scholarly journals A Hybrid Genetic Programming–Gray Wolf Optimizer Approach for Process Optimization of Biodiesel Production

Processes ◽  
2021 ◽  
Vol 9 (3) ◽  
pp. 442
Author(s):  
Vikas Kumar ◽  
Kanak Kalita ◽  
S Madhu ◽  
Uvaraja Ragavendran ◽  
Xiao-Zhi Gao
Keyword(s):  
Genetic Programming ◽  
Process Optimization ◽  
Process Parameters ◽  
Renewable Energy Sources ◽  
Symbolic Regression ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Gray Wolf ◽  
Gray Wolf Optimizer ◽  
Alternate Fuels

Biodiesel is one the most sought after alternate fuels in the current global need for sustainable and renewable energy sources due to their lower emissions and no major modification requirement to existing engines. However, the performance and productivity of the biodiesel production process are significantly dependent on the process parameters. In this regard, a novel hybrid genetic programming-gray wolf optimizer approach for the process optimization of biodiesel production is proposed in this paper. For an illustration of the proposed approach, kinematic viscosity is expressed as a symbolic regression metamodel to account for the influence of catalyst concentration, reaction temperature, alcohol-to-oil molar ratio, and reaction time. Then, the genetic programming-based symbolic regression metamodel is used as an objective function by the gray wolf optimizer to optimize the process parameters. The obtained results show that the proposed approach is simple, accurate, and robust.

Hybrid Approach for Optimizing Process Parameters in Biodiesel Production from Palm Oil

2020 ◽  
Vol 834 ◽  
pp. 16-23
Author(s):  
Pongchanun Luangpaiboon ◽  
Pasura Aungkulanon
Keyword(s):  
Reaction Time ◽  
Process Parameters ◽  
Reaction Temperature ◽  
Palm Oil ◽  
Hybrid Approach ◽  
Maximum Yield ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Optimization Approach ◽  
Influential Parameters

Biodiesel was synthesized from direct transesterification of palm oil reacted with methanol in the presence of a suitable catalyst. There is a sequence of three consecutive reversible reactions for the transesterification process. These process parameters were optimized via the hybrid optimization approach of a conventional response surface method and artificial intelligence mechanisms from Sine Cosine and Thermal Exchange Optimization metaheuristics. The influential parameters and their combined interaction effects on the transesterification efficiency were established through a factorial designed experiments. In this study, the influential parameters being optimized to obtain the maximum yield of biodiesel were reaction temperature of 60–150°C, reaction time of 1–6 hours, methanol to oil molar ratio of 6:1–12:1 mol/mol and weight of catalyst of 1–10wt. %. On the first phase, the analysis of variance (ANOVA) revealed the reaction time as the most influential parameter on biodiesel production. Based on the experimental results from the hybrid algorithm via the SCO, it was concluded that the optimal biodiesel yield for the transesterification of palm oil were found to be 100°C for reaction temperature, 4 hours for reaction time, 10:1 wt/wt of ratio methanol to oil and 8% of weight of catalyst with 92.15% and 90.97% of biodiesel yield for expected and experimental values, respectively.

scholarly journals Biodiesel Production Process Optimization from Sugar Apple Seed Oil (Annona squamosa) and Its Characterization

2015 ◽  
Vol 2015 ◽  
pp. 1-6 ◽  
Author(s):  
Siddalingappa R. Hotti ◽  
Omprakash D. Hebbal
Keyword(s):  
Reaction Time ◽  
Process Optimization ◽  
Process Parameters ◽  
Diesel Fuel ◽  
Seed Oil ◽  
Catalyst Concentration ◽  
Biodiesel Production ◽  
Annona Squamosa ◽  
Optimal Process ◽  
Apple Seed

This paper presents the production of biodiesel from nonedible, renewable sugar apple seed oil and its characterization. The studies were carried out on transesterification of oil with methanol and sodium hydroxide as catalyst for the production of biodiesel. The process parameters such as catalyst concentration, reaction time, and reaction temperature were optimized for the production of sugar apple biodiesel (SABD). The biodiesel yield of 95.15% was noticed at optimal process parameters. The fuel properties of biodiesel produced were found to be close to that of diesel fuel and also they meet the specifications of ASTM standards.

Application of Response Surface Methodology for Optimization of Biodiesel Production from Microalgae Through Nanocatalytic Transesterification Process.

