Optimal statistical model for forecasting air quality data

被引:0
|
作者
Abdollahian, M [1 ]
Foroghi, R [1 ]
机构
[1] RMIT Univ, Sch Math & Geospatial Sci, Melbourne, Vic, Australia
关键词
univariate time series; ARMA; (p; q); multi linear regression;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The objective of this paper is to apply time series analysis and regression methods to air quality data in order to obtain the optimal statistical model for forecasting. The best estimated model is then used to produce one-step ahead point and interval estimates of future values of the Airborne Particles Index (API) series. API data is analysed using time series analysis, which resulted in an ARMA (2,3) with MADE = 62%. Regression analysis-of this data, using temperature, wind speed and today's API, as explanatory variables, results in MAPE = 42%, which is substantially less than the previous model.
引用
收藏
页码:436 / 442
页数:7
相关论文
共 50 条
  • [41] Statistical conditional simulation of a multiresolution numerical air quality model
    Shao, X.
    Stein, M. L.
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2006, 111 (D15)
  • [42] Estimating air quality in a traffic tunnel using a forecasting combination model
    Lee, CC
    Wan, TJ
    Kuo, CY
    Chung, CY
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2006, 112 (1-3) : 327 - 345
  • [43] Integration of ANFIS model and forward selection method for air quality forecasting
    Ghasemi, Afsaneh
    Amanollahi, Jamil
    AIR QUALITY ATMOSPHERE AND HEALTH, 2019, 12 (01): : 59 - 72
  • [44] Deep Spatio-temporal Learning Model for Air Quality Forecasting
    Zhang, L.
    Li, D.
    Guo, Q.
    Pan, J.
    INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2021, 16 (02) : 1 - 14
  • [45] Human-model hybrid Korean air quality forecasting system
    Chang, Lim-Seok
    Cho, Ara
    Park, Hyunju
    Nam, Kipyo
    Kim, Deokrae
    Hong, Ji-Hyoung
    Song, Chang-Keun
    JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION, 2016, 66 (09) : 896 - 911
  • [46] Integration of ANFIS model and forward selection method for air quality forecasting
    Afsaneh Ghasemi
    Jamil Amanollahi
    Air Quality, Atmosphere & Health, 2019, 12 : 59 - 72
  • [47] A novel hybrid optimization model for evaluating and forecasting air quality grades
    Shi, Yumei
    Wang, Sheng
    Yu, Xiaomei
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2024, 196 (09)
  • [48] Spatio-temporal feature interpretable model for air quality forecasting
    Yang, Wenhao
    Li, Hongmin
    Wang, Jianzhou
    Ma, Hongyang
    ECOLOGICAL INDICATORS, 2024, 167
  • [49] Forecasting the air quality using OWA based time series model
    Huang, Sue-Fen
    Cheng, Ching-Hsue
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 3254 - 3259
  • [50] Estimating Air Quality in a Traffic Tunnel Using a Forecasting Combination Model
    Cheng-Chung Lee
    Terng-Jou Wan
    Chao-Yin Kuo
    Chung-Yi Chung
    Environmental Monitoring and Assessment, 2006, 112 : 327 - 345