Collaborative optimization of exhaust gas recirculation and Miller cycle of two-stage turbocharged marine diesel engines based on particle swarm optimization

Xu-yang Tang , Peng Wang , Zhong-yuan Zhang , Feng-li Zhang , Lei Shi , Kang-yao Deng

Journal of Central South University ›› 2022, Vol. 29 ›› Issue (7) : 2142 -2156.

PDF
Journal of Central South University ›› 2022, Vol. 29 ›› Issue (7) : 2142 -2156. DOI: 10.1007/s11771-022-5082-x
The 2nd World Congress on Internal Combustion Engines

Collaborative optimization of exhaust gas recirculation and Miller cycle of two-stage turbocharged marine diesel engines based on particle swarm optimization

Author information +
History +
PDF

Abstract

To meet increasingly stringent emission standards and lower the brake-specific fuel consumption (BSFC) of marine engines, a collaborative optimization study of exhaust gas recirculation (EGR) and a Miller cycle coupled turbocharging system was carried out. In this study, a one-dimensional numerical model of the EGR, Miller cycle, and adjustable two-stage turbocharged engine based on WeiChai 6170 marine diesel engine was established. The particle swarm optimization algorithm was used to achieve multi-input and multi-objective comprehensive optimization, and the effects of EGR-coupled Miller regulation and high-pressure turbine bypass regulation on NOx and BSFC were investigated. The results showed that a medium EGR rate-coupled medium Miller degree was better for the comprehensive optimization of NOx and BSFC. At medium EGR rate and low turbine bypass rates, NOx and BSFC were relatively balanced and acceptable. Finally, an optimal steady-state control strategy under full loads was proposed. With an increase in loads, the optimized turbine bypass rate and Miller degree gradually increased. Compared with the EGR-only system, the optimal system of EGR and Miller cycle coupled turbine bypass reduced NOx by 0.87 g/(kW·h) and BSFC by 17.19 g/(kW·h) at 100% load. Therefore, the EGR and Miller cycle coupled adjustable two-stage turbocharging achieves NOx and BSFC optimization under full loads.

Keywords

exhaust gas recirculation (EGR) / Miller cycle / NOx emissions / adjustable two-stage turbocharging / particle swarm optimization

Cite this article

Download citation ▾
Xu-yang Tang, Peng Wang, Zhong-yuan Zhang, Feng-li Zhang, Lei Shi, Kang-yao Deng. Collaborative optimization of exhaust gas recirculation and Miller cycle of two-stage turbocharged marine diesel engines based on particle swarm optimization. Journal of Central South University, 2022, 29(7): 2142-2156 DOI:10.1007/s11771-022-5082-x

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

KalghatgiG. Is it really the end of internal combustion engines and petroleum in transport? [J]. Applied Energy, 2018, 225: 965-974

[2]

ČamparaL, HasanspahićN, VujičićS. Overview of MARPOL ANNEX VI regulations for prevention of air pollution from marine diesel engines [C]. SHS Web of Conferences, 2018, 58: 01004

[3]

JiW, LiA, LuX, et al.. Numerical study on NOx and ISFC co-optimization for a low-speed two-stroke engine via Miller cycle, EGR, intake air humidification, and injection strategy implementation [J]. Applied Thermal Engineering, 2019, 153398-408

[4]

JangS H, ChoiJ H. Comparison of fuel consumption and emission characteristics of various marine heavy fuel additives [J]. Applied Energy, 2016, 179: 36-44

[5]

PaykaniA, Khoshbakhti SarayR, ShervanitabarM T, et al.. Effect of exhaust gas recirculation and intake pre-heating on performance and emission characteristics of dual fuel engines at part loads [J]. Journal of Central South University, 2012, 19(5): 1346-1352

[6]

SixD, van HerzeleT, VervaekeL, et al.Development and testing of an EGR system for medium speed diesel engines [C], 2012, 400 Commonwealth Drive, Warrendale, PA, United States, SAE International

[7]

RaptotasiosS I, SakellaridisN F, PapagiannakisR G, et al.. Application of a multi-zone combustion model to investigate the NOx reduction potential of two-stroke marine diesel engines using EGR[J]. Applied Energy, 2015, 157: 814-823

[8]

JiangX, WeiH, ZhouL, et al.. Numerical study on the effects of multiple-injection coupled with EGR on combustion and NOx emissions in a marine diesel engine [J]. Energy Procedia, 2019, 158: 4429-4434

[9]

LionS, VlaskosI, TaccaniR. A review of emissions reduction technologies for low and medium speed marine diesel engines and their potential for waste heat recovery [J]. Energy Conversion and Management, 2020, 207: 112553

[10]

