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Performance and Stability of Supercapacitor Modules based on Porous Carbon Electrodes in Hybrid Powertrain
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作者 龚旋 谢长君 +3 位作者 ZOU Yaohui QUAN Shuhai PIOTR Bujlo SHEN Di 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2014年第6期1141-1146,共6页
Hybrid power sources have attracted much attention in the electric vehicle area. Particularly, electric-electric hybrid powertrain system consisting of supercapacitor modules and lithium-ion batteries has been widely ... Hybrid power sources have attracted much attention in the electric vehicle area. Particularly, electric-electric hybrid powertrain system consisting of supercapacitor modules and lithium-ion batteries has been widely applied because of the high power density of supercapacitors. In this study, we design a hybrid powertrain system containing two porous carbon electrode-based supercapacitor modules in parallel and one lithium ion battery pack. With the construction of the testing station, the performance and stability of the used supercapacitor modules are investigated in correlation with the structure of the supercapacitor and the nature of the electrode materials applied. It has been shown that the responding time for voltage vibration from 20 V to 48.5 V during charging or discharging process decreases from about 490 s to 94 s with the increase in applied current from 20 A to 100 A. The capacitance of the capacitor modules is nearly independent on the applied current. With the designed setup, the energy efficiency can reach as high as 0.99. The results described here provide a guidance for material selection of supercapacitors and optimized controlling strategy for hybrid power system applied in electric vehicles. 展开更多
关键词 supercapacitor modules electric-electric hybrid powertrain charging-discharging cycle stability power density
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Electromechanical coupling driving control for single-shaft parallel hybrid powertrain 被引量:17
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作者 YANG Chao JIAO XiaoHong +3 位作者 LI Liang ZHANG YaHui ZHANG LiPeng SONG Jian 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第3期541-549,共9页
The single-shaft parallel hybrid powertrain with the automatic mechanical transmission(AMT)is an efficient hybrid driving system in the hybrid electric bus(HEB),while the electromechanical coupling driving control bec... The single-shaft parallel hybrid powertrain with the automatic mechanical transmission(AMT)is an efficient hybrid driving system in the hybrid electric bus(HEB),while the electromechanical coupling driving control becomes a complicated question to find a transient optimal control method to distribute the power between the engine and the electric machine(EM).This paper proposes an innovative control method to deal with the complicated transient coupling driving process of the electromechanical coupling driving system,considering the accelerating condition and the cruising condition mostly in the city driving cycle of HEB.The EM might be operated at driving mode or generating mode to assist the diesel engine to work in its high-efficiency area.Therefore,the adaptive torque tracking controller has been brought forward to ensure that the EM implements the demand torque as well as compensate the torque fluctuation of diesel engine.The d?q axis mathematical model and back stepping method are employed to deduce the adaptive controller and its adaptive laws.Simulation results demonstrate that the proposed control scheme can make the output torque of two power sources respond rapidly to the demand torque from the powertrain in the given driving condition.The proposed method could be adopted in the real control of HEB to improve the efficiency of the hybrid driving system. 展开更多
