Bagheri Elmira, Tehrani Masoud Masih, Azadi Mohammad, Moosavian Ashkan
School of Automotive Engineering, Iran University of Science and Technology, Tehran, Iran.
Faculty of Mechanical Engineering, Semnan University, Semnan, Iran.
PLoS One. 2025 Jan 13;20(1):e0317098. doi: 10.1371/journal.pone.0317098. eCollection 2025.
With the growing need for sustainable transportation solutions, understanding the relationship between driving characteristic parameters, vehicle type, and their impact on emissions and fuel consumption over real driving scenarios is becoming increasingly important. In this paper, four conventional vehicles and one hybrid vehicle with different technologies were compared in four distinct routes in Tehran city. Nineteen real driving cycles were generated using widely employed K-means and PCA algorithms. The vehicles were simulated on MATLAB/Simulink according to their specifications. Twelve driving characteristic parameters, fuel consumption, CO, NOx, HC, and CO2 of vehicles with different powertrains, engines, and body styles were calculated over real and standard driving cycles. Notable findings show that driving characteristic parameters exhibit distinct influences on fuel consumption and emissions, depending on the specific driving conditions and vehicle type. Additionally, the hybrid vehicle achieved 39% and 26% fuel savings compared to gasoline and dual fuel vehicles, respectively. However, it emitted significantly higher levels of CO and HC. In contrast, the turbocharged vehicle increased CO and HC emissions compared to the naturally aspirated vehicle, but consumed less fuel (approximately 6%) and emitted lower amounts of CO2 (approximately 19%). In real driving cycles, the sedan vehicle generally exhibited slightly lower values compared to petrol SUV due to lower weight and drag coefficient.
随着对可持续交通解决方案的需求不断增长,了解驾驶特性参数、车辆类型及其在实际驾驶场景中对排放和燃油消耗的影响变得越来越重要。本文在德黑兰市的四条不同路线上,对四辆传统车辆和一辆采用不同技术的混合动力车辆进行了比较。使用广泛应用的K均值和主成分分析(PCA)算法生成了19个实际驾驶循环。根据车辆规格在MATLAB/Simulink上对车辆进行了模拟。计算了不同动力总成、发动机和车身样式的车辆在实际和标准驾驶循环中的12个驾驶特性参数、燃油消耗、一氧化碳(CO)、氮氧化物(NOx)、碳氢化合物(HC)和二氧化碳(CO2)。显著的研究结果表明,驾驶特性参数对燃油消耗和排放有不同的影响,这取决于具体的驾驶条件和车辆类型。此外,与汽油车和双燃料车相比,混合动力车的燃油节省分别达到了39%和26%。然而,其一氧化碳和碳氢化合物的排放量明显更高。相比之下,涡轮增压车辆与自然吸气车辆相比,一氧化碳和碳氢化合物排放量增加,但燃油消耗更低(约6%),二氧化碳排放量也更低(约19%)。在实际驾驶循环中,由于轿车重量和阻力系数较低,其一般表现出比汽油动力运动型多用途汽车(SUV)略低的值。