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Prediction of mechanical properties for deep drawing steel by deep learning 被引量:1
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作者 Gang Xu Jinshan He +2 位作者 Zhimin Lü Min Li Jinwu Xu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2023年第1期156-165,共10页
At present,iron and steel enterprises mainly use“after spot test ward”to control final product quality.However,it is impossible to realize on-line quality predetermining for all products by this traditional approach... At present,iron and steel enterprises mainly use“after spot test ward”to control final product quality.However,it is impossible to realize on-line quality predetermining for all products by this traditional approach,hence claims and returns often occur,resulting in major eco-nomic losses of enterprises.In order to realize the on-line quality predetermining for steel products during manufacturing process,the predic-tion models of mechanical properties based on deep learning have been proposed in this work.First,the mechanical properties of deep drawing steels were predicted by using LSTM(long short team memory),GRU(gated recurrent unit)network,and GPR(Gaussian process regression)model,and prediction accuracy and learning efficiency for different models were also discussed.Then,on-line re-learning methods for transfer learning models and model parameters were proposed.The experimental results show that not only the prediction accuracy of optimized trans-fer learning models has been improved,but also predetermining time was shortened to meet real time requirements of on-line property prede-termining.The industrial production data of interstitial-free(IF)steel was used to demonstrate that R2 value of GRU model in training stage reaches more than 0.99,and R2 value in testing stage is more than 0.96. 展开更多
关键词 machine learning recurrent natural network transfer learning on-line prediction deep drawing steel mechanical properties
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COMPUTER CONTROL SYSTEM FOR DRAWING MACHINE IN HORIZONTAL CONTINUOUS CAST SET
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作者 Zheng Xiaoming Yu Shouyi 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 1996年第1期147-152,共6页
A computer control system for drawing machine in horizontal continuous cast set was introduced.The operation features of the drawing machine were analyzed»the hardware configuration and principles of interface ci... A computer control system for drawing machine in horizontal continuous cast set was introduced.The operation features of the drawing machine were analyzed»the hardware configuration and principles of interface circuit for stroke measurements were given out.An effective method was provided,which made the process parameters progressively optimize under the software environment using friendly interface of person-and-computer communication.This method was also adaptable to optimize parameters of other production process which are hard to model. 展开更多
关键词 horizontal continuous cast drawing machine drawing parameters OPTIMIZATION
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Product Drawing Management System Based on Group Technology
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作者 REN Guang-sheng, YIN Xiao-qing (College of Mechanical Engineering, Chongqing University, Chongqing 40 0044, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期166-167,共2页
With the development and widely used of the compute r technology, the CAD has been more and more used in the process of designing prod uct. The number of the engineering drawings will greatly increase because of the c... With the development and widely used of the compute r technology, the CAD has been more and more used in the process of designing prod uct. The number of the engineering drawings will greatly increase because of the continually appearance of the new products. As a result, it has become a badly needed to be solved problem for us that how to rapidly and efficiently search an d appropriately preserve and manage the drawings. In this paper, a method of bui lding the product drawing management system for extrusion aluminum-type materia ls is discussed. This system is designed for the profile graphic of the aluminou s section material management by using Group Technology (GT) principle. Accordin g to the GT, we developed a classifying-coding system and drawing management sy stem about the extrusion aluminum-type materials through analyzing a large numb er of extrusion aluminum-type materials section drawings. The coding system has realized the flexible coding and hidden coding of the extrusion aluminum-type materials and then enhanced the flexibility and the expansible of the system. By supplying the designer with the human-computer interaction interface the drawi ng management system has been able to resolve many difficult problems such as se arch and manage the existed drawings about the extrusion aluminum-type material s very well. At the same time, it also helps the developing work enhance the abi lity of inheriting by applying this kind of variant method. In a word, with the help of this system we can not only shorten the designing time greatly and reduc e the cost of the product but also research the designing drawings rapidly. In o rder to output the data information related to the part drawing, the system uses the data-exchange standard to which the drawing support-software adapted as d ata-exchange interface. The system is advantageous to building a standard of dr awing design and increasing the efficiency of searching drawing and enhancing th e information management, which have had a base for building the best management system in the future. In addition, the paper has a detailed analysis about the principle of flexible classification code and data structure. 展开更多
