Life Cycle Costs of Series Hybrid Tractors

WANG Jian, HE Dongsheng, ZHU Yahui, YIN Bifeng, HUANG Youlin

Abstract

Aiming to investigate the impact of battery capacity configuration on system efficiency and life cycle cost (LCC) for high-horsepower hybrid tractors, thereby addressing the research gap in battery capacity optimization design for hybrid tractors, taking a 190kW series hybrid tractor as the research object, an LCC evaluation system encompassing equipment procurement, battery replacement, and fuel consumption was established. A two-level battery capacity optimization method combining enumeration and dynamic programming (DP) was proposed: the outer layer investigated the influence of battery capacity on LCC under time-varying weights of energy and battery prices through global search via enumeration method, while the inner layer employed DP algorithm for optimal control of energy management strategies in hybrid tractors. A tractor simulation platform was developed by using Matlab/Simulink to quantitatively analyze the coupling mechanism between battery capacity and energy management strategies on system efficiency throughout the tractor’s lifecycle. Simulation results indicated that within the 2.2~110A·h battery capacity range, increasing battery capacity benefited fuel consumption reduction and battery lifespan extension;the 24.2A·h configuration represented the fuel consumption inflection point, beyond which capacity increase yielded minimal efficiency improvement;when battery capacity reached 52.8A·h, no replacement was required based on cycle life, but the nonlinear battery capacity-LCC relationship showed 22A·h configuration minimized LCC to 3.9093 million yuan. The proposed “technical parameters-life cycle cost” optimization framework established theoretical paradigms and provided valuable references for hybrid system design in agricultural machinery.

 

Keywords: hybrid tractors;life cycle cost;battery capacity configuration;dynamic programming;energy management strategy

 

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XU Liyou, ZHANG Junjiang, YAN Xianghai, et al. Review of research for agricultural equipment electrification technology [J] . Transactions of the Chinese Society for Agricultural Machinery, 2023, 54(9) ; 1 - 12. ( in Chinese)

ZHANG Kai, LU Zhixiong, WANG Lin, et al. ECVT configuration design and energy-saving control of hybrid tractorjbased on lever topology method [J]. Transactions of the Chinese Society for Agricultural Machinery, 2024, 55 (12): 505 -518, 538. ( in Chinese)

ZHU Zhen, ZENG Lingxin, LIN Yonggang, et al. Adaptive energy management strategy for hybrid tractors based on condition prediction [J] . Journal of Xi’an Jiaotong University, 2023, 57( 12) ; 201 -210. (in Chinese)

WANG Zhenzhen, ZHOU Jun, W ANG Xu. Research on energy management model for extended-range electric rotary-tilling tractor[ J]. Transactions of the Chinese Society for Agricultural Machinery, 2023, 54(4) ; 428 -438. (in Chinese)

HUANG Y, W ANG H, KHAJEPOUR A, et al. A review of power management strategies and component sizing methods for hybrid vehicles [J] . Renewable and Sustainable Energy Reviews, 2018, 96; 132 - 144.

SONG Z, ZHANG X, LI J, et al. Component sizing optimization of plug-in hybrid electric vehicles with the hybrid energy storage system [J] . Energy, 2018, 144: 393 -403.

ANKAR S J, PINKYMOL К P. Optimal sizing and energy management of electric vehicle hybrid energy storage systems with multi-objective optimization criterion J . IEEE Transactions on Vehicular Technology, 2024, 73(8) : 11082 - 11096.

LIU Y, SUN Z, W ANG Y, et al. Capacity configuration of fuel cell hybrid vehicles using enhanced multi-objective particle swarm optimization with competitive mechanism[ J]. Energy Conversion and Management, 2024, 321: 119039.

NIU J, ZHUANG W, YE J, et al. Optimal sizing and learning-based energy management strategy of NCR/LTO hybrid batter)' system for electric taxis J . Energy, 2022, 257 : 124653.

BELIGOJ M, SCOLARO E, ALBERTI L, et al. Feasibility evaluation of hybrid electric agricultural tractors based on life cycle cost analysis J J. IEEE Access, 2022, 10: 28853 -28867.

WEN Kerui, LI Weidong, MAN Song, et al. Optimization of deployment with control for battery energy storage system participating in primary frequency regulation service considering its calendar life [ J ]. High Voltage Engineering, 2019, 45(7) : 2185 -2193. (in Chinese)

WANG J, LIU P, HICKS-GARNER J, et al. Cycle-life model for graphite-LiFeP04 cells [ J ]. Journal of Power Sources, 2011 , 196(8) : 3942 -3948.

SONG Z, LI J, HAN X, et al. Multi-objective optimization of a semi-active battery/supercapacitor energy storage system for electric vehicles [ J ]. Applied Energy, 2014, 135: 212 -224.

PEREZ II E, HU X, DEY S, et al. Optimal charging of Li-ion batteries with coupled electro-thermal-aging dynamics [ J ]. IEEE Transactions on Vehicular Technology, 2017, 66(9) : 7761 -7770.

WANG Y, MOURA S J, ADVANI S G, et al. Power management system for a fuel cell/battery hybrid vehicle incorporating fuel cell and batter)' degradation[ J ]. International Journal of Hydrogen Energy, 2019, 44( 16) ; 8479 -8492.

ZHU Zhen, LAI Longhui, WANG Dengfeng, et al. Energy saving characteristics of the mechanical hydraulic tractor power system with oil electric hybrid power [ J]. Transactions of the CSAE, 2022, 38( 17) ; 52 -60. (in Chinese)

MASIH-TEHRANI M, HA’IRI-YAZDI M R, ESFAHANIAN V, et al. Optimum sizing and optimum energy management of a hybrid energy storage system for lithium battery life improvement [ J ]. Journal of Power Sources, 2013, 244; 2 - 10.

POURABDOLLAH M, MURGOVSKI N, GRAUERS A, et al. An iterative dynamic programming/convex optimization procedure for optimal sizing and energy management of PHEVsl [J] . IFAC Proceedings Volumes, 2014, 47(3) : 6606 -661 1.

HU X, HAN J, TANG X. et al. Powertrain design and control in electrified vehicles: a critical review[J]. IEEE Transactions on Transportation Electrification, 2021 , 7(3) : 1990 -2009.

WANG Jian, ZHU Xiaokai, XIE Tailin, et al. Automatic shift strategy of full power shift transmission for heavy duty tractors [J] . Transactions of the Chinese Society for Agricultural Machinery, 2024, 55( 10) : 444 -455. (in Chinese)

RESCH R. Leistungsverzweigte mehrbereichs-fahrantriebe mit kettenwandlern [ D]. Miinchen; Technischen Universitat Miinchen, 2004.

REMUS К T. Traktoren technik und ihre anwendung [М]. Miinchen: BLV verlagsgesellschaft, 1987.


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