To solve the problems of ladle slag detection system (SDS),such as high cost,short service life,and inconvenient maintenance,a new SDS realization method based on hidden Markov model (HMM) was put forward.The physical process of continuous casting was analyzed,and vibration signal was considered as the main detecting signal according to the difference in shock vibration generated by molten steel and slag because of their difference in density.Automatic control experiment platform oriented to SDS was established,and vibration sensor was installed far away from molten steel,which could solve the problem of easy power consumption by the sensor.The combination of vector quantization technology with learning process parameters of HMM was optimized,and its revaluation formula was revised to enhance its recognition effectiveness.Industrial field experiments proved that this system requires low cost and little rebuilding for current devices,and its slag detection rate can exceed 95 %.
参考文献
[1] | YU Hao,KANG Yong-lin,ZHAO Zheng-zhi,SUN Hao.Morphology and Precipitation Kinetics of MnS in Low-Carbon Steel During Thin Slab Continuous Casting Process[J].钢铁研究学报(英文版),2006(05):30-36. |
[2] | Odenthal H J;BoUing R;Pfeifer H et al.Mechanism of Fluid Flow in a Continuous Casting Tundish With Different TurboStoppers[J].Steel Research International,2001,72(11):466. |
[3] | QIU Dong-ming .A Study of Slag Detection System for Continuous Casting With 300 t Ladies[J].Chinese Journal of Scientific Instrument,1999,19(01):135. |
[4] | Julius E .Electromagnetic Slag Detection in Metallurgical Vessels[J].Stahl Und Eisen,1987,107(09):397. |
[5] | ZHU Miao-yong,WANG Jun,ZHANG Ying.Numerical Simulation of Fluid Flow and Heat Transfer in Funnel Shaped Mold of Thin Slab Continuous Caster[J].钢铁研究学报(英文版),2005(06):14-19. |
[6] | Idstein D J;Hoffman J P;Witek E T et al.Development of an Improved Ladle Nozzle System[J].Ironmaking and Steelmaking,1994,21(10):79. |
[7] | 谭大鹏,李培玉.基于小波的钢液连铸下渣检测系统[J].机械工程学报,2007(02):141-146. |
[8] | TAN Da-peng;LI Pei-yu;XU Li.Steel Water Continuous Casting Slag Detection System Based on VQ[A].Taiwan:IEEE,2006:1315. |
[9] | Akira Sasou;Futoshi Asano;Satoshi Nakamura;Kazuyo Tanaka .HMM-based noise-robust feature compensation[J].Speech Communication: An International Journal,2006(9):1100-1111. |
[10] | KIM Sang-jin;KIM Jong-jin;HAHN Min-soo .Implementation and Evaluation of an HMM-Based Korean Speech Synthesis System[J].IEICE Transactions on Fundamentals of Electronics,Communications and Computer Sciences,2006,E89-A(04):1116. |
[11] | Barbalho J M;Neto A D;Costa J A.Hierarchical SOM Applied to Image Compression[A].Washington:IEEE,2001:442. |
[12] | Baggenstoss P M .A Modified Baum-Weleh Algorithm for Hidden Markov Models With Multiple Observation Spaces[J].IEEE Transactions on Speech and Audio Processing,2001,9(04):411. |
[13] | Nissila M;Pasupathy S.Adaptive Baum-Welch Algorithms for Frequency-Selective Fading Channels[A].New York:IEEE Press,2002:79. |
- 下载量()
- 访问量()
- 您的评分:
-
10%
-
20%
-
30%
-
40%
-
50%