Performance -emission optimization of a diesel-hydrogen dual fuel operation: A NSGA II coupled TOPSIS MADM approach

被引:55
作者
Deb, Madhujit [1 ]
Debbarma, Bishop [2 ]
Majumder, Arindam [1 ]
Banerjee, Rahul [1 ]
机构
[1] NIT, Dept Mech Engn, Agartala 799046, Tripura, India
[2] NIT, Dept Prod Engn, Agartala 799046, Tripura, India
关键词
Optimization; Hydrogen flow rate; NSGA-II; TOPSIS; Pareto-front; MULTIOBJECTIVE OPTIMIZATION; ENGINE; COMBUSTION; PARAMETERS;
D O I
10.1016/j.energy.2016.10.088
中图分类号
O414.1 [热力学];
学科分类号
摘要
A Pareto-based multi-objective optimization approach has been proposed to design and obtain Paretooptimal set of solutions for performance and emission characteristics of a single cylinder, four stroke diesel engine using hydrogen in dual fuel mode. Instead of defining a single optimal objective, the proposed method establishes the multi-objective model by taking two design objectives into account, which are minimizing load (%) and hydrogen flow rate. To address this optimization problem, we develop a two-stage evolutionary computation approach integrating an exclusive non-dominated sorting genetic algorithm (NSGA-II) and technique for order preference by similarity to ideal solution(TOPSIS). NSGA-II has been utilized to search for the candidate solutions in-terms of both objectives. The obtained results have been obtained as Pareto-front. Subsequently, the best compromise solution has been determined by the TOPSIS method from the Pareto-front according to the decision maker's preference. The design results shows that the proposed approach yields a remarkable reduction in the emission spectra with enhancement in performance of the engine under a single podium obtained by multi-objective optimization. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:281 / 290
页数:10
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