2021 ◽  
Author(s):  
Vaishali Mittal ◽  
Uttam Kumar Ghosh
Keyword(s):  
Response Surface Methodology ◽  
Reaction Time ◽  
Response Surface ◽  
Process Parameters ◽  
Reaction Temperature ◽  
Methyl Esters ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Impregnation Method ◽  
The Impact

Abstract Production of biodiesel from microalgae is gaining popularity since it does not compromise food security or the global economy. This article reports biodiesel production with Spirulina microalgae through nanocatalytic transesterification process. The nanocatalyst calcium methoxide Ca(OCH3)2 was synthesized using wet impregnation method and utilized to carry out the transesterification process. The nanocatalyst was characterized to evaluate its structural and spectral characteristics using different characterization techniques such as Thermogravimetric analysis (TGA), X-ray diffraction (XRD), Scanning electron microscopy (SEM), Fourier transform infrared spectroscopy (FT-IR), and Brunaeur-Emmett-Teller(BET) measurement for surface area. The result demonstrates that calcium methoxide Ca(OCH3)2 possesses a high catalytic activity compared to a heterogeneous catalyst such as calcium oxide (CaO). The impact of several process parameters such as reaction temperature, the molar ratio of methanol to oil, catalyst concentration, and reaction time used in the transesterification process was optimized by employing central composite design(CCD) based response surface methodology(RSM). The polynomial regression equation of second order was obtained for methyl esters. The model projected a 99% fatty acid methyl esters (FAME) yield for optimal process parameters of reaction time 3hrs,3 wt.% of Ca(OCH3)2 catalyst loading, 80°C reaction temperature, and 30:1 methanol to oil molar ratio.

scholarly journals Production of Biodiesel from Mixed Castor Seed and Microalgal Oils: Characterization and Optimization Studies

2020 ◽  
Author(s):  
Dejene Beyene Lemma ◽  
Mohammedsani Abdulkadir Abagisa ◽  
Adisu Befekadu Kebede
Keyword(s):  
Process Parameters ◽  
Reaction Temperature ◽  
Catalyst Concentration ◽  
Fuel Properties ◽  
Experimental Results ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Optimum Conditions ◽  
Castor Seeds ◽  
Mixed Oil

Abstract In order to lower the high prices of individual feedstock, extend the life of a more limited feedstock and to improve the fuel properties of biodiesel it imperative to optimize process parameters for biodiesel derived from mixed feedstocks. Samples of castor seeds were collected from Jimma zone, southwest Ethiopia while sample of wet microalgal biomass was obtained from wastewater stabilization ponds using a 60µm filter screen. The castor seeds and algal biomass were sun-dried before further dried at 800C in an oven and ground to pastes. Oils were extracted from dried and milled castor seeds and micro-algae pastes with a Soxhlet apparatus using methanol. The extracted oil was purified and characterized before converted to biodiesel. A transesterification process designed using Response Surface Methodology (RSM) based on central composite design (CCD) experimental design was used to optimize the biodiesel production process parameters from mixed oil using alkaline catalyst. The Design Expert® 12 software was used to analysis experimental results. The effects of catalyst concentration, ethanol to mixed oil molar ratio and reaction temperature on the biodiesel yield were investigated using the experimental results. Accordingly, the optimum conditions for biodiesel production from mixed oil were a catalyst concentration of 1.23 % w.t of the oil, alcohol to mixed oil molar ratio of 5.94:1 (v/v) and reaction temperature of 51.300C. The yield of biodiesel under these conditions was 93.88%. Experiment was conducted under the specified optimum conditions to validate the result predicted by the software. The yield of biodiesel from the experiment was 93.36% which is very close to the value predicted by the software. The fatty acid composition of the biodiesel from mixed oil was analyzed using Gas chromatograph. The various fuel properties of biodiesel were determined using standard methods and results were compared with ASTM D6751 and EN 14214 standards. The physicochemical properties fulfill both standards.

scholarly journals Production of biodiesel from mixed castor seed and microalgal oils: characterization and optimization studies

2020 ◽  
Author(s):  
Dejene Beyene Lemma ◽  
Mohammedsani Abdulkadir Abagisa ◽  
Adisu Befekadu Kebede
Keyword(s):  
Process Parameters ◽  
Reaction Temperature ◽  
Catalyst Concentration ◽  
Fuel Properties ◽  
Experimental Results ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Optimum Conditions ◽  
Castor Seeds ◽  
Mixed Oil

