Prediction of the NOx Emissions from Thermal Power Plant Based on Support Vector Machine Optimized by Genetic Algorithm

被引:1
|
作者
Zhou, Jianguo [1 ]
Liang, Huaitao [1 ]
机构
[1] N China Elect Power Univ, Sch Business & Adm, Baoding, Peoples R China
关键词
NOx emissions; thermal power plant; support vector machine; genetic algorithm;
D O I
10.1109/ICIFE.2010.5609441
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the development of thermal power industry, statistics on the NOx emissions become important. In this paper, based on the traditional support vector machine model, we establish support vector machine model optimized by genetic algorithm, improve the prediction accuracy of SVM model. Use the NOx emissions data from 1995 to 2009, predict the NOx emissions from thermal power plant in the year of 2010, and verify the reasonableness of the GA-SVM model.
引用
收藏
页码:651 / 654
页数:4
相关论文
共 50 条
  • [21] Support Vector Machine Ensemble Based on Genetic Algorithm
    李烨
    尹汝泼
    蔡云泽
    许晓鸣
    Journal of DongHua University, 2006, (02) : 74 - 79
  • [22] Support vector machine ensemble based on genetic algorithm
    Department of Automation, Shanghai Jiaotong University, Shanghai 200030, China
    J. Donghua Univ., 2006, 2 (74-79):
  • [23] Low NOx emissions based on support vector machine and Gaussian estimation of distribution
    Liang, Shaohua
    Zheng, Ligang
    Zhou, Hao
    Cen, Kefa
    Huagong Xuebao/CIESC Journal, 2009, 61 (01): : 223 - 229
  • [24] Heat Rate Prediction Model Used in the Thermal Power Plants Based on the Support Vector Regression and Genetic Algorithm
    Zhang, Ruiqing
    ICMS2010: PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION, VOL 2: MODELLING AND SIMULATION IN ENGINEERING, 2010, : 104 - 107
  • [25] Forest Fire Disaster Area Prediction Based on Genetic Algorithm and Support Vector Machine
    Xiao, Fang
    TRENDS IN CIVIL ENGINEERING, PTS 1-4, 2012, 446-449 : 3037 - 3041
  • [26] A Genetic Algorithm-Based Support Vector Machine for Bus Travel Time Prediction
    Moridpour, Sara
    Sadat, Mojtaba T.
    Anwar, Toni
    Mazloumi, Ehsan
    3RD INTERNATIONAL CONFERENCE ON TRANSPORTATION INFORMATION AND SAFETY (ICTIS 2015), 2015, : 264 - +
  • [27] Output prediction of CMF based on improved hybrid genetic algorithm and support vector machine
    Xu Danyu
    Shi Yan
    You Yangyang
    Duan Yunxia
    Hou Ying
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON CIVIL, TRANSPORTATION AND ENVIRONMENT, 2016, 78 : 862 - 871
  • [28] Screw Remaining Life Prediction Based on Quantum Genetic Algorithm and Support Vector Machine
    Zhang, Xiaochen
    Jiang, Dongxiang
    SHOCK AND VIBRATION, 2017, 2017
  • [29] A novel robust dynamic method for NOx emissions prediction in a thermal power plant
    Liu, Ying
    Zhou, Jianxin
    Fan, Wei
    CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2023, 101 (05): : 2391 - 2402
  • [30] Transformer winding hot-spot temperature prediction model of support vector machine optimized by genetic algorithm
    Chen, Weigen
    Teng, Li
    Liu, Jun
    Peng, Shangyi
    Sun, Caixin
    Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 2014, 29 (01): : 44 - 51