Optimization of Performance and Emission Characteristics of Dual Fuel Diesel Engine Fueled with Palm Oil Methyl Esters and LPG
- DOI
- 10.2991/978-94-6463-662-8_45How to use a DOI?
- Keywords
- Biodiesel; LPG; Diesel Engine; Optimization; ANFIS; JAYA algorithm; TGA
- Abstract
In this paper, the optimization of the performance and exhaust emissions of a dual-fuel diesel engine experimented with Palm Oil Methyl Esters (POME) and LPG was carried out using Taguchi Grey Analysis, Regression Analysis, and Adaptive-Neuro Fuzzy Inference Systems (ANFIS). The JAYA algorithm was employed for both regression analysis and ANFIS to find optimal solutions. Initially, tests were performed on the dual-fuel diesel engine with POME as the primary fuel and LPG as the secondary fuel. The experimental results obtained from the engine were used to develop optimization models. The input parameters for the models are brake power, injection pressure and LPG flow rate, while the output parameters consist of brake thermal efficiency (BTE), HC, CO, NOx and smoke emissions. In the first step, Taguchi Grey Analysis was applied to determine the optimized operating parameters that resulted in high BTE and low emissions. The optimal values were found to be at 230 bar injection pressure, 1 LPM LPG flow rate, and 1.3 kW brake power. Subsequently, a regression equation was formulated to predict the optimized parameters, which were further refined using the JAYA algorithm. Finally, an ANFIS model was developed and optimized using the Jaya algorithm to forecast engine performance and emission parameters under dual-fuel operation. The optimized ANFIS model accurately captured the effects of key parameters such as injection pressure, LPG flow rate, and brake power on critical outputs like BTE, HC, CO, NOx, and smoke emissions. The performance assessment showed strong agreement among the forecasted and experimental data, with a high correlation coefficient (R) value of 0.9924, confirming the model’s precision and reliability in predicting engine performance and emissions.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - R. Meenakshi Reddy AU - Hariprasad Tarigonda AU - B. Anjaneyulu AU - Tharigonda Parimala AU - K. Vidya AU - K. L. Narasimhamu AU - G. Dharmalingam PY - 2025 DA - 2025/03/17 TI - Optimization of Performance and Emission Characteristics of Dual Fuel Diesel Engine Fueled with Palm Oil Methyl Esters and LPG BT - Proceedings of the International Conference on Advanced Materials, Manufacturing and Sustainable Development (ICAMMSD 2024) PB - Atlantis Press SP - 563 EP - 580 SN - 2352-5401 UR - https://doi.org/10.2991/978-94-6463-662-8_45 DO - 10.2991/978-94-6463-662-8_45 ID - Reddy2025 ER -