首页> 外文会议>Proceedings of the ASME international design engineering technical conferences and computers and information in engineering conference 2016 >CONTROL OPTIMIZATION AND DYNAMIC PROGRAMMING-INFORMED SIZING FOR NOVEL ENERGY-RECOVERING HYDRAULIC ACTUATION
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CONTROL OPTIMIZATION AND DYNAMIC PROGRAMMING-INFORMED SIZING FOR NOVEL ENERGY-RECOVERING HYDRAULIC ACTUATION

机译:新型能量回收液压驱动的控制优化和动态规划信息化大小

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This study explores optimal control and sizing of a recently introduced efficient architecture for hydraulic actuation. Previous work established a physical model of the architecture posed as a single-input single-output (SISO) system in which the ratio of two hydraulic pump/motor swash plate angles served as the control input for regulating actuation speed. The architecture was heuristically sized and controlled within the context of a hydraulic elevator. High-fidelity simulations of the system demonstrated an upwards of .75% decrease in energy consumption compared to a throttling architecture. Monte Carlo simulations are now used to achieve optimal sizing of the system. Several uniformly random points in the design space are chosen and evaluated using Dynamic Programming, which provides both a deterministic and optimal value for energy efficiency of the system. Aggregation of evaluated points reveals a region within the three-dimensional space wherein the architecture is optimally sized for efficiency. Dynamic Programming is then used to inform efficient rule-based control strategies. Control techniques learned from Dynamic Programming suggest efficient operation of the system results through the maximization of pump/motor 1 displacement and the use of the auxiliary electric motor during retraction of the hydraulic cylinder. Dynamic Programming informed system achieved a 61% level of optimality. Additionaly, it exhibited a 21% improvement over a heuristically sized and controlled version. It is anticipated that optimal control and sizing guidelines presented are applicable within the context of other hydraulic actuation technologies for which the studied architecture may be used.
机译:这项研究探索了最新引入的液压致动高效架构的最佳控制和尺寸。先前的工作建立了一个构成为单输入单输出(SISO)系统的体系结构的物​​理模型,其中两个液压泵/马达斜盘角之比用作控制执行速度的控制输入。在液压电梯的范围内,对体系结构进行启发式调整大小和控制。与节流架构相比,该系统的高保真仿真显示能耗降低了0.75%以上。蒙特卡洛仿真现在用于实现系统的最佳尺寸。使用动态编程选择和评估设计空间中的几个均匀随机点,这可以为系统的能源效率提供确定性和最佳值。评估点的汇总显示了三维空间内的一个区域,在该区域中,为提高效率,对体系结构进行了最佳大小调整。然后使用动态编程来告知有效的基于规则的控制策略。从动态编程中学到的控制技术表明,通过最大程度地提高泵/马达1的排量以及在液压缸缩回期间使用辅助电动机,可以使系统高效运行。动态编程信息系统达到了61%的最佳水平。另外,与启发式大小和受控版本相比,它显示了21%的改进。可以预期的是,所提出的最佳控制和尺寸调整准则可在其他液压致动技术的背景下使用,这些液压致动技术可用于所研究的架构。

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