Abstract In order to lower the high prices of individual feedstock, extend the life of a more limited feedstock and to improve the fuel properties of biodiesel it imperative to optimize process parameters for biodiesel derived from mixed feedstocks. Samples of castor seeds were collected from Jimma zone, southwest Ethiopia while sample of wet microalgal biomass was obtained from wastewater stabilization ponds using a 60µm filter screen. The castor seeds and algal biomass were sun-dried before further dried at 80 0 C in an oven and ground to pastes. Oils were extracted from dried and milled castor seeds and micro-algae pastes with a Soxhlet apparatus using methanol. The extracted oil was purified and characterized before converted to biodiesel. A transesterification process designed using Response Surface Methodology (RSM) based on central composite design (CCD) experimental design was used to optimize the biodiesel production process parameters from mixed oil using alkaline catalyst. The Design Expert® 12 software was used to analysis experimental results. The effects of catalyst concentration, ethanol to mixed oil molar ratio and reaction temperature on the biodiesel yield were investigated using the experimental results. Accordingly, the optimum conditions for biodiesel production from mixed oil were a catalyst concentration of 1.23% w.t of the oil, alcohol to mixed oil molar ratio of 5.94 :1 (v/v) and reaction temperature of 51.30 0 C. The yield of biodiesel under these conditions was 93.88% . Experiment was conducted under the specified optimum conditions to validate the result predicted by the software. The yield of biodiesel from the experiment was 93.36 % which is very close to the value predicted by the software. The fatty acid composition of the biodiesel from mixed oil was analyzed using Gas chromatograph. The various fuel properties of biodiesel were determined using standard methods and results were compared with ASTM D6751 and EN 14214 standards. The physicochemical properties fulfill both standards.

Process Optimization Study of Alternative Fuel Production From Linseed Oil

2020 ◽  
pp. 234-249
Author(s):  
Karthickeyan V. ◽  
Balamurugan S. ◽  
Ashok B. ◽  
Thiyagarajan S. ◽  
Mohamed Shameer P. ◽  
...  
Keyword(s):  
Process Parameters ◽  
Reaction Temperature ◽  
Linseed Oil ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Catalyst Loading ◽  
Optimum Parameters ◽  
Optimization Study ◽  
Input Control ◽  
Order Preference

This chapter focuses on the selection of optimum parameters for transesterification of linseed oil biodiesel production in the presence of calcium oxide (CaO) obtained from the waste eggshells. The waste chicken eggshells were calcined at 900°C for 4 hours and it was characterized by X-ray diffractometer (XRD). The transesterification process was conducted according to L9 orthogonal array with selected input control parameters such as methanol to oil molar ratio, reaction temperature, and catalyst loading. The output parameters were biodiesel yield and viscosity. The multi-objective, decision-making technique called Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) was used to identify the optimum transesterification process parameters to obtain maximum biodiesel yield with minimal viscosity. The optimized values for transesterification process parameters were depicted as methanol to oil ratio of 6:1, reaction temperature of 65°C, and catalyst loading of 5% w/w.

scholarly journals Optimization of Process Parameters for Biodiesel Production from Waste Cooking Oil using DOE Techniques

2020 ◽  
Vol 8 (6) ◽  
pp. 3934-3939
Keyword(s):  
Process Parameters ◽  
Waste Cooking Oil ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Cooking Oil ◽  
Used Cooking Oil ◽  
Optimization Of Process Parameters ◽  
Accurate Temperature ◽  
Temperature Time ◽  
Validation Experiments

In the current study the process parameters for used cooking oil biodiesel production are optimized by using Design of Experiments (Taguchi technique) and validation experiments are carried out at the optimized parameters to cross verify the results obtained. A specially designed equipment which can maintain the exact conditions required for optimization is used. This equipment is microcontroller operated and does not require any human intervention to maintain the accurate temperature, time and other parameters. By Taguchi strategy best yield acquired is by Molar ratio of A2 (1:9), Catalyst concentration of B3 (1.00%), Reaction temperature of C2 (60ºC), Reaction time of D3 (120 min). The approval trial was completed for the results and the yield is observed to be 93.25%, which resulted in improvement of up to 15% yield as compared to that of crude method. The properties of acquired biodiesel are found out and it very well may be inferred that the properties of got biodiesel are within ASTM norms.

scholarly journals PRODUCTION OF BIODIESEL FROM MIXED CASTOR SEED AND MICROALGAL OILS: CHARACTERIZATION AND OPTIMIZATION STUDIES

2020 ◽  
Author(s):  
Dejene Beyene Lemma ◽  
Mohammedsani Abdulkadir Abagisa ◽  
Adisu Befekadu Kebede
Keyword(s):  
Process Parameters ◽  
Reaction Temperature ◽  
Catalyst Concentration ◽  
Fuel Properties ◽  
Experimental Results ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Optimum Conditions ◽  
Castor Seeds ◽  
Mixed Oil

