无缝内螺纹铜管制造工艺设计方法及系统

By using a knowledge graph of internally threaded copper tubes and a deep learning model, combined with various network models and attention mechanisms, copper tube processing data is processed automatically, solving the problems of long processing time and cumbersome process in traditional copper tube forming, and achieving efficient and accurate process design.

CN118133450BActive Publication Date: 2026-07-17常州润来科技有限公司

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
常州润来科技有限公司
Filing Date
2024-03-04
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

In the traditional process of forming internally threaded copper tubes, multiple trials and adjustments are required when dealing with new products, which is time-consuming and cumbersome, making it difficult to quickly determine the optimal processing technology.

Method used

By employing a knowledge graph of internally threaded copper tubes and artificial intelligence technology, combined with a deep learning model, and utilizing a multilayer perceptron, convolutional neural network, and long short-term memory network, along with attention mechanism and secondary weighting method, we can automatically process structured, image, and time-series data and recommend the optimal manufacturing process.

Benefits of technology

It improves the accuracy and efficiency of process design, reduces manual intervention, enhances the generalization ability of the model, and adapts to the processing needs of copper tubes of different types and complexities.

✦ Generated by Eureka AI based on patent content.

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Abstract

本发明属于铜管加工技术领域,尤其涉及一种无缝内螺纹铜管制造工艺设计方法及系统,方法包括:收集历史数据并预处理;训练深度学习模型;深度学习模型包括多层感知机,卷积神经网络和长短期记忆网络;对输出进行合并,获得混合输出;在混合输出上引用注意力机制;通过深度学习模型对无缝内螺纹铜管的制造工艺进行推荐。本发明通过混合模型结合了多种模型的优势,可以更全面地考虑到各个方面的因素,从而提高了工艺设计的准确性和可靠性;混合模型能够自动地对历史数据进行学习和分析,提高了工艺设计的效率和速度;通过综合处理不同类型的数据和多种模型的融合,使得模型具有更好的泛化能力,可以适应不同类型和复杂度的铜管加工工艺设计需求。
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