一种实验方法,改变活塞几何结构,以优化柴油发动机性能和排放,使用优先级集群方法
Saad Alshammari1, Mohd Zaheen Khan2, Zeinebou Yahya3
1Department of Mechanical and Industrial Engineering, College of Engineering, Majmaah Univeristy, 11952, Al Majmaah, Saudi Arabia.
Scientific reports
|September 29, 2025
概括
硫化石墨烯 (SGR) 显著提升了生物柴油生产,通过提高转化过程,实现了94%的产量. 这种催化剂对可持续燃料开发有希望,优化柴油发动机的发动机性能和排放.
科学领域:
- 可持续能源 可持续能源
- 材料科学 材料科学 材料科学
- 化学工程是化学工程的重要组成部分.
背景情况:
- 全球燃料危机需要像生物柴油这样的可持续替代品.
- 生物柴油的采用受到高生产成本和低产量的阻碍.
- 新型催化剂对于提高生物柴油效率至关重要.
研究的目的:
- 研究硫化石墨烯 (SGR) 作为增强生物柴油生产的催化剂.
- 评估SGR对柴油发动机性能和排放的影响.
- 使用混合机器学习方法优化生物柴油混合参数.
主要方法:
- 使用Petter-AV1单柴油发动机进行了14次实验试验.
- 采用混合AHP-k-means方法进行参数优化和分析.
- 评估的关键性能指标:制动热效率 (BTE),制动特定燃料消耗 (BSFC),氧化物和未燃烧的碳化合物 (UBHC).
主要成果:
- 硫酸石墨烯 (SGR) 实现了高94%的生物柴油产量.
- 纳米颗粒度是最有影响力的参数,与BTE正相关,与BSFC和UBHC负相关.
- 最佳试验 (40%的生物柴油混合,20ppm的NPC) 产生了42.30%的BTE,并减少了BSFC和UBHC.
结论:
- 硫化石墨烯 (SGR) 是提高生物柴油产量和转效率的高效催化剂.
- 通过AHP-k-means方法,成功优化了复杂的生物柴油-柴油发动机相互作用.
- SGR显示了可持续燃料生产的巨大潜力,包括从废物流中生产的燃料.
相关概念视频
Otto and Diesel Cycle
3.5K
An Otto engine is a four-stroke engine that uses a mixture of gasoline and air as the working fuel. The fuel is injected into the cylinder, and the piston is moved completely down so that the cylinder is at maximum volume. By moving the piston up, adiabatic compression takes place. The spark plug ignites the gasoline-air mixture, and the burning fuel adds heat to the system at a constant volume. The heated mixture expands adiabatically and gets further cooled by exhausting heat, and this cyclic...
3.5K
Internal Combustion Engine
2.6K
The internal combustion engine is a heat engine that uses the byproducts of combustion as the working fluid instead of using a heat transfer medium to transfer heat. The combustion is done in a way that produces high-pressure combustion products that can be expanded through a turbine or piston to create work. Internal combustion engines can again be categorized into three kinds: (1) spark ignition gasoline engines, most commonly used in automobiles, (2) compression ignition diesel engines that...
2.6K
Sampling Plans
896
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
896
Turnover Number and Catalytic Efficiency
20.1K
The turnover number of an enzyme is the maximum number of substrate molecules it can transform per unit time. Turnover numbers for most enzymes range from 1 to 1000 molecules per second. Catalase has the known highest turnover number, capable of converting up to 2.8×106 molecules of hydrogen peroxide into water and oxygen per second. Lysozyme has the lowest known turnover number of half a molecule per second.
Chymotrypsin is a pancreatic enzyme that breaks down proteins during digestion....
Chymotrypsin is a pancreatic enzyme that breaks down proteins during digestion....
20.1K
Cluster Sampling Method
14.0K
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
14.0K
Mechanical Efficiency of Real Machines
1.2K
The mechanical efficiency of a machine is a fundamental concept that describes how effectively a machine can convert input work into output work. According to this concept, the efficiency of a machine is equal to the ratio of the output work to the input work. An ideal machine, meaning a machine that has no energy losses, has an efficiency of one. This implies that the input work and the output work are equal.
However, in reality, no machine can be truly ideal, and all of them experience some...
However, in reality, no machine can be truly ideal, and all of them experience some...
1.2K