关键词 group technology drawing management product des ign extrusion aluminum-type materials
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STUDY ON THE BROKEN-ORE DRAWING DATA MANAGEMENT SYSTEM OF SUBLEVEL CAVING
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作者 刘景秀 张又敏 +1 位作者 万虹 赵宏中 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 1994年第4期72-77,共6页
In order to realize the modernized miningmanagementi the authors. based on the practice of a specified mine, developed the application software of the broken ore drawing data management system for sublevel caving thro... In order to realize the modernized miningmanagementi the authors. based on the practice of a specified mine, developed the application software of the broken ore drawing data management system for sublevel caving through the study on FOXBASE computer language. This paper elabo-rates the overall conception of this system , indicates the main task which should he completed in this system and introduces its module structure and main functions. 展开更多
关键词 sublevel caving broken-ore drawing data management system
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Mouse-Sensitive Following Path Suggestion for Drawing Travel Routes in Web Map Systems
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作者 Pablo Martinez Lerin Daisuke Yamamoto Naohisa Takahashi 《Journal of Geographic Information System》 2012年第5期393-402,共10页
This paper proposes a web map system for drawing an arbitrary travel route using a mouse-sensitive following path suggestion. The interaction model of the system allows users to intuitively understand the sequence of ... This paper proposes a web map system for drawing an arbitrary travel route using a mouse-sensitive following path suggestion. The interaction model of the system allows users to intuitively understand the sequence of user actions needed to draw a conceived route and reduces the number of user actions required. Moreover, the system allows users to understand at a glance several drawing alternatives (static suggestion) and also consider a particular drawing alternative (dynamic suggestion) without making any commitment. The proposed architecture of the system reduces the influence caused by communication delay between a map server and a web client by delivering in advance road network data from a map server to a web client. Experimental evaluations on a prototype we developed demonstrated that the proposed system enables users to draw arbitrary routes within noticeably less clicks, in less time, and with less stress than previous systems. 展开更多
关键词 COMPUTER-AIDED ROUTE drawing FOLLOWING PATH Web Map system GIS
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Geometric Calibration Method of Robot Based on Measurement System Including Position and Orientation Parameters
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作者 Deli Zhang Yu Zhu +1 位作者 Lu Yang Zhe Liu 《Journal of Harbin Institute of Technology(New Series)》 CAS 2023年第6期1-11,共11页
Industrial robot which can acquire high accuracy has been widely used in automatic assembly.Usually,the geometric parameter of industrial robot should be inspected during manufacturing and application.High precision m... Industrial robot which can acquire high accuracy has been widely used in automatic assembly.Usually,the geometric parameter of industrial robot should be inspected during manufacturing and application.High precision measurement equipment was utilized to acquire the position and orientation of robot’s end⁃effector,when calibrating the geometric parameter of robot.A kind of measurement system based on a draw⁃wire encoder was presented,since the current measurement equipment has some disadvantages,such as the cost and the requirements of working environment are high.According to this kind of measurement system,a sort of geometric calibration method of robot was presented including position and orientation parameters.The uncertain arc length of the cable length between robot end⁃effector and the measurement can be exactly acquired according to the position and orientation parameters.The pose⁃solving model of robot end⁃effector was associated with the kinematic model of robot,and robot’s geometric parameter can be computed by using the least⁃squares methods.Validate instance was conducted,the result showed that the optimal number of the calibration pose was 47 with little improvement in accuracy,even if increasing the number of calibration pose.Robot calibration experiment was performed and the results showed that the absolute accuracy of robot decreased from 4.32 mm to 0.87 mm after calibration,which improved the robot’s absolute accuracy effectively. 展开更多