Abstract In order to lower the high prices of individual feedstock, extend the life of a more limited feedstock and to improve the fuel properties of biodiesel it imperative to optimize process parameters for biodiesel derived from mixed feedstocks. Samples of castor seeds were collected from Jimma zone, southwest Ethiopia while sample of wet microalgal biomass was obtained from wastewater stabilization ponds using a 60µm filter screen. The castor seeds and algal biomass were sun-dried before further dried at 80 0 C in an oven and ground to pastes. Oils were extracted from dried and milled castor seeds and micro-algae pastes with a Soxhlet apparatus using methanol. The extracted oil was purified and characterized before converted to biodiesel. A transesterification process designed using Response Surface Methodology (RSM) based on central composite design (CCD) experimental design was used to optimize the biodiesel production process parameters from mixed oil using alkaline catalyst. The Design Expert® 12 software was used to analysis experimental results. The effects of catalyst concentration, ethanol to mixed oil molar ratio and reaction temperature on the biodiesel yield were investigated using the experimental results. Accordingly, the optimum conditions for biodiesel production from mixed oil were a catalyst concentration of 1.23% w.t of the oil, alcohol to mixed oil molar ratio of 5.94 :1 (v/v) and reaction temperature of 51.30 0 C. The yield of biodiesel under these conditions was 93.88% . Experiment was conducted under the specified optimum conditions to validate the result predicted by the software. The yield of biodiesel from the experiment was 93.36 % which is very close to the value predicted by the software. The fatty acid composition of the biodiesel from mixed oil was analyzed using Gas chromatograph. The various fuel properties of biodiesel were determined using standard methods and results were compared with ASTM D6751 and EN 14214 standards. The physicochemical properties fulfill both standards.

Mango (Magnifera indica) seed oil grown in Dilla town as potential raw material for biodiesel production using NaOH- a homogeneous catalyst

2019 ◽  
Author(s):  
Chem Int
Keyword(s):  
Diesel Engine ◽  
Physicochemical Properties ◽  
Seed Oil ◽  
Methyl Esters ◽  
Pollution Prevention ◽  
Raw Material ◽  
Biodiesel Production ◽  
Molar Ratio ◽  
Homogeneous Catalyst ◽  
Minimal Amount

Biodiesel produced by transesterification process from vegetable oils or animal fats is viewed as a promising renewable energy source. Now a day’s diminishing of petroleum reserves in the ground and increasing environmental pollution prevention and regulations have made searching for renewable oxygenated energy sources from biomasses. Biodiesel is non-toxic, renewable, biodegradable, environmentally benign, energy efficient and diesel substituent fuel used in diesel engine which contributes minimal amount of global warming gases such as CO, CO2, SO2, NOX, unburned hydrocarbons, and particulate matters. The chemical composition of the biodiesel was examined by help of GC-MS and five fatty acid methyl esters such as methyl palmitate, methyl stearate, methyl oleate, methyl linoleate and methyl linoleneate were identified. The variables that affect the amount of biodiesel such as methanol/oil molar ratio, mass weight of catalyst and temperature were studied. In addition to this the physicochemical properties of the biodiesel such as (density, kinematic viscosity, iodine value high heating value, flash point, acidic value, saponification value, carbon residue, peroxide value and ester content) were determined and its corresponding values were 87 Kg/m3, 5.63 Mm2/s, 39.56 g I/100g oil, 42.22 MJ/Kg, 132oC, 0.12 mgKOH/g, 209.72 mgKOH/g, 0.04%wt, 12.63 meq/kg, and 92.67 wt% respectively. The results of the present study showed that all physicochemical properties lie within the ASTM and EN biodiesel standards. Therefore, mango seed oil methyl ester could be used as an alternative to diesel engine.

Efficient Micromixing for Continuous Biodiesel Production from Jatropha Oil

2018 ◽  
Vol 9 (1) ◽  
pp. 133-139
Author(s):  
Waleed S. Mohammed ◽  
Ahmed H. El-Shazly ◽  
Marwa F. Elkady ◽  
Masahiro Ohshima
Keyword(s):  
Methyl Esters ◽  
Continuous Process ◽  
Sol Gel ◽  
Average Diameter ◽  
Biodiesel Production ◽  
High Mass ◽  
Molar Ratio ◽  
Jatropha Oil ◽  
Energy Deficiency ◽  
Gel Preparation

Introduction: The utilization of biodiesel as an alternative fuel is turning out to be progressively famous these days because of worldwide energy deficiency. The enthusiasm for utilizing Jatropha as a non-edible oil feedstock is quickly developing. The performance of the base catalyzed methanolysis reaction could be improved by a continuous process through a microreactor in view of the high mass transfer coefficient of this technique. Materials & Methods: Nanozirconium tungstovanadate, which was synthetized using sol-gel preparation method, was utilized in a complementary step for biodiesel production process. The prepared material has an average diameter of 0.066 &µm. Results: First, the NaOH catalyzed methanolysis of Jatropha oil was investigated in a continuous microreactor, and the efficient mixing over different mixers and its impact on the biodiesel yield were studied under varied conditions. Second, the effect of adding the nanocatalyst as a second stage was investigated. Conclusion: The maximum percentage of produced methyl esters from Jatropha oil was 98.1% using a methanol/Jatropha oil molar ratio of 11 within 94 s using 1% NaOH at 60 &°C. The same maximum conversion ratio was recorded with the nanocatalyst via only 0.3% NaOH.

Sign in / Sign up

Export Citation Format

Share Document