Determination of Cutting Disc Deformation Using Axial Forces Produced During the Cutting Process

被引:1
作者
Akarslan, Ernie [1 ]
Hocaoglu, Fatih Onur [1 ]
Ucun, Ismail [2 ]
机构
[1] Afyon Kocatepe Univ, Dept Elect Engn, Afyon, Turkey
[2] Afyon Kocatepe Univ, Dept Mech Educ, Afyon, Turkey
来源
ADVANCED MATERIALS, MECHANICS AND INDUSTRIAL ENGINEERING | 2014年 / 598卷
关键词
Marble cutting; Disc deformation; ANFIS; Classification; TOOL WEAR; MILL;
D O I
10.4028/www.scientific.net/AMM.598.124
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The reliability of the cutting disc in a sawing process is of vital importance in industry. There exist a lot of reported accidents due to damaged disc usage. In most cases the damage on the disc is not visible. Therefore innovative techniques are required to determine the damages. For this aim an experimental setup is built in Afyon Kocatepe University. Different experiments are performed. While experiments different parameters are measured and calculated. In this paper axial forces produced while the cutting processes are studied. Each experiment is represented by a vector of three dimensional axial forces (F-x, F-y, F-z). Experiments are repeated using four different class of cutting disc (solid, less damaged, much damaged and broken). An Adaptive Neuro Fuzzy Inference System (ANFIS) structure is proposed to classify the deformations that occur on a cutting disc in sawing processes. The results indicate that proposed ANFIS structure is very effective on classification.
引用
收藏
页码:124 / 128
页数:5
相关论文
共 11 条
[1]  
[Anonymous], 1997, IEEE T AUTOM CONTROL, DOI DOI 10.1109/TAC.1997.633847
[2]   Cutting force-based real-time estimation of tool wear in face milling using a combination of signal processing techniques [J].
Bhattacharyya, P. ;
Sengupta, D. ;
Mukhopadhyay, S. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (06) :2665-2683
[3]   End milling tool breakage detection using lifting scheme and Mahalanobis distance [J].
Cao, Hongrui ;
Chen, Xuefeng ;
Zi, Yanyang ;
Ding, Feng ;
Chen, Huaxin ;
Tan, Jiyong ;
He, Zhengjia .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2008, 48 (02) :141-151
[4]   Drill wear monitoring using cutting force signals [J].
Ertunc, HM ;
Oysu, C .
MECHATRONICS, 2004, 14 (05) :533-548
[5]  
Pejman T., 2010, Australian Journal of Basic and Applied Sciences, V4, P408
[6]   Force and specific energy in stone cutting by diamond mill [J].
Polini, W ;
Turchetta, S .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2004, 44 (11) :1189-1196
[7]   Interrelationships between cutting force variation and tool wear in end-milling [J].
Sarhan, A ;
Sayed, R ;
Nassr, AA ;
El-Zahry, RM .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2001, 109 (03) :229-235
[8]   A cutting power model for tool wear monitoring in milling [J].
Shao, H ;
Wang, HL ;
Zhao, XM .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2004, 44 (14) :1503-1509
[9]   End mill breakage detection using mean frequency analysis of scalogram [J].
Yesilyurt, I .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2006, 46 (3-4) :450-458
[10]   Ploughing detection in micromilling processes using the cutting force signal [J].
Yun, Hui Taek ;
Heo, Segon ;
Lee, Min Kyu ;
Min, Byung-Kwon ;
Lee, Sang Jo .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2011, 51 (05) :377-382