计算机数控加工车间的成本优化:使用元启发式技术的队列建模方法
相关实验视频
Updated: May 16, 2025

11:39
A Quantitative Fitness Analysis Workflow
Published on: August 13, 2012
14.4K
Parmeet Kaur Chahal1, Kamlesh Kumar1
1Department Of Mathematics, Central University of Jammu, Samba, Jammu & Kashmir, 181143, India.
ISA transactions
|April 5, 2025
概括
这项研究利用队列理论优化计算机数控 (CNC) 机器维修,提高车间效率和降低成本. 它模拟机器故障,服务器故障和维修策略,以改善运营管理.
科学领域:
- 运营研究 运营研究
- 制造业 工程 制造工程
- 工业工程 工业工程 工业工程
背景情况:
- 数控机器在制造业中至关重要,它们的故障会破坏生产.
- 现有的维修模型往往缺乏全面的现实世界的场景考虑.
研究的目的:
- 开发和优化CNC机器维修车间的排队模型.
- 提高CNC加工环境中的效率和降低运营成本.
主要方法:
- 排队理论与F-政策到达和伯努利的p-阶段恢复政策.
- 矩阵分析技术用于解决稳定状态方程和导出队列大小分布.
- 超启发式优化算法:粒子群优化 (PSO),群优化 (ACO) 和花粉算法 (FPA).
主要成果:
- 开发了一个排队模型,包括CNC机器故障,机器人服务器故障,违规和不完美的维修.
- 通过数值和图形表示,获得稳定状态方程并分析系统性能.
- 公共服务任务,ACO和FPA的比较分析证明了它们在优化系统成本方面的有效性.
结论:
- 拟议的排队模型为管理CNC机器维修提供了一个强大的框架.
- 超启发式优化显著提高了成本效益和运营效率.
- 这种综合方法为提高CNC加工车间性能提供了全面的解决方案.
相关概念视频
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
34
Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
34
Machines: Problem Solving I
274
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
274
Machines: Problem Solving II
271
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
271
Response Surface Methodology
75
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
75

