Publishing Service

Polishing & Checking

Journal of Zhejiang University SCIENCE A

ISSN 1673-565X(Print), 1862-1775(Online), Monthly

High-performance milling of Ti-6Al-4V through rotary ultrasonic elliptical milling with anticlockwise elliptical vibration

Abstract: Ultrasonic elliptical vibration cutting (UEVC) with clockwise elliptical vibration has made notable achievements in precision machining; however, its critical cutting speed limits its application to low-speed machining tasks. Meanwhile, rotary ultrasonic elliptical machining (RUEM) with clockwise elliptical vibration has been validated as an effective high-speed cutting technology. Unfortunately, conventional RUEM leads to increased surface roughness. To address this issue and enhance machining quality, we propose a novel RUEM method employing an anticlockwise vibration direction, called anticlockwise rotary ultrasonic elliptical machining (ARUEM). The mechanisms of surface formation and subsurface strengthening for ARUEM are analyzed. Experimental validations were performed on Ti-6Al-4V alloy, revealing that ARUEM achieved substantially lower ridge heights and up to a 50% reduction in surface roughness compared to conventional RUEM. Additionally, relative to conventional milling, ARUEM resulted in up to 122.6% thicker plastic deformation layers, 53.4% higher surface residual compressive stress, and 19.3% greater surface micro-hardness. This study showcases a promising method for high-performance milling of Ti-6Al-4V, offers new insights into RUEM by examining the influence of vibration direction, and enhances understanding of surface formation and subsurface strengthening in the ARUEM method.

Key words: Ultrasonic elliptical vibration cutting (UEVC); Vibration direction; Rotary ultrasonic elliptical machining (RUEM); Surface formation mechanism; Surface integrity; High-speed milling

Chinese Summary  <15> 海上无线通信网络的动态联合资源分配:一种基于知识嵌入的元强化学习方法

毛忠阳1,2,张治霖1,2,陆发平1,2,刘锡国1,2,许志超1,2,潘耀宗1,2,康家方1,2,攸阳3
1海军航空大学,中国烟台市,264001
2山东省海空信息感知与处理技术重点实验室,中国烟台市,264001
3中国人民解放军91001部队,中国北京市,100000
摘要:随着人类对海洋探索的不断拓展,对海上全时全域高质量通信的需求在逐渐提高。然而,海上环境呈现强动态和资源受限的特性,使得传统启发式资源分配方法难以平衡高质量通信和有限网络资源之间的关系,存在系统吞吐量低、问题结构依赖性高的问题。为此,本文提出一种基于知识嵌入的联合资源分配方法,设计了动作分布对齐模块,通过规避不合理动作输出组合方式提高资源利用率。此外,引入知识嵌入和元强化学习方法,构建基于知识嵌入的物理引导损失函数,有效降低模型训练样本量,提高算法泛化性。仿真结果表明,所提方法在多种信道环境平均系统总吞吐量上相较于MAML-PPO和RL2算法分别提升31.19%和80.91%。

关键词组:海上无线通信;资源分配;知识嵌入;元强化学习


Share this article to: More

Go to Contents

References:

<Show All>

Open peer comments: Debate/Discuss/Question/Opinion

<1>

Please provide your name, email address and a comment





DOI:

10.1631/jzus.A2500007

CLC number:

Download Full Text:

Click Here

Downloaded:

2055

Download summary:

<Click Here> 

Downloaded:

525

Clicked:

1761

Cited:

0

On-line Access:

2025-08-27

Received:

2025-01-07

Revision Accepted:

2025-04-08

Crosschecked:

2025-08-28

Journal of Zhejiang University-SCIENCE, 38 Zheda Road, Hangzhou 310027, China
Tel: +86-571-87952276; Fax: +86-571-87952331; E-mail: jzus@zju.edu.cn
Copyright © 2000~ Journal of Zhejiang University-SCIENCE