关键词 single-shaft parallel hybrid powertrain coupling driving control adaptive control torque tracking
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Development and experimental validation of a novel hybrid powertrain with dual planetary gear sets for transit bus applications 被引量:5
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作者 QIN KongJian WANG EnHua +4 位作者 ZHAO Hang SHI GuangKui WANG RenGuang KONG ZhiGuo WANG Wei 《Science China(Technological Sciences)》 SCIE EI CAS CSCD 2015年第12期2085-2096,共12页
Given that energy conservation and environmental protection are two important goals for the automotive industry, the application of a hybrid electric powertrain can improve vehicle energy efficiency while decreasing f... Given that energy conservation and environmental protection are two important goals for the automotive industry, the application of a hybrid electric powertrain can improve vehicle energy efficiency while decreasing fuel consumption and engine emissions. Planetary gear-based power-split hybrid powertrains have become widely used in passenger vehicles, but remain rarely employed on transit buses. This study proposes a novel hybrid powertrain based on two planetary gear sets(CHS) and presents its operating principles along with development of a control strategy for the powertrain. The CHS hybrid powertrain operates in electric mode when the driving power demand is low, and changes to a hybrid electric mode according to the power-split principle of the planetary gear set. To validate the feasibility of the designed CHS hybrid powertrain, a prototype transit bus equipped with the designed hybrid powertrain system was built, and the operating characteristics of the system were analyzed through a performance test conducted on a chassis dynamometer. Compared with a conventional powertrain, the CHS hybrid powertrain can reduce fuel consumption by 39%. Thus, the CHS hybrid powertrain is a good solution for heavy-duty applications such as hybrid transit buses because of its simple structure and excellent fuel efficiency. 展开更多
关键词 dual planetary gear set hybrid powertrain experimental validation transit bus performance analysis
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OPTIMIZATION APPROACH FOR HYBRID ELECTRIC VEHICLE POWERTRAIN DESIGN 被引量:9
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作者 ZhuZhengli ZhangJianwu YinChengliang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2005年第1期30-36,共7页
According to bench test results of fuel economy and engine emission for thereal power-train system of EQ7200HEV car. a 3-D performance map oriented quasi-linear model isdeveloped for the configuration of the powertrai... According to bench test results of fuel economy and engine emission for thereal power-train system of EQ7200HEV car. a 3-D performance map oriented quasi-linear model isdeveloped for the configuration of the powertrain components such as internal combustion engine,traction electric motor, transmission, main retarder and energy storage unit. A genetic algorithmbased on optimization procedure is proposed and applied for parametric optimization of the keycomponents by consideration of requirements of some driving cycles. Through comparison of numericalresults obtained by the genetic algorithm with those by traditional optimization methods, it isshown that the present approach is quite effective and efficient in emission reduction and fueleconomy for the design of the hybrid electric car powertrain. 展开更多
