{"title":"利用氧化铝纳米颗粒混合废塑料油生物柴油提高柴油机性能和排放:实验和预测方法","authors":"Kumlachew Yeneneh, Gadisa Sufe","doi":"10.1021/acs.iecr.5c01296","DOIUrl":null,"url":null,"abstract":"This study investigates how adding alumina (Al<sub>2</sub>O<sub>3</sub>) nanoparticles to waste plastic oil (WPO) biodiesel may increase diesel engine performance and reduce emissions of pollutants. WPO, which is made by pyrolyzing plastic waste, shows promise as a replacement for conventional diesel fuel as the hunt for sustainable energy sources heats up. However, high emissions and suboptimal thermal efficiency make it difficult to use in practice. AlO<sub>3</sub> nanoparticles were used to overcome these restrictions to improve fuel combustion, increase brake thermal efficiency, and reduce hazardous emissions. A single-cylinder diesel engine was used for experimental assessments using a variety of fuel compositions, such as WPO, biodiesel–diesel blends, and fuels enhanced with nanoparticles. When 50 ppm AlO<sub>3</sub> nanoparticles were added, brake thermal efficiency increased by 7.2%, but NOx emissions slightly increased by 6.08%. Conversely, nanoparticle-enhanced WPO biodiesel significantly decreased emissions of hydrocarbons and carbon monoxide by 37.84 and 50%, respectively. Additionally, there was a notable 38.21% decrease in smoke emissions. Additionally, an ANN model was developed to forecast engine performance and emission profiles, and it showed remarkable accuracy with correlation coefficients (<i>R</i>) above 0.999 for every parameter evaluated. These findings support the feasibility of using nanoparticle-enhanced WPO biodiesel as a sustainable fuel alternative, enabling the cleaner and more effective operation of diesel engines.","PeriodicalId":39,"journal":{"name":"Industrial & Engineering Chemistry Research","volume":"52 1","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2025-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing Diesel Engine Performance and Emissions Using Alumina Nanoparticle-Blended Waste Plastic Oil Biodiesel: An Experimental and Predictive Approach\",\"authors\":\"Kumlachew Yeneneh, Gadisa Sufe\",\"doi\":\"10.1021/acs.iecr.5c01296\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study investigates how adding alumina (Al<sub>2</sub>O<sub>3</sub>) nanoparticles to waste plastic oil (WPO) biodiesel may increase diesel engine performance and reduce emissions of pollutants. WPO, which is made by pyrolyzing plastic waste, shows promise as a replacement for conventional diesel fuel as the hunt for sustainable energy sources heats up. However, high emissions and suboptimal thermal efficiency make it difficult to use in practice. AlO<sub>3</sub> nanoparticles were used to overcome these restrictions to improve fuel combustion, increase brake thermal efficiency, and reduce hazardous emissions. A single-cylinder diesel engine was used for experimental assessments using a variety of fuel compositions, such as WPO, biodiesel–diesel blends, and fuels enhanced with nanoparticles. When 50 ppm AlO<sub>3</sub> nanoparticles were added, brake thermal efficiency increased by 7.2%, but NOx emissions slightly increased by 6.08%. Conversely, nanoparticle-enhanced WPO biodiesel significantly decreased emissions of hydrocarbons and carbon monoxide by 37.84 and 50%, respectively. Additionally, there was a notable 38.21% decrease in smoke emissions. Additionally, an ANN model was developed to forecast engine performance and emission profiles, and it showed remarkable accuracy with correlation coefficients (<i>R</i>) above 0.999 for every parameter evaluated. These findings support the feasibility of using nanoparticle-enhanced WPO biodiesel as a sustainable fuel alternative, enabling the cleaner and more effective operation of diesel engines.\",\"PeriodicalId\":39,\"journal\":{\"name\":\"Industrial & Engineering Chemistry Research\",\"volume\":\"52 1\",\"pages\":\"\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-06-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Industrial & Engineering Chemistry Research\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1021/acs.iecr.5c01296\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Industrial & Engineering Chemistry Research","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1021/acs.iecr.5c01296","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
Enhancing Diesel Engine Performance and Emissions Using Alumina Nanoparticle-Blended Waste Plastic Oil Biodiesel: An Experimental and Predictive Approach
This study investigates how adding alumina (Al2O3) nanoparticles to waste plastic oil (WPO) biodiesel may increase diesel engine performance and reduce emissions of pollutants. WPO, which is made by pyrolyzing plastic waste, shows promise as a replacement for conventional diesel fuel as the hunt for sustainable energy sources heats up. However, high emissions and suboptimal thermal efficiency make it difficult to use in practice. AlO3 nanoparticles were used to overcome these restrictions to improve fuel combustion, increase brake thermal efficiency, and reduce hazardous emissions. A single-cylinder diesel engine was used for experimental assessments using a variety of fuel compositions, such as WPO, biodiesel–diesel blends, and fuels enhanced with nanoparticles. When 50 ppm AlO3 nanoparticles were added, brake thermal efficiency increased by 7.2%, but NOx emissions slightly increased by 6.08%. Conversely, nanoparticle-enhanced WPO biodiesel significantly decreased emissions of hydrocarbons and carbon monoxide by 37.84 and 50%, respectively. Additionally, there was a notable 38.21% decrease in smoke emissions. Additionally, an ANN model was developed to forecast engine performance and emission profiles, and it showed remarkable accuracy with correlation coefficients (R) above 0.999 for every parameter evaluated. These findings support the feasibility of using nanoparticle-enhanced WPO biodiesel as a sustainable fuel alternative, enabling the cleaner and more effective operation of diesel engines.
期刊介绍:
ndustrial & Engineering Chemistry, with variations in title and format, has been published since 1909 by the American Chemical Society. Industrial & Engineering Chemistry Research is a weekly publication that reports industrial and academic research in the broad fields of applied chemistry and chemical engineering with special focus on fundamentals, processes, and products.