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基于PSO优化SVM的转炉炼钢用氧量预测研究 被引量:16
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作者 秦波 吴庆朝 +2 位作者 张娟娟 王建国 张文兴 《测控技术》 CSCD 北大核心 2014年第12期121-124,共4页
用氧量是影响钢水质量的主要因素之一,为提高转炉炼钢用氧量模型的预测精度,提出基于PSO优化SVM的吹氧量建模预测方法。针对SVM结构参数依据经验选取,致使预测模型的泛化能力差,在标准PSO算法的基础上,优化SVM的惩罚系数、不敏感损失系... 用氧量是影响钢水质量的主要因素之一,为提高转炉炼钢用氧量模型的预测精度,提出基于PSO优化SVM的吹氧量建模预测方法。针对SVM结构参数依据经验选取,致使预测模型的泛化能力差,在标准PSO算法的基础上,优化SVM的惩罚系数、不敏感损失系数和高斯核宽度系数3个结构参数,并建立转炉炼钢用氧量预测模型;在此基础上利用UCI数据库中的Auto-MPG标准数据,验证了方法的有效性;最后以某钢厂100 t转炉的实际生产数据建立吹氧量预测模型,结果表明,与标准BP、RBF及SVM相比,基于PSO优化SVM的转炉炼钢吹氧量预测模型精度高、泛化能力强。 展开更多
关键词 PSO优化SVM 用氧量预测 氧气吹顶转炉炼钢
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Application of QUAL2K for Water Quality Modeling of River Ghataprabha (India) 被引量:1
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作者 P.B. Kalburgi C.B. Shivayogimath B.K. Purandara 《Journal of Environmental Science and Engineering》 2010年第12期6-11,共6页
River Ghataprabha, during its course through Belgaum district in Karnataka state (India), receives untreated domestic waste from Gokak town and other neighboring villages situated on the bank of the river. The prese... River Ghataprabha, during its course through Belgaum district in Karnataka state (India), receives untreated domestic waste from Gokak town and other neighboring villages situated on the bank of the river. The present study involves the application of water quality model QUAL2K to predict the water quality of this polluted segment of the river. The model was calibrated and validated for biochemical oxygen demand (BOD), dissolved oxygen (DO) and total nitrogen (TN) in pre-monsoon season. Data for calibration and validation were obtained after the field and laboratory measurements. The performance of the model was evaluated using statistics based on standard errors (SE) and mean multiplicative errors (MME). The model represented the field data quite well with some exceptions. In spite of some differences between the measured and simulated data sets at some points, the calibration and validation results are acceptable especially for the developing countries where the financial resources are often limited for frequent monitoring campaigns and higher accuracy data analysis. 展开更多
关键词 Water quality modeling QUAL2K river pollution river Ghataprabha BOD modeling DO modelling
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