通过采用路径跟踪的流量优化冗余分辨率提高液压机械手的能效

IF 6.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS IEEE Transactions on Automation Science and Engineering Pub Date : 2024-10-09 DOI:10.1109/TASE.2024.3472671
Linan Li;Min Cheng;Ruqi Ding;Bing Xu
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引用次数: 0

摘要

对于液压机械手来说,利用冗余自由度优化泵流量分配有利于降低能耗。然而,在执行器和泵的约束下,应考虑遵循参考路径的更高优先级的任务。提出了一种考虑流量、位置、速度和加速度约束下路径跟随任务的冗余度分层分解方法,用于冗余度液压机械臂的实时流量优化。提出了一种约束重构方法,在剔除冗余约束的同时确定硬约束,提高了计算效率。对路径跟踪和流程优化任务进行了分层处理。设计了可行区域划分求解算法,将具有非光滑代价函数的流优化问题简化为线性规划子问题。对冗余液压机械手进行了不同路径和速度下的四组对比试验。结果表明,该方法能使液压机械手准确、高效地实时执行任务。从业人员注意:这项工作的动机是需要开发一种有效的计算方法,以减少冗余液压机械手在执行器和泵的约束下遵循参考路径时的能量消耗。目标是实时有效、准确地操作机械手。本文在考虑路径跟随任务和硬约束的情况下,提出了一种通过优化泵流量分配来降低能耗的分层冗余解决方法。它与离线方法不同,离线方法在结构化环境中执行之前预先规划轨迹。设计了约束重构方法和可行区域划分求解算法,加快了求解过程。该方法使液压机械手能够准确、高效地实时执行给定的参考路径。考虑动态约束边界和液压系统压力的能耗优化问题有待进一步研究。
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Energy Efficiency Improvement of Hydraulic Manipulator Through Flow-Optimal Redundancy Resolution With Path Following
For hydraulic manipulators, utilizing the redundant degrees of freedom to optimize the allocation of pump flow is beneficial for the reduction of energy consumption. However, a higher priority task should be considered to follow the reference path under the constraints of actuators and pump. A hierarchical redundancy resolution method is proposed in this study for real-time flow optimization of redundant hydraulic manipulator, which takes into account the path following task under constraints of flow, position, velocity, and acceleration. A constraint reconstruction method is proposed to determine the hard constraints while eliminating redundant ones, such that the computational efficiency is improved. The tasks of path following and flow optimization are addressed hierarchically. Moreover, a feasible region partitioned solution algorithm is designed to simplify the flow optimization problem with a non-smooth cost function into linear programming sub-problems. Four sets of comparative tests under different paths and speeds are carried out on a redundant hydraulic manipulator. The results show that the proposed method enables the hydraulic manipulator to execute tasks accurately and efficiently in real-time. Note to Practitioners—This work was motivated by the need to develop an efficient computational method for reducing the energy consumption of redundant hydraulic manipulators while following a reference path under the constraints of the actuators and pump. The objective was to operate the manipulator effectively and accurately in real-time. In this article, a hierarchical redundancy resolution method is proposed to reduce energy consumption by optimizing pump flow allocation, while considering the path following task and hard constraints. It is different from the off-line methods that pre-planning the trajectories before execution in a structured environment. A constraint reconstruction method and a feasible region partitioned solution algorithm are designed to accelerate the solution procedure. The proposed method enables the hydraulic manipulator to execute the given reference path accurately and energy efficiently in real-time. Energy consumption optimization considering dynamic constraint boundaries and hydraulic system pressure needs to be further investigated.
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来源期刊
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Automation Science and Engineering 工程技术-自动化与控制系统
CiteScore
12.50
自引率
14.30%
发文量
404
审稿时长
3.0 months
期刊介绍: The IEEE Transactions on Automation Science and Engineering (T-ASE) publishes fundamental papers on Automation, emphasizing scientific results that advance efficiency, quality, productivity, and reliability. T-ASE encourages interdisciplinary approaches from computer science, control systems, electrical engineering, mathematics, mechanical engineering, operations research, and other fields. T-ASE welcomes results relevant to industries such as agriculture, biotechnology, healthcare, home automation, maintenance, manufacturing, pharmaceuticals, retail, security, service, supply chains, and transportation. T-ASE addresses a research community willing to integrate knowledge across disciplines and industries. For this purpose, each paper includes a Note to Practitioners that summarizes how its results can be applied or how they might be extended to apply in practice.
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