Tool wear length estimation with a self-learning fuzzy inference algorithm in finish milling

International Journal of Advanced Manufacturing Technology

Volumn 15, Issue 8, 1999, Pages 537-545

  Lei, Ming ^a   Yang, Xiaohong ^a   Yang, Shuzi ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

CUTTING TOOLS; FUZZY SETS; GENETIC ALGORITHMS; INFERENCE ENGINES; INTELLIGENT CONTROL; MATHEMATICAL MODELS; MEMBERSHIP FUNCTIONS; METAL FINISHING; MILLING (MACHINING); NUMERICAL ANALYSIS; SURFACE ROUGHNESS; WEAR OF MATERIALS;

DISPERSION ANALYSIS; FEED DIRECTIONAL ACCELERATION; FINISH MILLING; FUZZY RULE ACQUISITION METHOD; LINGUISTIC RULES; SELF LEARNING FUZZY INFERENCE ALGORITHM; TOLL WEAR LENGTH ESTIMATION;

MACHINE TOOLS;

EID: 0032598161     PISSN: 02683768     EISSN: None     Source Type: Journal    
DOI: 10.1007/s001700050099     Document Type: Article

References (12)

1. D. X. Fang and Y. Yao, "Monitoring groove wear development in cutting tools via stochastic modeling of three dimensional vibration", Wear, 151, pp. 143-156, 1991.
2. Yoram Koren, "Flank wear estimation under varying cutting conditions", Journal of Dynamic Systems, Measurement, and Control, 113(2), pp. 300-307, 1991.
3. A. E. Bayoumi, "Prediction of flank wear and engagement from force measurements in end milling operations", Wear, 170. pp. 255-266, 1993.
4. D. T. Pham and D. Karaboga, "Optimum design of fuzzy logic controller using genetic algorithms", Journal of Systems Engineering, 1, pp. 114-118, 1991.
5. C. L. Karr, "Genetic algorithm for fuzzy controllers", AI Expert, pp. 126-133, 1991.
6. D. Park and A. Kandel, "Genetic-based new fuzzy reasoning models with application to fuzzy control", IEEE Transactions on Systems, Man, Cybernetics, 24(1), pp. 39-47, 1994.
7. M. Lei and S. Yang, "Genetic search optimization algorithm", Journal of Huazhong University of Science and Technology, 20(6), pp. 223-228, 1992.
8. M. Lei, X. Zhu and S. Yang, "Automatic knowledge acquires for an intelligent system", Journal of China Mechanical Engineering, 4(1), pp. 6-9, 1993.
9. M. Lei, "Research on the intelligent cutting condition monitoring and manufacturing intelligence cooperating", PhD Dissertation, Huazhong University of Science and Technology, 1995.
10. M. Lei, Z. Guan and S. Yang, "Mobile robot fuzzy control optimization using genetic algorithm", Journal of Artificial Intelligence in Engineering, 10(4), pp. 293-298, 1996.
11. M. Sakakura and I. Inasaki, "Intelligent database for grinding operations", Annals CIRP, 42(1), pp. 379-382, 1993.
12. K.-M. Lee and D.-H. Kwak, "Turning of fuzzy models by fuzzy neural networks", Fuzzy Sets and Systems. 24(1), pp. 25-46, 1995.