Energy Consumption Modeling and Process Parameter Optimization of Internal Gear Power Honing Under Multi-Axis Coupling

IF 6.4 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
You Zhang;Congbo Li;Ying Tang;Huajun Cao;Guibao Tao
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引用次数: 0

Abstract

The internal gear power honing process is widely used in gear machining for electric vehicles because of the advantages of high-precision and high-efficiency machining. The gear honing process involves six axes and high spindle speeds, this process contributes a substantial amount of energy consumption but has less attention on energy saving. To improve the energy efficiency of gear honing process, this paper proposes an energy consumption modeling and process parameter optimization method under multi-axis coupling. The multi-axis coupling motion and energy consumption characteristics of gear honing process are analyzed. The energy consumption model of gear honing process under multi-axis coupling is then established, and the influence law of process parameters on honing energy consumption is investigated. Furthermore, a multi-objective process parameter optimization model for minimizing energy consumption and machining time is constructed. An improved multi-objective atomic orbital search (IMOAOS) algorithm is developed to solve the multi-objective optimization problem. The gear honing experiment results demonstrate that the optimized scheme reduces energy consumption by 39.75% and machining time by 8.48% compared to the empirical scheme. The proposed multi-objective optimization scheme also significantly balances the energy consumption and machining time of gear honing process compared with single-objective optimization. Note to Practitioners—The internal gear power honing process is increasingly used in the electric vehicle and aerospace gear fields due to the high-precision machining. This process consumes a lot of energy but has fewer energy-saving concerns. This article analyzes the energy consumption characteristics of gear honing process, and establishes its energy consumption model for the first time. A multi-objective honing process parameter optimization model considering energy consumption and machining time is then constructed. The experimental results show that the energy consumption and time of the optimization scheme are significantly reduced compared with the empirical scheme. The proposed modeling and optimization method provides a honing parameter decision-making scheme for practical operators.
多轴耦合下内齿轮动力珩磨能耗建模及工艺参数优化
内齿轮动力珩磨工艺由于具有加工精度高、效率高等优点,在电动汽车齿轮加工中得到了广泛的应用。齿轮珩磨过程涉及六轴和高主轴转速,这一过程贡献了大量的能源消耗,但对节能的关注较少。为了提高齿轮珩磨过程的能量效率,提出了一种多轴耦合下的齿轮珩磨过程能耗建模和工艺参数优化方法。分析了齿轮珩磨过程的多轴耦合运动和能耗特点。建立了多轴耦合下齿轮珩磨过程能耗模型,研究了工艺参数对珩磨能耗的影响规律。在此基础上,建立了以能耗和加工时间最小为目标的多目标工艺参数优化模型。针对多目标优化问题,提出了一种改进的多目标原子轨道搜索(IMOAOS)算法。齿轮珩磨实验结果表明,与经验方案相比,优化方案能耗降低39.75%,加工时间缩短8.48%。与单目标优化相比,所提出的多目标优化方案还能显著平衡齿轮珩磨过程的能耗和加工时间。内齿动力珩磨工艺因其加工精度高,在电动汽车和航空航天齿轮领域的应用越来越广泛。这一过程消耗大量能源,但节能问题较少。分析了齿轮珩磨工艺的能耗特点,首次建立了珩磨工艺的能耗模型。建立了考虑能耗和加工时间的多目标珩磨工艺参数优化模型。实验结果表明,与经验方案相比,优化方案的能耗和时间显著降低。所提出的建模和优化方法为实际操作人员提供了一种珩磨参数决策方案。
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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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