关键词 hybrid electric vehicle(HEV) powertrain Components sizing Optimization Genetic algorithm
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Fuel Saving and Control for Hybrid Electric Powertrains
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作者 Mohamed Zaher Sabri Cetinkunt 《Energy and Power Engineering》 2013年第5期343-351,共9页
This paper focuses on comparing the performance of the embedded control of a hybrid powertrain with the original and downsized engine. The main idea is to store the normally wasted mechanical regenerative energy in en... This paper focuses on comparing the performance of the embedded control of a hybrid powertrain with the original and downsized engine. The main idea is to store the normally wasted mechanical regenerative energy in energy storage devices for later usage. The regenerative energy recovery opportunity exists in any condition where the speed of motion is in the opposite direction to the applied force or torque. A rule based optimal robust control algorithm is developed and is tuned for different work cycles. A comparison of the fuel savings using the hybrid system with the original and downsized engines is performed. 展开更多
关键词 hybrid powertrain EMBEDDED Control STATE of CHARGE Downsized ENGINE
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Powertrain Fuel Consumption Modeling and Benchmark Analysis of a Parallel P4 Hybrid Electric Vehicle Using Dynamic Programming 被引量:1
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作者 Aaron R. Mull Andrew C. Nix +3 位作者 Mario G. Perhinschi W. Scott Wayne Jared A. Diethorn Dawson E. Dunnuck 《Journal of Transportation Technologies》 2022年第4期804-832,共29页
The goal of this work is to develop a hybrid electric vehicle model that is suitable for use in a dynamic programming algorithm that provides the benchmark for optimal control of the hybrid powertrain. The benchmark a... The goal of this work is to develop a hybrid electric vehicle model that is suitable for use in a dynamic programming algorithm that provides the benchmark for optimal control of the hybrid powertrain. The benchmark analysis employs dynamic programming by backward induction to determine the globally optimal solution by solving the energy management problem starting at the final timestep and proceeding backwards in time. This method requires the development of a backwards facing model that propagates the wheel speed of the vehicle for the given drive cycle through the driveline components to determine the operating points of the powertrain. Although dynamic programming only searches the solution space within the feasible regions of operation, the benchmarking model must be solved for every admissible state at every timestep leading to strict requirements for runtime and memory. The backward facing model employs the quasi-static assumption of powertrain operation to reduce the fidelity of the model to accommodate these requirements. Verification and validation testing of the dynamic programming algorithm is conducted to ensure successful operation of the algorithm and to assess the validity of the determined control policy against a high-fidelity forward-facing vehicle model with a percent difference of fuel consumption of 1.2%. The benchmark analysis is conducted over multiple drive cycles to determine the optimal control policy that provides a benchmark for real-time algorithm development and determines control trends that can be used to improve existing algorithms. The optimal combined charge sustaining fuel economy of the vehicle is determined by the dynamic programming algorithm to be 32.99 MPG, a 52.6% increase over the stock 3.6 L 2019 Chevrolet Blazer. 展开更多