关键词 Robot Calibration Industrial robot Geometric parameter identification Robot accuracy draw⁃wire encoder
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Tianmen textile machinery:Independently developed the drawing frame equipment
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《China Textile》 2023年第3期68-68,共1页
Hubei Tianmen Textile Machinery Co.,Ltd.is a well-known enterprise and key high-tech enterprise in China textile industry.The company's leading product,drawing frame,has completely independent intellectual propert... Hubei Tianmen Textile Machinery Co.,Ltd.is a well-known enterprise and key high-tech enterprise in China textile industry.The company's leading product,drawing frame,has completely independent intellectual property rights,among which TM 11 is well received by users and has a high market share in China. 展开更多
关键词 INDEPENDENT drawing Tian
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Research on the Reform of the Course“Reading of Concrete Structure Plan and Construction Drawings”Under the Background of“Promoting Teaching and Learning Through Competitions”
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作者 Guixiang Yu Xiaolong Tan 《Journal of Architectural Research and Development》 2023年第4期32-38,共7页
The inherent teaching approach can no longer meet the demands of society.In this paper,current issues within the teaching landscape of architectural engineering technology in higher vocational colleges as well as the ... The inherent teaching approach can no longer meet the demands of society.In this paper,current issues within the teaching landscape of architectural engineering technology in higher vocational colleges as well as the policies and teaching demands that formed the basis of this model were analyzed.The study shows the importance of the implementation of the teaching model“promoting teaching and learning through competitions.”This model puts emphasis on the curriculum and teaching resources,while also integrating the teaching process and evaluation with competition.These efforts aim to drive education reform in order to better align with the objectives of vocational education personnel training,while also acting as a reference for similar courses. 展开更多
关键词 Promoting teaching through competitions Promoting learning through competitions Reading of concrete structure plan method construction drawings Course reform
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An Automatic Generation System of Reinforcement Detail Drawings for Hydraulic Structures
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作者 Qian Yusen Chen Liping +3 位作者 Zhong Yifang Zhou Ji (National CAD Sopport Software Engineering Research Center (Wuhan) Huazhong University of Science and Technology, Wuhan P. r. China, 430074) Niu Xinqiang Yang Xinjun Yang Benxin (Changjiang Water Resource C 《Computer Aided Drafting,Design and Manufacturing》 2000年第1期41-49,共9页
Reinforcement detail drawings are one important part of the design of hydraulic structures and the important basis of construction and management. However, the efficiency of the traditional creation of engineering dra... Reinforcement detail drawings are one important part of the design of hydraulic structures and the important basis of construction and management. However, the efficiency of the traditional creation of engineering drawings is very low and the workload is heavy. There is no satisfactory software for hydraulic engineering because of the irregularity and diversity of hydraulic structures' shape. An automatic generation system of reinforcement detail drawings for hydraulic structures is introduced. Its functions and modules are introduced first. The related technologies such as automatic driensioning are discussed in detail. At the end of the paper, an example is given. 展开更多
关键词 reinforcement detail drawings automatic dimensioning collision checking engineering drawings
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基于Visio Drawing Control控件的图形化潮流计算软件开发 被引量:7
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作者 张鸿博 蔡晓峰 《华北水利水电学院学报》 2009年第1期70-72,共3页
针对VC,Delphi等工具开发电力系统分析计算软件图形可视化的缺陷,提出并研究了一种基于VisioDrawing Control图形控件,利用VC进行二次开发的图形化电力系统潮流计算软件开发的技术,研究了基于该控件的图形化建模方法及电网拓扑结构的自... 针对VC,Delphi等工具开发电力系统分析计算软件图形可视化的缺陷,提出并研究了一种基于VisioDrawing Control图形控件,利用VC进行二次开发的图形化电力系统潮流计算软件开发的技术,研究了基于该控件的图形化建模方法及电网拓扑结构的自动识别,开发了实用的电力系统图形化潮流计算软件.实践表明,基于Visio Drawing Control的二次开发技术为图形化电力系统潮流计算软件的开发提供了新的有效的途径. 展开更多
关键词 VISIO drawing Control 二次开发 图形化 潮流计算
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ON CHINESE MEDIA
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《China Today》 2024年第2期14-15,共2页
Cinderella National Ballet of China.Date:Febuary 2-4,2024.Venue:National Center for the Performing Arts.Rooted in romance and decorum,Cinderella is a tale of courage,hope,and heart that is suitable for audiences of al... Cinderella National Ballet of China.Date:Febuary 2-4,2024.Venue:National Center for the Performing Arts.Rooted in romance and decorum,Cinderella is a tale of courage,hope,and heart that is suitable for audiences of all ages.Founded in December 1959,the National Ballet of China has top-notch artistic personnel trained at professional art institutes and keeps drawing on the strengths of different art genres with Russian skills as its core.In addition to ushering in a high number of world classics,it has independently produced numerous masterpieces with distinct national characteristics,featureing an amazing fusion of the classical with the modern and the national with the international. 展开更多
