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Large ship engine cylinder body milling method based on improved genetic algorithm

A technology for improving genetic algorithms and engine cylinders, applied in genetic rules, genetic models, design optimization/simulation, etc., can solve problems such as prolonging product production cycle, low utilization rate of CNC machine tools, and limiting production efficiency of processing machine tools, etc., to achieve Improvement of processing quality and productivity

Active Publication Date: 2020-09-15
CHONGQING UNIV OF TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0002] Precise parts such as ship engine cylinders need to be trial-cut before they are put into actual mass production. The first-piece trial-cut cycle is long, which consumes a lot of manpower and material resources, and unreasonable selection of processing parameters will result in low utilization of CNC machine tools and limit the production of processing machine tools Efficiency, prolong product production cycle
Among them, the milling of the side of the cylinder block takes a relatively long time. The use of traditional processing parameters has problems such as low machine tool production efficiency and high part production costs. It is urgent to optimize the processing parameters to improve machine tool utilization and product productivity and ensure stable processing quality. Reduce manpower and material resources consumption

Method used

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  • Large ship engine cylinder body milling method based on improved genetic algorithm
  • Large ship engine cylinder body milling method based on improved genetic algorithm
  • Large ship engine cylinder body milling method based on improved genetic algorithm

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Embodiment Construction

[0029] The present invention will be described in further detail below in conjunction with embodiment.

[0030] During specific implementation, the following steps are adopted:

[0031] 1. Establish a multi-objective cylinder CNC milling parameter optimization model

[0032] 1.1. Before establishing the optimization model, first determine the optimization variables

[0033] In the actual machining of marine engine cylinders, the machining quality is mainly determined by the milling speed v, the tool feed per tooth f z , cutting width a e and depth of cut a p It is determined that optimizing these four design variables has a very important effect on the machining accuracy and machining efficiency of the engine block.

[0034] 1.2. Determine the objective function

[0035] 1.2.1. Objective function of ship engine cylinder production efficiency

[0036]

[0037] In the formula: t 0 is the auxiliary time; t m is the cutting time, T is tool durability, T=C T v xt f ...

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Abstract

The invention discloses a large ship engine cylinder body milling method based on an improved genetic algorithm, which comprises the following steps: before milling, firstly establishing a cylinder body machining parameter optimization mathematical model, and then solving the mathematical model by adopting the genetic algorithm to obtain milling machining optimization parameters. The genetic algorithm comprises the following steps that an initialized population N is generated, n is equal to 0, and t is equal to t0; an algorithm termination condition is judged, and a multi-objective optimization parameter is output if n<MaxgenVt<tf; otherwise, fitness evaluation is carried out on the nth generation, and the optimal individual fitness value Fbest is reserved; an average fitness value Favg ofthe nth generation is calculated, if Fbest is less than Favg, a large mutation operation is executed, otherwise, an (n+1)th generation is generated according to a common mutation probability; the fitness value of the (n+1)th generation is calculated, the optimal fitness value Gbest and the worst fitness value Gbad are found out, and if Gbest is smaller than Fbest, Gbad is equal to Fbest; and theannealing temperature is adjusted, t=t*a, and it is continued to judge the algorithm termination condition. The method has the advantages that the optimal parameters of actual machining can be obtained through the cylinder body side face milling simulation machining process, so that the machining quality and the production efficiency of ship engine cylinder body parts are improved.

Description

technical field [0001] The invention relates to the technical field of marine engine cylinder processing, in particular to a large-scale marine engine cylinder milling method based on an improved genetic algorithm. Background technique [0002] Precise parts such as ship engine cylinders need to be trial-cut before they are put into actual mass production. The first-piece trial-cut cycle is long, which consumes a lot of manpower and material resources, and unreasonable selection of processing parameters will result in low utilization of CNC machine tools and limit the production of processing machine tools Efficiency, prolong product production cycle. Among them, the milling of the side of the cylinder block takes a relatively long time. The use of traditional processing parameters has problems such as low machine tool production efficiency and high part production costs. It is urgent to optimize the processing parameters to improve machine tool utilization and product produ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/27G06N3/12
CPCG06F30/27G06N3/126
Inventor 杜柳青余永维高骏
Owner CHONGQING UNIV OF TECH
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