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面向检验试车的涡扇发动机多目标性能优化
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作者 魏博飞 王玉婷 +4 位作者 郭泽轩 刘峰 席锋 司书宾 蔡志强 《西北工业大学学报》 EI CAS CSCD 北大核心 2024年第5期847-856,共10页
涡扇发动机因其高推进效率、低燃油消耗率等特点广泛应用于军民用飞机,其性能直接影响飞行任务的安全与稳定。针对涡扇发动机不同状态下涡轮前温度与高压转速比指标进行性能优化,从而提高其一次检验试车通过率,具有重要现实意义。提出... 涡扇发动机因其高推进效率、低燃油消耗率等特点广泛应用于军民用飞机,其性能直接影响飞行任务的安全与稳定。针对涡扇发动机不同状态下涡轮前温度与高压转速比指标进行性能优化,从而提高其一次检验试车通过率,具有重要现实意义。提出涡扇发动机的多目标性能优化框架,在某型号涡扇发动机历史生产数据集上,以检验试车过程中不同状态下涡轮前温度与高压转速比为目标变量,以某面积a、某面积b、某角度c为属性变量,建立涡扇发动机多目标性能模型并与目前主流算法模型对比验证,最后结合通过检验试车的后验概率推理与状态组合全局搜索,给出推荐状态组合表,辅助企业制定零部件生产制造装配标准,从而优化涡扇发动机性能、减少重新装配次数并提高一次检验试车通过率。 展开更多
关键词 树增强贝叶斯网络 性能优化框架 涡扇发动机 多目标性能优化
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基于多目标性能优化的模块化多电平高频直流变压器移相控制策略 被引量:5
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作者 张焕青 张慕婕 +1 位作者 王裕 唐阳 《高压电器》 CAS CSCD 北大核心 2019年第9期18-25,33,共9页
高频直流变压器(high-frequency DC transformer,HDCT)是直流电网的关键设备。为了满足中高压直流电网母线互联、电压变换、功率双向传输和电气隔离的需求,两端皆为模块化多电平变换器(modularmultilevel converter,MMC)结构的模块化多... 高频直流变压器(high-frequency DC transformer,HDCT)是直流电网的关键设备。为了满足中高压直流电网母线互联、电压变换、功率双向传输和电气隔离的需求,两端皆为模块化多电平变换器(modularmultilevel converter,MMC)结构的模块化多电平高频直流变压器(modular multilevel DC transformer,M2DCT)尤受关注。目前,移相控制是提高M2DCT性能的有效方法之一,而现有的移相控制方法主要优化M2DCT的单一特性。因此,为了同时降低电流应力,最小化功率损耗,改善软开关特性,实现M2DCT性能的多目标综合优化,提出了一种基于多目标性能优化的双相移(dual-phase-shift,DPS)控制策略。建立M2DCT电流应力,功率损耗和软开关特性的数学模型,提出多目标性能优化DPS的控制策略。通过M2DCT样机实验结果,验证了所提策略的有效性和优越性。 展开更多
关键词 直流电网 M2DCT DPS 多目标性能优化
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Performance optimization of electric power steering based on multi-objective genetic algorithm 被引量:2
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作者 赵万忠 王春燕 +1 位作者 于蕾艳 陈涛 《Journal of Central South University》 SCIE EI CAS 2013年第1期98-104,共7页
The vehicle model of the recirculating ball-type electric power steering (EPS) system for the pure electric bus was built. According to the features of constrained optimization for multi-variable function, a multi-obj... The vehicle model of the recirculating ball-type electric power steering (EPS) system for the pure electric bus was built. According to the features of constrained optimization for multi-variable function, a multi-objective genetic algorithm (GA) was designed. Based on the model of system, the quantitative formula of the road feel, sensitivity, and operation stability of the steering were induced. Considering the road feel and sensitivity of steering as optimization objectives, and the operation stability of steering as constraint, the multi-objective GA was proposed and the system parameters were optimized. The simulation results show that the system optimized by multi-objective genetic algorithm has better road feel, steering sensibility and steering stability. The energy of steering road feel after optimization is 1.44 times larger than the one before optimization, and the energy of portability after optimization is 0.4 times larger than the one before optimization. The ground test was conducted in order to verify the feasibility of simulation results, and it is shown that the pure electric bus equipped with the recirculating ball-type EPS system can provide better road feel and better steering portability for the drivers, thus the optimization methods can provide a theoretical basis for the design and optimization of the recirculating ball-type EPS system. 展开更多
关键词 vehicle engineering electric power steering multi-objective optimization genetic algorithm
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