2分钟前
研友_VZG7GZ应助契合采纳,获得20
3分钟前
大个应助淡然的念珍采纳,获得10
3分钟前
夹心就是嘉欣呀完成签到,获得积分10
3分钟前
3分钟前
今后应助夹心就是嘉欣呀采纳,获得10
3分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Iron toxicity and hematopoietic cell transplantation: do we understand why iron affects transplant outcome? 2000
List of 1,091 Public Pension Profiles by Region 1021
上海破产法庭破产实务案例精选(2019-2024) 500
Teacher Wellbeing: Noticing, Nurturing, Sustaining, and Flourishing in Schools 500
EEG in Childhood Epilepsy: Initial Presentation & Long-Term Follow-Up 500
Latent Class and Latent Transition Analysis: With Applications in the Social, Behavioral, and Health Sciences 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 遗传学 催化作用 冶金 量子力学 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 5476330
求助须知:如何正确求助?哪些是违规求助? 4577995
关于积分的说明 14363306
捐赠科研通 4505871
什么是DOI,文献DOI怎么找? 2468931
邀请新用户注册赠送积分活动 1456508
关于科研通互助平台的介绍 1430177