A hybrid RSM-GA-PSO approach on optimization of process intensification of linseed biodiesel synthesis using an ultrasonic reactor: Enhancing biodiesel properties and engine characteristics with ternary fuel blends

被引:29
作者
Ahmad, Aqueel [1 ]
Yadav, Ashok Kumar [2 ]
Singh, Achhaibar [1 ]
Singh, Dinesh Kumar [1 ]
Agbulut, Umit [3 ,4 ]
机构
[1] Netaji Subhas Univ Technol, Mech Engn Dept, Dwarka Sect 3, New Delhi 110078, India
[2] Raj Kumar Goel Inst Technol, Dept Mech Engn, Ghaziabad 201003, Uttar Pradesh, India
[3] Duzce Univ, Fac Engn, Dept Mech Engn, Duzce, Turkiye
[4] Duzce Univ, Clean Energy Resources Applicat & Res Ctr, Duzce, Turkiye
关键词
Carbon free sustainable energy; Biodiesel production; Optimization; Ternary blend; Engine performance; Emissions; METHYL-ESTER; PERFORMANCE; EMISSIONS; OIL; COMBUSTION;
D O I
10.1016/j.energy.2023.129077
中图分类号
O414.1 [热力学];
学科分类号
摘要
The depletion of fossil fuels necessitates the development of sustainable and energy -efficient techniques for biodiesel production. In recent years, cavitation reactors have emerged as a viable alternative to conventional biodiesel synthesis methods due to their superior conversion rates and shorter processing times. These reactors possess a high surface -to -volume ratio and facilitate efficient heat and mass transfer. This study aims to optimize the production of biodiesel from linseed oil using a novel ultrasonic cavitation reactor through a hybrid approach. In order to achieve this, an L50 orthogonal array with five factors and three levels was developed using a Box-Behnken design based on response surface methodology (RSM). These factors included the molar ratio (4:1, 6:1, and 8:1), ultrasonic power (100, 125, and 150 W), temperature (25, 35, and 45 degrees C), time (3, 6, and 9 min), and ultrasonic frequency (25, 30, and 35 kHz). The parameters were optimized using RSM-based desirability, genetic algorithm (GA), and particle swarm optimization (PSO) approaches. The results indicated that the RSM-based optimization approach outperformed the other methods. The optimal combination of parameters obtained through RSM consisted of molar ratio of 6.58:1, ultrasonic power of 133.65 W, temperature of 37.44 degrees C, time of 7.71 min, and pulse frequency of 26.29 kHz. This combination resulted in a biodiesel yield of 95.25%. Furthermore, this study explored the impact of different linseed oil methyl ester, octanol, and diesel blends (B10, B20, B30, B10 (O-10), and B20 (O-10)) on engine performance and emission characteristics. The B20 (O-10) blend exhibited significant potential for simultaneously reducing emissions and enhancing engine performance. When used as engine fuel, the B20 (O-10) blend increased brake thermal efficiency (BTE) by 0.848%, decreased brake specific fuel consumption (BSFC) by 0.607%, and decreased CO, HC, and NOx emissions by 18.75%, 6.55%, and 0.72%, respectively, compared to pure diesel at rated power.
引用
收藏
页数:15
相关论文
共 63 条
  • [1] Fuzzy modeling and optimization of the synthesis of biodiesel from waste cooking oil (WCO) by a low power, high frequency piezo-ultrasonic reactor
    Aghbashlo, Mortaza
    Hosseinpour, Soleiman
    Tabatabaei, Meisam
    Dadak, Ali
    [J]. ENERGY, 2017, 132 : 65 - 78
  • [2] Process optimization of spirulina microalgae biodiesel synthesis using RSM coupled GA technique: a performance study of a biogas-powered dual-fuel engine
    Ahmad, A.
    Yadav, A. K.
    Singh, A.
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2024, 21 (01) : 169 - 188
  • [3] Application of machine learning and genetic algorithms to the prediction and optimization of biodiesel yield from waste cooking oil
    Ahmad, Aqueel
    Yadav, Ashok Kumar
    Singh, Achhaibar
    [J]. KOREAN JOURNAL OF CHEMICAL ENGINEERING, 2023, 40 (12) : 2941 - 2956
  • [4] The impact of n-butanol and iso-butanol as components of butanol-acetone (BA) mixture-diesel blend on spray, combustion characteristics, engine performance and emission in direct injection diesel engine
    Algayyim, Sattar Jabbar Murad
    Wandel, Andrew P.
    Yusaf, Talal
    Hamawand, Ihsan
    [J]. ENERGY, 2017, 140 : 1074 - 1086
  • [5] Prediction of emissions and performance of a diesel engine fueled with waste cooking oil and C8 oxygenate blends using response surface methodology
    Ali, S. Sharbuddin
    De Poures, Melvin Victor
    Damodharan, D.
    Gopal, K.
    Augustin, V. Charles
    Swaminathan, M. R.
    [J]. JOURNAL OF CLEANER PRODUCTION, 2022, 371
  • [6] Aqueel Ahmad, 2023, Proc IME E J Process Mech Eng
  • [7] Aqueel Ahmad, 2023, Environmental Progress & Sustainable Energy
  • [8] Comparative assessment of hexanol and decanol as oxygenated additives with calophyllum inophyllum biodiesel
    Ashok, B.
    Nanthagopal, K.
    Darla, Sivaprasad
    Chyuan, Ong Hwai
    Ramesh, A.
    Jacob, Ashwin
    Sahil, G.
    Thiyagarajan, S.
    Geo, V. Edwin
    [J]. ENERGY, 2019, 173 : 494 - 510
  • [9] Process optimization of ultrasonic-assisted biodiesel production from waste cooking oil using waste chicken eggshell-derived CaO as a green heterogeneous catalyst
    Attari, Arash
    Abbaszadeh-Mayvan, Ahmad
    Taghizadeh-Alisaraei, Ahmad
    [J]. BIOMASS & BIOENERGY, 2022, 158
  • [10] Optimization study of linseed biodiesel production via in-situ transesterification and slow pyrolysis of obtained linseed residue
    Bahadorian, Amirmahdi
    Sadrameli, Seyed Mojtaba
    Pahlavanzadeh, Hassan
    Kashkouli, Mohammad Nabi Ilani
    [J]. RENEWABLE ENERGY, 2023, 203 : 10 - 19