关键词 hybrid Electric Vehicle Dynamic Programming powertrain Modeling Backwards Induction
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ENERGY MANAGEMENT STRATEGY FOR PARALLEL HYBRID ELECTRIC VEHICLES 被引量:4
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作者 PuJinhuan YinChengliang ZhangJianwu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2005年第2期215-219,共5页
Energy management strategy (EMS) is the core of the real-time controlalgorithm of the hybrid electric vehicle (HEV). A novel EMS using the logic threshold approach withincorporation of a stand-by optimization algorith... Energy management strategy (EMS) is the core of the real-time controlalgorithm of the hybrid electric vehicle (HEV). A novel EMS using the logic threshold approach withincorporation of a stand-by optimization algorithm is proposed. The aim of it is to minimize theengine fuel consumption and maintain the battery state of charge (SOC) in its operation range, whilesatisfying the vehicle performance and drivability requirements. The hybrid powertrain bench testis carried out to collect data of the engine, motor and battery pack, which are used in the EMS tocontrol the powertrain. Computer simulation model of the HEV is established in the MATLAB/Simulinkenvironment according to the bench test results. Simulation results are presented for behaviors ofthe engine, motor and battery. The proposed EMS is implemented for a real parallel hybrid carcontrol system and validated by vehicle field tests. 展开更多
关键词 hybrid powertrain hybrid electric vehicle (HEV) Energy management strategy(EMS) Real-time control Field test
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Optimization Framework for Conceptual Powertrain Design
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作者 Tobias Hellberg Martin Meywerk 《Journal of Mechanics Engineering and Automation》 2015年第6期327-337,共11页
With an increasing number of vehicles with alternative powertrains, the choice of the most appropriate powertrain system for a vehicle class or a load cycle is challenging. This paper introduces a method to design an ... With an increasing number of vehicles with alternative powertrains, the choice of the most appropriate powertrain system for a vehicle class or a load cycle is challenging. This paper introduces a method to design an optimal alternative powertrain based on a longitudinal dynamic simulation. The objective function of the minimization problem describes the characteristic map of the traction system. The goal of the optimization is to minimize fuel consumption respectively energy demand. Different types of propulsion systems are investigated. The results show that the proposed method delivers useful alternative powertrains by applying an optimization with reasonable restrictions. 展开更多
关键词 Simulation in automotive engineering hybrid powertrain OPTIMIZATION longitudinal dynamic vehicle simulation.
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Power-balancing Instantaneous Optimization Energy Management for a Novel Series-parallel Hybrid Electric Bus 被引量:18
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作者 SUN Dongye LIN Xinyou +1 位作者 QIN Datong DENG Tao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第6期1161-1170,共10页
