Citation: | WANG Jian, MO Pingfan, YIN Bifeng, et al. Simulation of the energy management strategy for six-row hybrid cotton pickers[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2024, 40(23): 126-134. DOI: 10.11975/j.issn.1002-6819.202407170 |
Cotton is an important economic crop and strategic resource. The 14th Five-Year Plan for agricultural mechanization development emphasizes the need to vigorously promote agricultural mechanization and intelligentization. As a key agricultural equipment for achieving whole process mechanization of cotton harvesting, cotton pickers have attracted increasing attention. In China, the traditional walking transmission system of cotton pickers usually adopts the form of hydraulic infinite variable speed combined with mechanical stepped transmission. However, during operation, these pickers face significant variations in working conditions and fluctuating external loads, resulting in an overall high load. The hydraulic walking transmission system finds it struggles to continuously adjust speed and torque to match the constantly changing actual load, which leads to frequent fluctuations in the engine operating points, mismatch of torque in transmission components, and low efficiency of the transmission system. At the same time, due to the large overall load during the operation of the cotton picker, the engine runs for a long time in the high-speed and high-load area, and it is unable to maintain the high-efficiency area, resulting in the problem of high fuel consumption. To address the high fuel consumption associated with traditional cotton picker engines operating in inefficient areas, as well as the low efficiency of the hydraulic drive transmission system, replacing the original 410 kW engine with a 560KW engine allows it to operate in the high-efficiency area. Simultaneously, employing hybrid technology to replace hydraulic transmission with electric drive can significantly improve the performance and efficiency of the cotton picker, yielding better operational outcomes and economic benefits. In order to solve the problems of low system efficiency and high energy consumption caused by the hydraulic transmission of the main working subsystem of the traditional diesel engine power six-row cotton picker, a series hybrid power system configuration is proposed for the first time. Based on this, a hybrid power system configuration for a six-row cotton picker is proposed for the first time. To accommodate the actual working conditions of cotton pickers, a two-speed gearbox is implemented, which includes a working gear and a transporting gear. The front and rear axles are driven by front and rear drive motors through gearboxes and front and rear axle reducers. This configuration allows for efficient operation and transmission of power, enhancing the overall performance of the cotton picker. A vehicle simulation model for a six-row series hybrid cotton picker has been developed using MATLAB/Simulink, and the effects of three strategies on the performance of the cotton picker are studied: power following strategy, equivalent consumption minimization strategy (ECMS), and torque distribution combined with equivalent consumption minimization strategy (TD-ECMS). Simulation results show that under a combined road transportation and field operation condition, the total simulation duration is 1 319 seconds, with 0 to 688 seconds allocated for road transportation and 689 to 1 319 seconds for field operation. The ECMS strategy significantly minimizes fluctuations in the engine's speed point. In comparison to the power-following strategy, which allows the engine to operate in a stable state only 34.34% of the time, the ECMS strategy enhances stability, increasing the stable operating time to 75.28%. This results engine speed stabilization time increased by 40.94 %. The TD-ECMS strategy achieves optimal control of the comprehensive efficiency of the dual motors, maintaining consistency with power-sharing control when the required power is high, and when the required power is low, the torque is completed by the front drive motor alone, the reduction of working points in the low-efficiency area of the rear-mounted motor leads to a decrease in the overall proportion of operation within the low-efficiency area. The comprehensive efficiency of the dual motors under the TD-ECMS strategy increased from 93.92% to 94.83% compared to power-sharing control. Compared to the power-following strategy, the ECMS strategy has reduced fuel consumption by 4.87%, and the TD-ECMS has reduced fuel consumption by 5.62%, resulting in a significant decrease and an improvement in overall economic performance. This paper presents an efficient energy management strategy for a six-row series hybrid cotton picker, laying the foundation for engineering practice.
[1] |
牛国梁,李斌,刘洋,等. 我国采棉机发展历程与研究现状[J]. 中国农机化学报,2020,41(2):212-218.
