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Optimization of Injection Characteristics in a Large Marine Diesel Engine Using Evolutionary Algorithms

机译:基于进化算法的大型船用柴油机喷油特性优化

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The reduction of pollutant emissions of marine diesel engines can be achieved by employing multiple injection strategies, similar to the ones used in automotive engines. In the present work, the options for advanced injection strategies, in terms of pilot injections, are explored for a large two-stroke marine diesel engine operating at full load, by utilizing Computational Fluid Dynamics simulations coupled with an Evolutionary Algorithm. The goals of the present Multi-Objective constrained optimization are the minimization of nitrogen oxides (NO_x) emissions and engine specific fuel consumption. The constraint, imposed by structural limitations of the engine, is the maximum cylinder pressure. The design variables include parameters controlling the pilot and main injections, and the injected total mass. The problem is handled as a Multi-Objective Optimization Problem, and the final set of elite solutions is identified based on the Pareto dominance. The methodology yields two families of solutions, corresponding to early and late pilot injection, providing significant improvement, both in terms of NOX emissions and engine efficiency. The elite solutions are analyzed and interpreted by detailed processing of the simulation results.
机译:船用柴油机污染物排放的减少可以通过采用多种喷射策略来实现,类似于汽车发动机中使用的策略。在当前工作中,通过将计算流体动力学模拟与演化算法相结合,针对大型二冲程船用柴油机在满载条件下探索了基于先导喷射的高级喷射策略选项。当前多目标约束优化的目标是使氮氧化物(NO_x)排放量和发动机特定燃料消耗量最小化。由发动机的结构限制所施加的约束是最大气缸压力。设计变量包括控制引燃喷射和主喷射以及喷射总质量的参数。该问题被作为多目标优化问题处理,并且根据帕累托优势确定了最终的精英解决方案集。该方法产生了两个系列的解决方案,分别对应于先期和后期先导喷射,在NOx排放和发动机效率方面均提供了显着改善。通过对仿真结果的详细处理来分析和解释精英解决方案。

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