Energy management(EM) is a core technique of hybrid electric bus(HEB) in order to advance fuel economy performance optimization and is unique for the corresponding configuration. There are existing algorithms of c... Energy management(EM) is a core technique of hybrid electric bus(HEB) in order to advance fuel economy performance optimization and is unique for the corresponding configuration. There are existing algorithms of control strategy seldom take battery power management into account with international combustion engine power management. In this paper, a type of power-balancing instantaneous optimization(PBIO) energy management control strategy is proposed for a novel series-parallel hybrid electric bus. According to the characteristic of the novel series-parallel architecture, the switching boundary condition between series and parallel mode as well as the control rules of the power-balancing strategy are developed. The equivalent fuel model of battery is implemented and combined with the fuel of engine to constitute the objective function which is to minimize the fuel consumption at each sampled time and to coordinate the power distribution in real-time between the engine and battery. To validate the proposed strategy effective and reasonable, a forward model is built based on Matlab/Simulink for the simulation and the dSPACE autobox is applied to act as a controller for hardware in-the-loop integrated with bench test. Both the results of simulation and hardware-in-the-loop demonstrate that the proposed strategy not only enable to sustain the battery SOC within its operational range and keep the engine operation point locating the peak efficiency region, but also the fuel economy of series-parallel hybrid electric bus(SPHEB) dramatically advanced up to 30.73% via comparing with the prototype bus and a similar improvement for PBIO strategy relative to rule-based strategy, the reduction of fuel consumption is up to 12.38%. The proposed research ensures the algorithm of PBIO is real-time applicability, improves the efficiency of SPHEB system, as well as suite to complicated configuration perfectly. 展开更多
关键词 city bus hybrid electric powertrain instantaneous optimization energy management control strategy
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Study on the Driveability During Engine Start Process for A P2 Hybrid Vehicle 被引量:2
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作者 Wang Junhua Sun Qichun Cao Jian 《汽车技术》 CSCD 北大核心 2017年第9期26-33,共8页
关键词 汽车 混合动力系统 发展现状 技术创新
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电液混合动力系统关键技术及能量管理研究综述 被引量:1
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作者 刘桓龙 《西南交通大学学报》 EI CSCD 北大核心 2024年第3期600-614,共15页
现有混合动力驱动技术以油电、油液混合动力为主,旨在提高传统燃油车辆的能量利用率、降低油耗和排放.基于液压技术的大功率密度及能量再生优势,电液混合动力系统可在全速工况范围内实现能量高效利用,提高纯电驱系统的功率密度,有效改... 现有混合动力驱动技术以油电、油液混合动力为主,旨在提高传统燃油车辆的能量利用率、降低油耗和排放.基于液压技术的大功率密度及能量再生优势,电液混合动力系统可在全速工况范围内实现能量高效利用,提高纯电驱系统的功率密度,有效改善电动车辆续驶里程及蓄电池循环使用寿命.本文对电液混合动力系统构型、能量回收技术、能量释放模式及控制策略等相关研究成果的进展、现状及发展趋势进行综述,分析了利用电液混合动力构型与先进能量管理策略提升纯电动车辆动力性能与能量利用率的可行性技术方案与应用前景.根据已有研究成果,装备电液混合动力系统后车辆最大可降低约40%的能量消耗,在能量高效利用方面具有显著优势.对于电液混合动力系统而言,液压能再生、耦合与释放等与行驶场景及电机工况点密切相关,研究重点应解决动力耦合、再生制动与能量管理等关键技术,从而提升动力系统的综合性能特别是功率密度与节能特性. 展开更多
关键词 电液混合动力系统 动力混合 再生制动 高效利用 能量管理策略
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中国混合动力汽车动力总成技术进展 被引量:4
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作者 许敏 张亦嘉 《汽车安全与节能学报》 CAS CSCD 北大核心 2024年第3期269-294,共26页
