Abstract

Biodiesel is considered to be a promising alternative option to diesel fuel. The main contribution of the current work is to improve compression ignition engine performance, fueled by several biodiesel blends. Three metrics were used to evaluate the output performance of the compression ignition engine, as follows: brake torque (BT), brake specific fuel consumption (BSFC), and brake thermal efficiency (BTE), by varying two input parameters (engine speed and fuel type). The engine speeds were in the 1200–2400 rpm range. Three biodiesel blends, containing 20 vol.% of vegetable oil and 80 vol.% of pure diesel fuel, were prepared and tested. In all the experiments, pure diesel fuel was employed as a reference for all biodiesel blends. The experimental results revealed the following findings: although all types of biodiesel blends have low calorific value and slightly high viscosity, as compared to pure diesel fuel, there was an improvement in both BT and brake power (BP) outputs. An increase in BSFC by 7.4%, 4.9%, and 2.5% was obtained for palm, sunflower, and corn biodiesel blends, respectively, as compared to that of pure diesel. The BTE of the palm oil biodiesel blend was the lowest among other biodiesel blends. The suggested work strategy includes two stages (modeling and parameter optimization). In the first stage, a robust fuzzy model is created, depending on the experimental results, to simulate the output performance of the compression ignition engine. The particle swarm optimization (PSO) algorithm is used in the second stage to determine the optimal operating parameters. To confirm the distinction of the proposed strategy, the obtained outcomes were compared to those attained by response surface methodology (RSM). The coefficient of determination (R2) and the root-mean-square-error (RMSE) were used as comparison metrics. The average R2 was increased by 27.7% and 29.3% for training and testing, respectively, based on the fuzzy model. Using the proposed strategy in this work (integration between fuzzy logic and PSO) may increase the overall performance of the compression ignition engine by 2.065% and 8.256%, as concluded from the experimental tests and RSM.

Highlights

  • The energy crisis, environmental contamination, and climate change are considered the most critical difficulties facing the country [1,2,3,4,5,6]

  • Biodiesel produced from palm oil is categorized by a high amount of saturated fatty acids and displays tremendous combustion characteristics, such as the calorific value and cetane number, despite its high kinematic viscosity at low temperatures [17]

  • The results showed that the Brake Specific Fuel Consumption (BSFC) for mustard biodiesel is 1% and 3.5% higher than palm biodiesel blends of 10% and 20%, respectively

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Summary

Introduction

The energy crisis, environmental contamination, and climate change are considered the most critical difficulties facing the country [1,2,3,4,5,6]. Biodiesel is considered an eco-friendly, bio-degradable, energy efficient, renewable, scientifically feasible, and non-toxic fuel alternative [12,13,14]. It is considered one of the safest fuels, because it has a high flash point amongst all conventional fuels [15], and can operate diesel engines with little or no adjustments [16]. The main crucial drawback of biodiesel, in terms of high viscosity, leads to many difficulties in the atomization and pumping processes. The use of palm biodiesel was found to be more ecologically friendly than regular diesel fuel, with a significant 38%.

A Literature Review of Biodiesel Engine Performance
Literature Review on Engine Performance Optimization Approaches
Manuscript Organization
Biodiesel Preparation
Percentage
Engine Performance Measurements
Modeling and Optimization
Results and Discussion
Engine
Uncertainty Analysis
Fuzzy-Based Modeling Logic
A Gaussian
Parameter Optimization
Methodology
Design Model
Optimization-Based Response Surface Methodology
Comparison Study
Conclusions
Full Text
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