LIU Guoliang, LI Bin, LIU Yang, et al. Development and research status of cotton picker in China[J]. Journal of Chinese Agricultural Mechanization, 2020, 41(2): 212-218. (in Chinese with English abstract)
|
[2] |
卢秉福,韩卫平,朱明. 农业机械化发展水平评价方法比较[J]. 农业工程学报,2015,31(16):46-49. doi: 10.11975/j.issn.1002-6819.2015.16.007
LU Bingfu, HAN Weiping, ZHU Ming. Comparison of evaluation for agricultural mechanization development level[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2015, 31(16): 46-49. (in Chinese with English abstract) doi: 10.11975/j.issn.1002-6819.2015.16.007
|
[3] |
叶好运,倪向东,陈华军,等. 采棉机动力换挡液压行走系统设计与仿真研究[J]. 机床与液压,2023,51(12):68-72.
YE Haoyun, NI Xiangdong, CHEN Huajun, et al. Design and simulation of power shift hydraulic walking system of cotton picker[J]. Machine Tool & Hydraulics, 2023, 51(12): 68-72. (in Chinese with English abstract)
|
[4] |
魏晓朝,倪向东. 基于燃油经济性的采棉机变速箱速比匹配控制策略[J]. 机床与液压,2023,51(20):194-198. doi: 10.3969/j.issn.1001-3881.2023.20.030
WEl Xiaozhao, Nl Xiangdong. Speed ratio matching control strategy of transmission of cotton picker based on fuel economy[J]. Machine Tool & Hydraulics, 2023, 51(20): 194-198. (in Chinese with English abstract) doi: 10.3969/j.issn.1001-3881.2023.20.030
|
[5] |
陈万强,曹允莲,倪向东,等. 采棉机液压功率分流无级变速箱传动特性研究[J]. 中国农机化学报,2020,41(10):118-124.
CHEN Wanqiang, CAO Yunlian, NI Xiangdong, et al. Study on transmission characteristics of hydro-static power split CVT of cotton picker[J]. Journal of Chinese Agricultural Mechanization, 2020, 41(10): 118-124. (in Chinese with English abstract)
|
[6] |
张鹏程,倪向东,梅卫江,等. 采棉机液压机械无级变速器设计与分析[J]. 机械设计与制造,2017,70(10):64-66. doi: 10.3969/j.issn.1001-3997.2017.10.016
ZHANG Pengcheng, NI Xiangdong, MEI Weijiang, et al. Design and characteristic analysis of hydro-mechanical continuous variable transmission of cotton picker[J]. Machinery Design & Manufacture, 2017, 70(10): 64-66. (in Chinese with English abstract) doi: 10.3969/j.issn.1001-3997.2017.10.016
|
[7] |
钟春发,倪向东,韩双蔓,等. 采棉机动力换挡行驶传动系统设计与试验[J]. 机床与液压,2022,50(10):101-106. doi: 10.3969/j.issn.1001-3881.2022.10.019
ZHONG Chunfa, NI Xiangdong, HAN Shuangman, et al. Design and test of power shift driving transmission system of cotton picker[J]. Machine Tool & Hydraulics, 2022, 50(10): 101-106. (in Chinese with English abstract) doi: 10.3969/j.issn.1001-3881.2022.10.019
|
[8] |
窦海石,张幽彤,艾强,等. 面向耦合分流动力构型的拖拉机犁耕工况控制策略[J]. 农业工程学报,2022,38(23):41-49.
DOU Haishi, ZHANG Youtong, AI Qiang, et al. Control strategy for hybrid tractor plow conditions oriented to coupled-split dynamic configuration[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2022, 38(23): 41-49. (in Chinese with English abstract)
|
[9] |
MOCERA F, MARTINI V. Numerical performance investigation of a hybrid eCVT specialized agricultural tractor[J]. Applied Sciences, 2022, 12(5): 2439. doi: 10.3390/app12052439
|
[10] |
ROSSI C, PONTARA D, FALCOMER C, et al. A hybrid-electric driveline for agricultural tractors[J]. Energies, 2021, 14(21): 6912. doi: 10.3390/en14216912
|
[11] |
ALTUN E Y, KUTLAR A O. Energy management systems’ modeling and optimization in hybrid electric vehicles[J]. Energies, 2024, 17(7): 1696. doi: 10.3390/en17071696
|
[12] |
LUIGI T, LUCA P, LUCIANO R, et al. Development of a deep Q-learning energy management system for a hybrid electric vehicle[J]. Transportation Engineering, 2024, 16: 100241. doi: 10.1016/j.treng.2024.100241
|
[13] |
刘楠,于博轩,郭爱,等. 燃料电池混合动力的功率跟随管理策略分析[J]. 西南交通大学学报,2020,55(6):1147-1154.