在国家政策与市场需求的双重驱动下,2021年以来,中国品牌混合动力汽车动力总成技术实现突破,围绕中国市场特点与消费者用车习惯推出一批具有中国特色、世界范围内领先的混合动力汽车产品。近期混合动力汽车市场销量呈爆发式增长,2023年... 在国家政策与市场需求的双重驱动下,2021年以来,中国品牌混合动力汽车动力总成技术实现突破,围绕中国市场特点与消费者用车习惯推出一批具有中国特色、世界范围内领先的混合动力汽车产品。近期混合动力汽车市场销量呈爆发式增长,2023年中国市场混合动力乘用车销售超300万辆,同比增长83%。然而,受近年来汽车领域电动化浪潮影响,行业内尚存关于混合动力汽车仅为过渡性技术的观点,部分消费者对国产混动汽车技术产品力仍存质疑。为纠正对混合动力汽车的片面性、偏见性认识,该文围绕中国混合动力汽车动力总成技术路线展开,聚焦多样化的混动架构与专用化的核心部件,提出新的混合度定义作为动力总成电气化程度的统一评价标准,探讨国内外主流混动技术异同,剖析当下中国最前沿的混动技术特点与发展趋势,厘清中国混动汽车动力总成的发展脉络。研究表明:中国式混动汽车以大容量动力电池与插电式混合动力为技术特色,实现发动机、电机两大驱动动力源以及动力电池、增程系统两大动力能量源的灵活混合与优势互补。与纯内燃机车相比,得益于电驱动技术辅助,混合动力汽车聚焦提高发动机热效率、发动机高效区利用率以及整车燃油经济性。与纯电动车相比,混合动力汽车则基于发动机的增程发电,以高性价比和高便利度解决纯电动车的补能焦虑;并通过结合发动机直驱、变速器动力放大等机械驱动技术,以更低的硬件成本实现更稳定的强劲动力输出。混合动力汽车的独特优势使其作为长期性技术路线,将成为带动汽车产业向碳中和方向转型升级的关键,该文对当下市场的深度分析和未来趋势的理性推测将为中国混动技术的进一步发展提供有益参考。 展开更多
关键词 混合动力汽车 混动专用变速器 混动专用发动机 动力总成
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轻卡用混合动力总成技术发展现状与趋势
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作者 彭鹄 余明江 +2 位作者 苏小斌 杨连宝 吴涛 《内燃机与配件》 2024年第12期126-128,共3页
在环境污染、能源安全以及产业自主可控等多重压力下,发展新能源汽车势在必行。目前商用车混合动力产品不成熟,且各家技术路线有所不同。文章从构型、技术特点、应用场景等方面对轻卡用混合动力总成技术发展现状进行了剖析,并阐述了未... 在环境污染、能源安全以及产业自主可控等多重压力下,发展新能源汽车势在必行。目前商用车混合动力产品不成熟,且各家技术路线有所不同。文章从构型、技术特点、应用场景等方面对轻卡用混合动力总成技术发展现状进行了剖析,并阐述了未来发展的趋势,以指导主机厂进行动力总成选型以及整车匹配,更好促进我国新能源汽车可持续发展。 展开更多
关键词 轻卡 混合动力总成 增程 双电机
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Multi-Criteria Decision Analysis for Usage Based Optimization of Powertrains
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作者 Tobias Hellberg Martin Meywerk 《Engineering(科研)》 2016年第6期320-331,共12页
The electrification of powertrains leads to an increasing diversification of powertrain configurations. Each single configuration has its specific advantages which appear depending on the usage profile. To find the us... The electrification of powertrains leads to an increasing diversification of powertrain configurations. Each single configuration has its specific advantages which appear depending on the usage profile. To find the usage based optimal powertrain in consideration of a variety of evaluation criteria, the powertrains have to be optimized for the usage profile and characteristics have to be extracted from the usage profile. The carbon dioxide emissions of the optimized powertrains and usage based criteria are used in a multi-criteria decision analysis to determine the optimal powertrain for a specific usage profile. The description of characteristic maps forms the objective function of a minimization problem. The determined carbon dioxide emissions are one criterion in a multi-criteria decision process. All considered criteria are at least partly objective so that subjective ratings are eliminated as far as possible. The result is an optimized powertrain for a desired usage under the consideration of objective criteria that are extracted from the usage profile. 展开更多
关键词 Multi-Criteria Decision Analysis Analytic Hierarchy Process powertrain hybrid Electric Vehicle Battery Electric Vehicle OPTIMIZATION
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船舶多堆燃料电池混合动力系统能量管理策略优化 被引量:1
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作者 赵凡非 李煜辉 +4 位作者 周梦妮 张尊华 魏文文 张丞 李格升 《舰船科学技术》 北大核心 2024年第14期134-140,共7页
为研究多堆燃料电池系统(MFCS)、锂电池为动力源的船舶混合动力系统的能量管理策略(EMS),本文提出一种基于粒子群优化(PSO)算法的多级功率分配策略。首先,利用一级EMS分析MFCS和锂电池需求功率,其次,构建以MFCS总效率为优化目标的二级M... 为研究多堆燃料电池系统(MFCS)、锂电池为动力源的船舶混合动力系统的能量管理策略(EMS),本文提出一种基于粒子群优化(PSO)算法的多级功率分配策略。首先,利用一级EMS分析MFCS和锂电池需求功率,其次,构建以MFCS总效率为优化目标的二级MFCS协同控制策略,优化燃料电池之间的功率分配。最后,基于燃料电池混合动力船舶典型工况,分析船舶混合动力系统的功率分布、等效氢耗量及燃料电池系统效率、加减载速率。研究结果表明,与等效氢消耗最小化策略(ECMS)相比,该策略下的燃料电池1和燃料电池2的氢耗量分别降低了15%和23%,MFCS总效率提高了1.15%,且燃料电池的功率变化波动更小。该研究有助于提高混合动力系统中燃料电池的经济性和耐久性。 展开更多
关键词 燃料电池 混合动力系统 PSO算法 耐久性 燃料经济性
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燃料电池汽车动力系统及能量管理策略研究进展 被引量:6
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作者 陈家一 高帷韬 +3 位作者 贾璐 阴亚楠 王诚 欧阳鸿武 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第1期80-92,共13页
