Vibroacoustic Real Time Fuel Classification in Diesel Engine

Bakowski Andrzej; Kekez Michal; Radziszewski Leszek; Sapietova Alzbeta

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Vibroacoustic Real Time Fuel Classification in Diesel Engine

机译：柴油机振动声实时燃料分类

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摘要

Five models and methodology are discussed in this paper for constructing classifiers capable of recognizing in real time the type of fuel injected into a diesel engine cylinder to accuracy acceptable in practical technical applications. Experimental research was carried out on the dynamic engine test facility. The signal of in-cylinder and in-injection line pressure in an internal combustion engine powered by mineral fuel, biodiesel or blends of these two fuel types was evaluated using the vibro-acoustic method. Computational intelligence methods such as classification trees, particle swarm optimization and random forest were applied.

机译：本文讨论了用于构建分类器的五个模型和方法，这些分类器能够实时识别喷射到柴油机气缸中的燃料类型，以达到实际技术应用可接受的精度。在动态发动机测试设备上进行了实验研究。使用振动声法评估了由矿物燃料，生物柴油或这两种燃料的混合物驱动的内燃机的缸内和喷射管路压力信号。应用了分类树，粒子群优化和随机森林等计算智能方法。

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来源
《Archives of acoustics》 |2018年第3期|385-395|共11页
作者
Bakowski Andrzej; Kekez Michal; Radziszewski Leszek; Sapietova Alzbeta;
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作者单位

Kielce Univ Technol, Fac Mechatron & Mech Engn, Al Tysiaclecia Panstwa Polskiego 7, PL-25314 Kielce, Poland;

Kielce Univ Technol, Fac Mechatron & Mech Engn, Al Tysiaclecia Panstwa Polskiego 7, PL-25314 Kielce, Poland;

Kielce Univ Technol, Fac Mechatron & Mech Engn, Al Tysiaclecia Panstwa Polskiego 7, PL-25314 Kielce, Poland;

Univ Zilina, Univ 8215-1, Zilina 01026, Slovakia;

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正文语种 eng
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关键词
fuel recognition; classification trees; particle swarm optimization; random forest;

机译：燃料识别;分类树;粒子群优化;随机森林;

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1. A physics-based model for real-time prediction of ignition delays of multi-pulse fuel injections in direct-injection diesel engines [J] . Samuel Jensen J., Ramesh A. International journal of engine research . 2020,第3期

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2. An indirect method for the real-time evaluation of the fuel mass injected in small injections in Common Rail diesel engines [J] . Ferrari A., Paolicelli F. Fuel . 2017,第mara1期

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3. Petrol engines with diesel thirst - Fuel-sipping diesels challenged for the first time by new generation petrol engines [J] . Peter Schmidt AID newsletter: Europe s leading automotive newsletter . 2008,第12期

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4. Real-Time Self-Tuning Speed Controller: Performance Comparison Between Engine Fuelled with Palm Methyl Esters and Petroleum Diesel [C] . Azuwir M. N., Mohd Sazli Saad, Mohd Z. Zakaria Electronic and Green Materials International Conference . 2015

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5. Particulate Matter Emissions from Diesel Engines Equipped with a Diesel Particulate Filter at Varying Temperatures, Loads, Fuels and Drive Cycles. [D] . Book, Emily Kate. 2014

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6. Gaseous and Particulate Emissions from Diesel Engines at Idle and under Load: Comparison of Biodiesel Blend and Ultralow Sulfur Diesel Fuels [O] . Jo-Yu Chin, Stuart A. Batterman, William F. Northrop, -1

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7. Comparison of Diesel Engine Vibroacoustic Properties Powered by Bio and Standard Fuel [O] . Radoslaw Wrobel, Gustaw Sierzputowski, Zbigniew Sroka, 2021

机译：Bio和标准燃料提供动力的柴油发动机纤维声学特性的比较

Vibroacoustic Real Time Fuel Classification in Diesel Engine

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