LIU Nan, YU Boxuan, GUO Ai, et al. Analysis of power tracking management strategy for fuel cell hybrid system[J]. Journal of Southwest Jiaotong University, 2020, 55(6): 1147-1154. (in Chinese with English abstract)
|
[14] |
陈维荣,李锦程,李奇. 燃料电池小型车SOC动态调节的功率跟随控制策略[J]. 西南交通大学学报,2021,56(1):197-205.
CHEN Weirong, LI Jincheng, LI Qi. Power following control strategy of SOC dynamic adjustment for small fuel-cell cars[J]. Journal of Southwest Jiaotong University, 2021, 56(1): 197-205. (in Chinese with English abstract)
|
[15] |
MICHAL U, MICHAEL B, KAMIL Š. Performance study of a developed rule-based control strategy with use of an ECMS optimization control algorithm on a plug-in hybrid Electric vehicle[J]. Journal of Mechanical Engineering, 2022, 72(3): 61-70.
|
[16] |
徐成善,江发潮,宋森楠,等. 增程式电动客车能量管理策略优化的研究[J]. 汽车工程,2017,39(1):9-14.
XU Chengshan, JIANG Fachao, SONG Sennan, et al. A study on energy management strategy optimization for extended-range electric bus[J]. Automotive Engineering, 2017, 39(1): 9-14. (in Chinese with English abstract)
|
[17] |
GE Y, ZHANG J, ZHOU K, et al. Research on energy management for ship hybrid power system based on adaptive equivalent consumption minimization strategy[J]. Journal of Marine Science and Engineering, 2023, 11(7): 1271 doi: 10.3390/jmse11071271
|
[18] |
朱镇,曾令新,林勇刚,等. 融合工况预测的混合动力拖拉机自适应能量管理策略[J]. 西安交通大学学报,2023,57(12):201-210.
ZHU Zhen, ZENG Lingxin, LIN Yonggang, et al. Adaptive energy management strategy for hybrid tractors based on condition prediction[J]. Journal of Southwest Jiaotong University, 2023, 57(12): 201-210. (in Chinese with English abstract)
|
[19] |
GUO J, GUO Z, CHU L, et al. A dual-adaptive equivalent consumption minimization strategy for 4WD plug-In hybrid electric vehicles[J]. Sensors, 2022, 22(16): 6256. doi: 10.3390/s22166256
|
[20] |
王文彬,田韶鹏,郑青星,等. 基于FA的等效燃油消耗最小控制策略优化[J]. 江苏大学学报(自然科学版),2022,43(2):147-153. doi: 10.3969/j.issn.1671-7775.2022.02.004
WANG Wenbin, TIAN Shaopeng, ZHANG Qingxing, et al. Optimization of equivalent fuel consumption minimization strategy based on firefly algorithm[J]. Journal of Jiangsu University(Natural Science Edition), 2022, 43(2): 147-153. (in Chinese with English abstract) doi: 10.3969/j.issn.1671-7775.2022.02.004
|
[21] |
KONG Y, XU N, LIU Q, et al. A data-driven energy management method for parallel PHEVs based on action dependent heuristic dynamic programming (ADHDP) model[J]. Energy, 2023, 265: 126306 doi: 10.1016/j.energy.2022.126306
|
[22] |
李同辉,谢斌,王东青,等. 双电机驱动电动拖拉机实时自适应能量管理策略研究[J]. 农业机械学报,2020,51(S2):530-543.
LI Tonghui, XIE Bin, WANG Dongqing, et al. Real-time adaptive energy management strategy for dual-motor-driven electric tractors[J]. Transactions of the Chinese Society for Agricultural Machinery, 2020, 51(S2): 530-543. (in Chinese with English abstract)
|
[23] |
李银平,刘立,靳添絮,等. 基于动态规划的电动拖拉机动力电源能量控制策略研究[J]. 农业机械学报,2020,51(4):403-410.
LI Yinping, LIU Li, JIN Tianxu, et al. Energy control strategy of electric tractor power supply based on dynamic programming[J]. Transactions of the Chinese Society for Agricultural Machinery, 2020, 51(4): 403-410. (in Chinese with English abstract)
|
[24] |
杜常清,陈磊,杨贤诚,等. 混合动力重卡自适应等效燃油消耗最小化能量管理策略[J]. 内燃机工程,2023,44(1):1-8.
