自动化技术 |
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基于选择性极限学习机集成的磨机负荷软测量 |
赵立杰1,2, 汤健1, 柴天佑1 |
1.东北大学 流程工业综合自动化国家重点实验室,辽宁 沈阳 110004; 2. 沈阳化工大学 信息工程学院, 辽宁 沈阳 110142 |
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Soft sensor of mill load based on selective extreme learning machine ensemble |
ZHAO Li-jie1,2,TANG Jian1,CHAI Tian-you1 |
1. State Key Laboratory of Integrated Automation for Process Industries, Northeastern University, Shenyang 110004, China; 2.College of Information Engineering, Shenyang University of Chemical Technology, Shenyang 110042, China |
[1] TANG Jian, ZHAO Lijie, YUE Heng, et al. Experimental analysis of wet mill load based on vibration signals of laboratoryscale ball mill shell Source [J]. Minerals Engineering, 2010, 23(9): 720-730. [2] 汤健,赵立杰,岳恒,等.磨机负荷检测方法研究综述[J].控制工程,2010,17(05): 565-574. TANG Jian, ZHAO Lijie, YUE Heng, et al. Present status and future developments of detectionmethod for mill load [J]. Control Engineering of China, 2010, 17(05): 565-574. [3] ZENG Y G, FORSSBERG E. Application of vibration signal measurement for monitoring grinding parameters [J]. Mechanical Systems and Signal Processing, 1994, 8(6): 703-713. [4] 汤健,赵立杰,岳恒,等.基于多源数据特征融合的球磨机负荷软测量[J].浙江大学学报:工学版,2010,44(7): 1406-1413. TANG Jian, ZHAO Lijie, YUE Heng,et al. Soft sensor for ball mill load based on multisource data feature fusion [J]. Journal of Zhejiang University:Engineering Science, 2010, 44(7): 1406-1413. [5] SCHLKOPF B,SMOLA A J, MLLER K R. Nonlinear component analysis as a Kernel Eigenvalue Problem [J]. Neuralcomputation,1998, 10(5): 1299-1319. [6] HANSEN L K, SALAMON P. Neural network ensemble [J]. IEEE Transaction Pattern Analysis and Machine Intelligence, 1990, 12 (10): 993-1001. [7] ZHOU Zhihua, WU J, TANG W. Ensembling neural networks: Many could be better than all [J]. Artificial Intelligence, 2002, 137(1/2): 239-263 [8] HUANG Guangbin, ZHU Q Y , SIEW C K . Extreme learning machine: theory and applications [J]. Neurocomputing, 2006, 70(1/2/3): 489-501. [9] YUAN Lan, YENG ChaiSoh, HUANG Guangbin. Ensemble of online sequential extreme learning machine [J]. Neurocomputing, 2009, 72: 3391-3395. |
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