关键词 China. PROFESSIONAL drawing
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陈塘探秘
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作者 Ao Chao Li Nan 《China's Tibet》 2024年第1期56-63,共8页
In the vast Xizang Autonomous Region,numerous small villages and towns are scattered at the foot of snow-capped mountains and deep in the grasslands,drawing people from afar with their unique social and cultural tapes... In the vast Xizang Autonomous Region,numerous small villages and towns are scattered at the foot of snow-capped mountains and deep in the grasslands,drawing people from afar with their unique social and cultural tapestry. 展开更多
关键词 MOUNTAINS SCATTERED drawing
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绘画知识
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作者 周璇 《疯狂英语(双语世界)》 2024年第2期43-46,共4页
1. Sketch素描.Sketching is a monochrome drawing that uses lines to depict the light and shade of objects with materials such as charcoal, pencils, or pens. Monochrome watercolor and monochrome oil paintings can also b... 1. Sketch素描.Sketching is a monochrome drawing that uses lines to depict the light and shade of objects with materials such as charcoal, pencils, or pens. Monochrome watercolor and monochrome oil paintings can also be considered sketches;traditional Chinese fineline paintings and ink wash paintings can also be called sketches. Usually, sketching refers to pencil and charcoal drawings. 展开更多
关键词 SKETCH PAINTING drawing
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中国大学生计算机设计大赛作品《汉字行》创作研究
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作者 程妮 李雨欣 +1 位作者 吴冰 张晶晶 《电脑知识与技术》 2024年第8期114-116,120,共4页
文章以中国大学生计算机设计大赛新媒体漫画类优秀作品《汉字行》为例,从创作背景、作品内容、创作过程以及作品特色等方面对其进行了分析与总结,探讨如何将传统文化、新媒体技术、传承理念相融合,以故事情节直观地宣传汉字的演变过程,... 文章以中国大学生计算机设计大赛新媒体漫画类优秀作品《汉字行》为例,从创作背景、作品内容、创作过程以及作品特色等方面对其进行了分析与总结,探讨如何将传统文化、新媒体技术、传承理念相融合,以故事情节直观地宣传汉字的演变过程,弘扬中国传统文化,并为未来的竞赛积累经验。 展开更多
关键词 中华传统文化 汉字的演变 Mental Canvas Draw 新媒体动态漫画 创作过程
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海外项目shop drawing的理解 被引量:2
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作者 杨艺冠 潘晓军 《中国港湾建设》 2012年第5期76-79,共4页
通过对海外项目shop drawing(细化图)的理解,阐述了shop drawing的定义以及绘制shop drawing过程中需要注意的问题。通过实例分析,为同类型国际港口工程中细化设计提供参考和借鉴。
关键词 海外项目 SHOP drawing 理解
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EFFECTS OF SPECIFIED BLANK SIZE ON BODY WRINKLING DURING HYDRODYNAMIC DEEP DRAWING OF TAPERED RECTANGULAR BOX 被引量:21
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作者 L. H. Lang, D. C. Kang, S. H. Zhang, Z. R. Wang, S. J. Yuan, K. B. Nielsen and J. Dancket 1) Department of Materials Engineering, Harbin Institute of Technology, Harbin 150001, China 2) Aalberg University, Denmark 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2000年第2期476-480,共5页
In this paper, the forming features of tapered rectangular box during hydrodynamic deep drawing are studied by means of FEM.The effect rules of square blank corner corner amount on body wrinkling are recognized and co... In this paper, the forming features of tapered rectangular box during hydrodynamic deep drawing are studied by means of FEM.The effect rules of square blank corner corner amount on body wrinkling are recognized and corresponding methods are discussed. At last, the results of FEM are verified by experi- ment. 展开更多
关键词 sheet metal forming hydrodynamic deep drawing FEM
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Short-term effects of drawing water for connectivity of rivers and lakes on zooplankton community structure 被引量:10
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作者 WU Zhenbin LIU Aifen +2 位作者 ZHANG Shiyang CHENG Shuiping WU Xiaohui 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2008年第4期419-423,共5页
During 28-29, September 2005, water was drawn from Hanjiang River and Houguan Lake to the Yangzi River via Sanjiao Lake and Nantaizi Lake in Wuhan in order to provide favorable conditions for ecosystem restoration. To... During 28-29, September 2005, water was drawn from Hanjiang River and Houguan Lake to the Yangzi River via Sanjiao Lake and Nantaizi Lake in Wuhan in order to provide favorable conditions for ecosystem restoration. To evaluate the feasibility and validity of drawing water as a means of ecosystem restoration, zooplankton populations were studied 3 times (before, immediately after finishing and a month after drawing water) at seven locations from 27 Sept. 2005 to 2 Nov. 2005. Water quality in the lakes was mostly improved and zooplankton species richness decreased as soon as drawing water had finished but increased a month after drawing water. Zooplankton density and biomass was reduced in the lakes by drawing water but was increased at the entrance to Sanjiao Lake because of landform geometry change. Before drawing water, most species in Sanjiao Lake e.g., Brachionus sp. and Keratella sp. were tolerant of contamination. After drawing water oligotrophic-prone species such as Lecane ludwigii and Gastropus stylifer emerged. We conclude that drawing water could be important for improving water quality and favour ecosystem restoration. Dilution of nutrient concentrations may be an important role in the effect. 展开更多