ThangarajaJ, KannanC. Effect of exhaust gas recirculation on advanced diesel combustion and alternate fuels — A review [J]. Applied Energy, 2016, 180169-184

[11]

WangP, TangX, ShiL, et al.. Experimental investigation of the influences of Miller cycle combined with EGR on performance, energy and exergy characteristics of a four-stroke marine regulated two-stage turbocharged diesel engine [J]. Fuel, 2021, 300: 120940

[12]

ShenK, XuZ, ChenH, et al.. Investigation on the EGR effect to further improve fuel economy and emissions effect of Miller cycle turbocharged engine [J]. Energy, 2021, 215119116

[13]

WikC, NiemiS. Low emission engine technologies for future Tier 3 legislations—Options and case studies [J]. Journal of Shipping and Trade, 2016, 13

[14]

WangP, HuZ, ShiL, et al.. Experimental investigation of the effects of Miller timing on performance, energy and exergy characteristics of two-stage turbocharged marine diesel engine [J]. Fuel, 2021, 292120252

[15]

LiuH, ZhangH, WangH, et al.A numerical study on combustion and emission characteristics of marine engine through miller cycle coupled with EGR and water emulsified fuel [C], 2016, 400 Commonwealth Drive, Warrendale, PA, United States, SAE International

[16]

ZamboniG, CapobiancoM. Experimental study on the effects of HP and LP EGR in an automotive turbocharged diesel engine [J]. Applied Energy, 2012, 94117-128

[17]

MilloF, GiacominettoP F, BernardiM G. Analysis of different exhaust gas recirculation architectures for passenger car Diesel engines [J]. Applied Energy, 2012, 98: 79-91

[18]

VerschaerenR, SchaepdryverW, SerruysT, et al.. Experimental study of NOx reduction on a medium speed heavy duty diesel engine by the application of EGR (exhaust gas recirculation) and Miller timing [J]. Energy, 2014, 76: 614-621

[19]

YanB, WangH, ZhengZ, et al.. The effects of LIVC Miller cycle on the combustion characteristics and thermal efficiency in a stoichiometric operation natural gas engine with EGR [J]. Applied Thermal Engineering, 2017, 122: 439-450

[20]

PianoA, MilloF, BoccardoG, et al.Assessment of the predictive capabilities of a combustion model for a modern common rail automotive diesel engine [C], 2016, 400 Commonwealth Drive, Warrendale, PA, United States, SAE International

[21]

JungJ, SongS, HurK B. Numerical study on the effects of intake valve timing on performance of a natural gas-diesel dual-fuel engine and multi-objective Pareto optimization [J]. Applied Thermal Engineering, 2017, 121: 604-616

[22]

ParkS, ChoJ, ParkJ, et al.. Numerical study of the performance and NOx emission of a diesel-methanol dual-fuel engine using multi-objective Pareto optimization [J]. Energy, 2017, 124: 272-283

[23]

WangH, NituB, SandhuJ, et al.Integrated engine performance and valvetrain dynamics simulation [C], 2016, 400 Commonwealth Drive, Warrendale, PA, United States, SAE International

[24]

ISO 8178–4: 1996(E). Emission RICEE. Measurement Part 4: test cycles for different engine applications [S]. https://www.iso.org/standard/15271.html.

[25]

LiT, GaoY, WangJ, et al.. The Miller cycle effects on improvement of fuel economy in a highly boosted, high compression ratio, direct-injection gasoline engine: EIVC vs. LIVC [J]. Energy Conversion and Management, 2014, 79: 59-65

[26]

YangS, YangX, LiuH, et al.Simulation analysis of early and late miller cycle strategies influence on diesel engine combustion and emissions [C], 2020, 400 Commonwealth Drive, Warrendale, PA, United States, SAE International

[27]

LanzanovaT, NoraM D, ZhaoH. Investigation of early and late intake valve closure strategies for load control in a spark ignition ethanol engine [J]. SAE International Journal of Engines, 2017, 10(3): 858-872

[28]

BoukhalfaG, BelkacemS, ChikhiA, et al.. Genetic algorithm and particle swarm optimization tuned fuzzy PID controller on direct torque control of dual star induction motor [J]. Journal of Central South University, 2019, 26(7): 1886-1896

[29]

LiY, GuiW, YangC, et al.. Improved PSO algorithm and its application [J]. Journal of Central South University of Technology, 2005, 12(1): 222-226

[30]

TanG, BaoK, RimiruR M. A composite particle swarm algorithm for global optimization of multimodal functions [J]. Journal of Central South University, 2014, 21(5): 1871-1880

[31]

ZhaoJ, XuM. Fuel economy optimization of an Atkinson cycle engine using genetic algorithm [J]. Applied Energy, 2013, 105: 335-348

AI Summary AI Mindmap
PDF

135

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/