Fuzzy logic method for the prediction of cetane number using carbon number, double bounds, iodic, and saponification values of biodiesel fuels

被引:27
作者
Ardabili, Sina Faizollahzadeh [1 ]
Najafi, Bahman [1 ]
Shamshirband, Shahaboddin [2 ,3 ]
机构
[1] Univ Mohaghegh Ardabili, Biosyst Engn Dept, Ardebil 5619911367, Iran
[2] Ton Duc Thang Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
[3] Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City, Vietnam
关键词
biodiesel; cetane number; fuzzy method; physical properties; DIESEL-ENGINE PERFORMANCE; ARTIFICIAL NEURAL-NETWORKS; WASTE COOKING OIL; EMISSION CHARACTERISTICS; EXHAUST EMISSIONS; COMBUSTION CHARACTERISTICS; KINEMATIC VISCOSITY; ENERGY-CONSUMPTION; BLENDING RATIO; SEED OILS;
D O I
10.1002/ep.12960
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The aim of present study is to develop an accessible accurate estimation of CN based on fatty acid methyl esters and to provide a proper solution for presenting a user-friendly method. In fact, this study calculates the density, viscosity, and HHV based on FAMEs and predicts the CN by employing fuzzy method within a set. This is an interesting approach that has not been used in similar articles. Gaussian membership functions with 81 roles were employed to develop the fuzzy model. The model was developed based on Carbon number, Double bond, Saponification number, and Iodine value to predict the CN. Performance factors of r, RMSE, MAE, and R-2 were calculated as 0.9912, 1.0723, 0.63427, and 0.9828, respectively to predict the CN. The results of FAMEs effect on properties of biodiesel showed, increasing Carbon number of FAMEs increases the CN, viscosity, and HHV, but increasing the number of Double bonds decreases CN, viscosity, and HHV. While the effect of increasing Carbon number of FAMEs on density was vice versa. Based on results, C16:00, C18:00, C18:1, and C18:02 FAMEs are approximately in components of all conventional oils; therefore, they can be effective on physical properties of biodiesels. (c) 2019 American Institute of Chemical Engineers Environ Prog, 38: 584-599, 2019
引用
收藏
页码:584 / 599
页数:16
相关论文
共 128 条
[1]   Effects of diluent admissions and intake air temperature in exhaust gas recirculation on the emissions of an indirect injection dual fuel engine [J].
Abd-Alla, GH ;
Soliman, HA ;
Badr, OA ;
Abd-Rabbo, MF .
ENERGY CONVERSION AND MANAGEMENT, 2001, 42 (08) :1033-1045
[2]  
Abdoli M., 2012, POTENTIAL BIOMASS EN
[3]   Renewable energy development in rural areas of Iran [J].
Afsharzade, Nashmil ;
Papzan, Abdolhamid ;
Ashjaee, Mehdi ;
Delangizan, Sohrab ;
Van Passel, Steven ;
Azadi, Hossein .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2016, 65 :743-755
[4]   The use of ELM-WT (extreme learning machine with wavelet transform algorithm) to predict exergetic performance of a DI diesel engine running on diesel/biodiesel blends containing polymer waste [J].
Aghbashlo, Mortaza ;
Shamshirband, Shahaboddin ;
Tabatabaei, Meisam ;
Yee, Por Lip ;
Larimi, Yaser Nabavi .
ENERGY, 2016, 94 :443-456
[5]   Analysis of blended fuel properties and engine performance with palm biodiesel-diesel blended fuel [J].
Ali, Obed M. ;
Mamat, Rizalman ;
Abdullah, Nik R. ;
Abdulllah, Abdul Adam .
RENEWABLE ENERGY, 2016, 86 :59-67
[6]  
[Anonymous], 2018, Comput Mater Contin
[7]  
[Anonymous], 2004, EN14214E
[8]  
[Anonymous], 2013, MATL R
[9]  
Ardabili SF, 2016, J BUILD ENG, V6, P301, DOI [10.1016/j.jobc.2016.04.010, 10.1016/j.jobe.2016.04.010]
[10]   Modeling and comparison of fuzzy and on/off controller in a mushroom growing hall [J].
Ardabili, Sina Faizollahzadeh ;
Mahmoudi, Asghar ;
Gundoshmian, Tarahom Mesri ;
Roshanianfard, Ali .
MEASUREMENT, 2016, 90 :127-134