关键词 drawing water CONNECTIVITY ZOOPLANKTON species richness
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A LOOP DRAWBEAD RESTRAINING FORCE MODEL IN SHEET METAL DEEP DRAWING PROCESS 被引量:12
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作者 Y.J. Luo, S.P. Li, J.F. Zheng, D.N. He, Y.Q. Zhang, J.L. Cheng and J. Y. Jiang 1)National Mold & Die CAD Engineering Research Center, Shanghai 200030, China 2)Shanghai Volkswagen Automotive Company Ltd.(SVM), Shanghai 201805, China 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2001年第5期380-386,共7页
In sheet metal forming, drawbeads are often used to control uneven material flow which may cause defects such as wrinkles, fracture, surface distortion and springback. Appropriate setting and adjusting the drawbead ... In sheet metal forming, drawbeads are often used to control uneven material flow which may cause defects such as wrinkles, fracture, surface distortion and springback. Appropriate setting and adjusting the drawbead force is one of the most important pa- rameters in sheet metal forming process control. This paper derives the model of loop drawbead restraining force (DBRF) using plastic forming theory, and gives the min imum blankholding force. Experiments are carried out to verify the proposed DBRF model. The good agreement between the calculated values and experiments data justi- fies the proposed loop drawbead restraining force model. 展开更多
关键词 DRAWBEAD restraining force sheet metal deep drawing
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RESEARCH ON THE EVALUATION METHOD OF FRICTION AND LUBRICATION IN DEEP DRAWING 被引量:13
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作者 D.N.He X.F.Yin +4 位作者 H.Z.Thao D.Lv X.Y.Ruan J.L.Cheng J.Y.Jiang 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2000年第2期439-445,共7页
The deformation characteristic of bland in deep drawing is discussed. It is pointed out that the friction and lubrication conditions in for drawing are different from that in mechanical motion or machine work or other... The deformation characteristic of bland in deep drawing is discussed. It is pointed out that the friction and lubrication conditions in for drawing are different from that in mechanical motion or machine work or other plastic process. The common test methods in laboratories are analyzed. It shows that though all those test methods can test the friction coefficient, the probe test method is most suitable for the research of friction and lubrication and the process in deep drawing, for this method is identical with the actual work condition either from the test principle or deformation status of the blank. Last the successful application in the deep drawing simulator newly developed the the probe method are intro- duced in detail. 展开更多
关键词 deep drawing probe test method friction and lubrication evaluation method
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Subsurface macro-inclusions and solidified hook character in aluminum-killed deep-drawing steel slabs 被引量:8
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作者 Xiao-xuan Deng Lin-ping Li +3 位作者 Xin-hua Wang Yun-qing Ji Chen-xi Ji Guo-sen Zhu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2014年第6期531-543,共13页
Subsurface macro-inclusions and hooks are detrimental to the surface quality of deep-drawing steel sheets. However, little is known about the relationship between macro-inclusions and hooks. Thus, in this work, two ul... Subsurface macro-inclusions and hooks are detrimental to the surface quality of deep-drawing steel sheets. However, little is known about the relationship between macro-inclusions and hooks. Thus, in this work, two ultralow carbon (ULC) steel slabs and two low carbon (LC) aluminum-killed steel slabs were sampled to study the relationship between hooks and subsurface macro-inclusions, which were detected on the cross-sections of steel samples with an area of 56058 mm2 using an automated scanning electron microscopy/energy-disper-sive X-ray spectroscopy system. Results show that subsurface inclusions larger than 200 μm were almost entrapped by hook structures, whereas the location of other inclusions smaller than 200μm had no obvious dependence on the location of solidified hooks. Furthermore, the number density (ND) of subsurface inclusions larger than 200μm decreased from 0.02 to 0 cm-2 in ULC steel as the mean hook depth decreased from 1.57 to 1.01 mm. Similar trends were also observed in LC steel. In addition, the detected inclusions larger than 200μm were concentrated in the region near the slab center (3/8 width-5/8 width), where hook depths were also larger than those at any other locations. Therefore, minimizing the hook depth is an effective way to reduce inclusion-induced sliver defects in deep-drawing steels. 展开更多
关键词 low carbon steel aluminum-killed steel steel sheet deep drawing inclusions HOOKS
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