DU Changqing, CHEN Lei, YANG Xiancheng, et al. Adaptive equivalent consumption minimization energy management strategy for hybrid heavy trucks[J]. Chinese Internal Combustion Engine Engineering, 2023, 44(1): 1-8. (in Chinese with English abstract)
|
[25] |
ZHI J, WANG X, SHI Q, et al. Torque allocation strategy based on economy and stability for electric vehicle considering controllability after motors failure[J]. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 2023, 237(12): 2759-2779. doi: 10.1177/09544070221121838
|
[26] |
汪珍珍,周俊,王旭. 增程式电动拖拉机旋耕机组能量管理模型设计与试验[J/OL]. 农业机械学报,https://kns.cnki.net/kcms/detail//11.1964.s.20230221.1450.034.html.
WANG Zhenzhen, ZHOU Jun, WANG Xu. Design and experiment of energy management model for extended-range electric rotary-tilling tractor[J/OL]. Transactions of the Chinese Society for Agricultural Machinery, https://kns.cnki.net/kcms/detail//11.1964.s.20230221.1450.034.html. (in Chinese with English abstract)
|
[27] |
刘建功,张远辉,魏菲,等. 基于规则的混合动力矿用自卸车能量管理策略研究[J/OL]. 系统仿真学报,https://doi.org/10.16182/j.issn1004731x.joss.23-1218.
LIU Jiangong, ZHANG Yuanhui, WEI Fei, et al. Research on rule-based energy management strategy of hybrid mining dump truck[J]. Journal of System Simulation, https://doi.org/10.16182/j.issn1004731x.joss.23-1218. (in Chinese with English abstract)
|
[28] |
朱镇,赖龙辉,王登峰,等. 油电混合机械液压式拖拉机动力系统节能性[J]. 农业工程学报,2022,38(17):52-60.
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 Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2022, 38(17): 52-60. (in Chinese with English abstract)
|
[29] |
ZHANG L, LIU W, QI B. Energy optimization of multi-mode coupling drive plug-in hybrid electric vehicles based on speed prediction[J]. Energy, 2020, 206: 118126. doi: 10.1016/j.energy.2020.118126
|
[30] |
杨明堂,胡春明,徐胤泽,等. 多旋翼混合动力无人机自适应能量管理策略仿真[J]. 南京航空航天大学学报,2023,55(6):1004-1015.
YANG Mingtang, HU Chunming, XU Yinze, et al. Simulation of adaptive energy management strategy for multi-rotor hybrid UAVs[J]. Journal of Nanjing University of Aeronautics & Astronautics, 2023, 55(6): 1004-1015. (in Chinese with English abstract)
|
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[2] | Qian Lijun, Qiu Lihong, Xin Fulong, Hu Weilong. Energy management and torque coordination control for plug-in 4WD hybrid electric vehicle[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2014, 30(19): 55-64. DOI: 10.3969/j.issn.1002-6819.2014.19.007 |
[3] | Lu Xiuquan, Ma Wengxing, Li Xuesong, Wu Yueshi, Xu Wen. Simulation and prediction on fluid-gas circulation characteristics of torque limited hydrodynamic coupling[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2014, 30(9): 27-34. DOI: 10.3969/j.issn.1002-6819.2014.09.004 |
[4] | Simulation model and experiment research of small wind turbine based on DC motor[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2010, 26(1): 171-176. |
[5] | Zhang Jun, Wang Yiming, Dong Qiaoxue, Hou Jialin. Research advances of cotton dynamic simulation models[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2007, 23(3): 257-266. |
[6] | Yang Renquan, Wang Gang, Zhou Zengchan, Zhang Xiaowen, Bu Yunlong, Wu Jianhong. Research and application of precise fertilizer applicator[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2005, 21(14): 197-199. |
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[8] | Wang Haoli, Wang Yuan. Research of computer simulation for micro-irrigation system under different terrain conditions[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2005, 21(1): 191-192. |
[9] | Si Huiping, Miao Xiangwen, Cui Shaorong, Ji Yapeng. Computerized simulation of dynamics for mechanism operation of pneumatic ventilation-windows in greenhouse[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2004, 20(1): 250-254. |
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