Baking of Flat Bread in an Impingement Oven: Modeling and Optimization

被引:21
作者
Banooni, S. [1 ]
Hosseinalipour, S. M. [2 ]
Mujumdar, A. S. [3 ]
Taherkhani, P. [2 ]
Bahiraei, M. [2 ]
机构
[1] Chamron Univ Ahwaz, Dept Mech Engn, Fac Engn, Ahvaz 6135743337, Iran
[2] Iran Univ Sci & Technol, Dept Mech Engn, Tehran, Iran
[3] Natl Univ Singapore, Dept Mech Engn, Singapore 117548, Singapore
关键词
ANN; Baking; Flat bread; Genetic algorithm; Impinging jets; Neural network; Optimization; Quality; HEAT-TRANSFER;
D O I
10.1080/07373930802565954
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
An artificial neural network (ANN) was developed to model the effect of baking parameters on the quality attributes of flat bread; i.e., crumb temperature, moisture content, surface color change and bread volume increase during baking process. As the hot air impinging jets were employed for baking, the baking control parameters were the jet temperature, the jet velocity, and the time elapsed from the beginning of the baking. The data used in the training of the network were acquired experimentally. In addition, using the data provided by ANN, a multi-objective optimization algorithm was employed to achieve the baking condition that provides the quality of the bread in all aspects simultaneously.
引用
收藏
页码:103 / 112
页数:10
相关论文
共 18 条
[11]   Neural networks for predicting thermal conductivity of bakery products [J].
Sablani, SS ;
Baik, OD ;
Marcotte, M .
JOURNAL OF FOOD ENGINEERING, 2002, 52 (03) :299-304
[12]   Air impingement technology for food processing: visualization studies [J].
Sarkar, A ;
Singh, RP .
LEBENSMITTEL-WISSENSCHAFT UND-TECHNOLOGIE-FOOD SCIENCE AND TECHNOLOGY, 2004, 37 (08) :873-879
[13]  
SARKAR R, 2002, EVOLUTIONARY OPTIMIZ
[14]   NUMERICAL STUDY OF HEAT-TRANSFER AND FLUID-FLOW IN MULTIPLE TURBULENT IMPINGING JETS [J].
SHIRAVI, AH ;
MUJUMDAR, AS ;
KUBES, GJ .
DRYING TECHNOLOGY, 1995, 13 (5-7) :1359-1375
[15]   Optimisation of the temperature profile in bread baking [J].
Therdthai, N ;
Zhou, WB ;
Adamczak, T .
JOURNAL OF FOOD ENGINEERING, 2002, 55 (01) :41-48
[16]   Impact of impingement on cooking time and food quality [J].
Wählby, U ;
Skjöldebrand, C ;
Junker, E .
JOURNAL OF FOOD ENGINEERING, 2000, 43 (03) :179-187
[17]   Humidity change and its effects on baking in an electrically heated air jet impingement oven [J].
Xue, J ;
Walker, CE .
FOOD RESEARCH INTERNATIONAL, 2003, 36 (06) :561-569
[18]  
Zanoni B., 1995, Lebensmittel-Wissenschaft and Technologie, V28, P314, DOI 10.1016/S0023-6438(95)94458-3