动力系统是燃料电池汽车(FCV)的核心,可分为单一式系统与混合动力系统两大类,其中,将燃料电池与辅助电源相结合组成“电-电”混合动力系统,已成为业界主流。本文根据辅助电源类型的不同,提出3类FCV混动系统的构建方案,分别为燃料电池+... 动力系统是燃料电池汽车(FCV)的核心,可分为单一式系统与混合动力系统两大类,其中,将燃料电池与辅助电源相结合组成“电-电”混合动力系统,已成为业界主流。本文根据辅助电源类型的不同,提出3类FCV混动系统的构建方案,分别为燃料电池+动力电池方案、燃料电池+超级电容方案、燃料电池+动力电池+超级电容方案,并对各方案的优势和劣势进行比较。同时,本文综述了近年来国内外学者提出的面向FCV的代表性能量管理策略,从理论基础与求解方法的差异出发,将现有燃料电池汽车的能量管理策略分为3类:基于规则定义的策略、基于最优化方法的策略以及基于机器学习的策略,并总结了各类策略在最优性与实时性等方面的优势和劣势。其中,基于规则定义的策略最易实现,在工程应用中最为普遍,但无法实现性能最优;基于最优化方法的策略能够接近甚至达到理论最优,但存在计算量过大、计算耗时过长、实时性差等问题;以强化学习为代表的基于机器学习的策略有望在最优性与实时性之间实现理想的平衡,但目前还存在模型训练耗时长、试错代价高等困难,在实车应用层面还存在一定挑战。基于文献研究与分析,本文提出以下观点:1)以大功率燃料电池为核心的功率混合型系统是FCV混动系统的未来发展方向;2)必须进一步提升智能化程度,根据实际使用场景开发具有个性化的能量管理策略;3)亟需建立关于燃料电池汽车能量管理策略的综合评价体系。 展开更多
关键词 燃料电池汽车 混合动力系统 能量管理策略 强化学习
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混合动力汽车发动机启停工况扭振自适应模糊控制 被引量:1
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作者 陈龙 陶磊 《重庆大学学报》 CAS CSCD 北大核心 2024年第1期104-114,共11页
混合动力汽车(hybrid electric vehicle,HEV)发动机启停过程伴随的转矩脉动,易诱发车辆传动系扭振,导致车辆动力不平顺。为解决上述问题,提出并验证基于电磁阻尼自适应模糊控制的传动系扭振主动控制方法。建立行星混联式混合动力汽车发... 混合动力汽车(hybrid electric vehicle,HEV)发动机启停过程伴随的转矩脉动,易诱发车辆传动系扭振,导致车辆动力不平顺。为解决上述问题,提出并验证基于电磁阻尼自适应模糊控制的传动系扭振主动控制方法。建立行星混联式混合动力汽车发动机启停工况动力学仿真模型和发动机启停控制逻辑,提出发动机启停扭振自适应模糊控制策略,开展2种运行状态下发动机启停工况仿真,对比分析无控制和自适应模糊控制下传动系扭转振动响应曲线。结果表明,自适应模糊控制相比无控制状态:定置停车时发动机启动和停机工况扭振平均衰减率分别为23.8%和30.1%,车辆行进间发动机启动和停机工况扭振平均衰减率分别为12.1%和23.6%。该方法可有效衰减发动机启停工况传动系扭转振动,提升混合动力汽车发动机启停工况NVH(noise,vibration,and harshness)性能。 展开更多
关键词 行星混联传动系 启停工况 扭转振动 主动控制 自适应模糊控制
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双行星排混合动力客车动态规划能量管理策略研究
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作者 王坤羽 杨蓉 +1 位作者 张松 黄伟 《机械设计与制造》 北大核心 2024年第7期167-172,共6页
为解决混合动力系统传统动态规划(Dynamic Programming,DP)策略成本函数值受罚函数影响较大、平衡电量调试时间较长的问题,针对某款双行星排混合动力客车提出了变惩罚系数DP(Variable Penalty Coefficient DP,DP-VAR)策略和边界迭代DP(B... 为解决混合动力系统传统动态规划(Dynamic Programming,DP)策略成本函数值受罚函数影响较大、平衡电量调试时间较长的问题,针对某款双行星排混合动力客车提出了变惩罚系数DP(Variable Penalty Coefficient DP,DP-VAR)策略和边界迭代DP(Boundary Iterative DP,DP-ITE)策略。同时,还提出了基于XGBoost算法的动态规划策略模式切换规则提取方法,并对自适应等效燃油消耗最小策略(Adaptive Equivalent Fuel Consumption Minimization Strategy,A-ECMS)进行了改进,建立了具有模式切换规则的A-ECMS策略。基于C-WTVC工况的仿真结果表明:(1)相比于DP策略,DPVAR和DP-ITE策略的控制规则更为明确且百公里油耗分别降低了1.18%和4.31%;(2)DP-ITE策略在取消罚函数的前提下具有终止SOC绝对收敛性;(3)优化后的A-ECMS策略较优化前的百公里油耗降低了1.17%。 展开更多
关键词 双行星排 混合动力 能量管理 动态规划 规则提取
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基于多智能体强化学习的重载运输车队队列控制
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作者 张海龙 赵永娟 +1 位作者 张鹏飞 董瀚萱 《兵器装备工程学报》 CAS CSCD 北大核心 2024年第8期45-50,66,共7页
重载运输队列作为现代战争战备物资高效运输方式,有效提升运输能力并降低运输成本。现有队列控制主要关注运动控制特征,忽略了重载特种车辆自身驱动系统构型下系统动力响应特性。基于此,提出了基于多智能体强化学习的重载运输车队队列... 重载运输队列作为现代战争战备物资高效运输方式,有效提升运输能力并降低运输成本。现有队列控制主要关注运动控制特征,忽略了重载特种车辆自身驱动系统构型下系统动力响应特性。基于此,提出了基于多智能体强化学习的重载运输车队队列控制策略,通过控制策略自主式参数优化实现重载队列协同控制,搭建了融合长短时记忆网络的柔性动力需求引导方法,将长期规划策略与短期控制策略解耦,并分别在双层马尔科夫链迭代,建立动力总成元件工况柔性调节控制方法。标准工况试验结果表明:所提出的队列控制策略使队列行驶过程中车头时距保持在1.2 s,动力电池荷电状态维持在35%~65%,并使发动机工作在高效经济区间内,有效提升了重载运输队列的稳定性、耐久性与燃油经济性。 展开更多
关键词 队列控制 重载特种车辆 多智能体强化学习 长短时记忆网络 混合动力系统
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基于效率最优的混动汽车功率分流控制方法
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作者 殷良艳 Russell Lemon +2 位作者 张宁一 李修蓬 郑勇 《汽车实用技术》 2024年第21期88-96,126,共10页
为了提高混动车辆的燃油经济性,提出一种效率分析方法,通过确定车辆在不同工况点的发动机燃油消耗和电池荷电状态的关系,将电池功率折算成等效里程,以每一工况点的综合里程最长为目标,来计算系统在不同模式下不同工况点的最优效率,并寻... 为了提高混动车辆的燃油经济性,提出一种效率分析方法,通过确定车辆在不同工况点的发动机燃油消耗和电池荷电状态的关系,将电池功率折算成等效里程,以每一工况点的综合里程最长为目标,来计算系统在不同模式下不同工况点的最优效率,并寻优得出各模式下的最优效率图谱以及对应的扭矩分配或功率分流图谱,应用于实车控制策略,缩减标定开发周期。试验表明,电池荷电状态在预定范围内保持平衡,发动机运行工作点分布于高效区域内,能有效提高混动控制的实时性和整车燃油经济性,减少系统能量损失。该方法可以离线计算,不依赖于工程经验,为整车标定开发提供理论参考,大大缩减标定开发周期,降低成本,且应用于整车策略中实时性好。 展开更多
关键词 混合动力系统 效率最优 功率分流 控制策略
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