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A method and system for optimizing placement efficiency of multi-head placement machines based on bat algorithm

A bat algorithm and efficiency optimization technology, applied in computing, computing models, instruments, etc., can solve problems such as difficult energy attention, shifting work focus, slow convergence speed, etc., to improve computing efficiency, improve accuracy, and optimize ability. high effect

Active Publication Date: 2021-09-24
合肥安迅精密技术有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0005] In the actual application process, commonly used integer crossover operators include PMX (Partial-Mapped Crossover), OX (Order Crossover), PBX (Position-based Crossover), OBX (Order-Based Crossover) and CX (Cycle Crossover), etc. Through comparative tests, it is found that when these types of crossover operators are used, the search ability is not significantly improved, the convergence speed is slow, the solution is very destructive, and it is difficult to achieve the expected optimization effect.
This causes the staff to spend a lot of time on the improvement of the algorithm, and it is difficult to have more energy to focus on the actual application scenario, which shifts the focus of work to a certain extent

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  • A method and system for optimizing placement efficiency of multi-head placement machines based on bat algorithm
  • A method and system for optimizing placement efficiency of multi-head placement machines based on bat algorithm
  • A method and system for optimizing placement efficiency of multi-head placement machines based on bat algorithm

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Embodiment Construction

[0064] In the following, the technical solution of the present invention will be described in detail through specific embodiments, and many specific details are set forth in the following description so as to fully understand the present invention. However, the present invention can be implemented in many other ways different from those described here, and those skilled in the art can make similar improvements without departing from the connotation of the present invention, so the present invention is not limited by the specific implementation disclosed below.

[0065] Such as Figures 1 to 9 As shown, a multi-head placement machine placement efficiency optimization method based on bat algorithm, including steps S1 to S6:

[0066] S1: Construct the main body code and hidden layer code for placement by the placement machine, the body code includes the allocation of feed slots and component placement sequences, and the hidden layer code includes the assignment of placement heads...

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Abstract

The invention discloses a method and system for optimizing the mounting efficiency of a multi-head chip mounter based on the bat algorithm. S1: Construct the main body code and hidden layer code of the chip mounter; S2: Initialize a random integer code for the body code. Group sequence to get the initialization population; S3: Construct the fitness function, calculate the fitness value of each bat in the initialization population, and get the optimal bat position; S4: Use the Hamming distance to adjust the speed update, and put the i-th bat at t The speed at the first iteration is related to the current optimal bat position; S5: calculate the current bat position through position update, and the current bat position is regarded as the local optimal path; S6: mutate the main body code, loop through steps S2 to S5, and get The global optimal path for the placement of the placement machine to optimize the placement efficiency of the placement machine; through this application, the calculation efficiency and accuracy of solving the optimization problem of the placement process are improved.

Description

technical field [0001] The invention relates to the technical field of placement devices, in particular to a method and system for optimizing the placement efficiency of a multi-head placement machine based on a bat algorithm. Background technique [0002] The placement machine is widely used in the assembly line of printed circuit boards. The production speed of an SMT production line is determined by the placement machine. Therefore, the placement machine is the core technology part of the entire production line. It has very important practical significance and engineering value to optimize the process and shorten the placement time. In the actual production process, if the placement time is too long, the solder paste printed on the PCB will fail, which will make the effect of reflow soldering worse and seriously affect the product quality. [0003] At present, the application of algorithms on the placement efficiency of multi-head arch mounters can be roughly divided int...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H05K13/00G06N3/00
CPCG06N3/006H05K13/00
Inventor 唐学峰邵云峰李博川董宁曹桂平
Owner 合肥安迅精密技术有限公司