Korean Journal of Chemical Engineering, Vol.16, No.3, 382-387, May, 1999
Prediction of Air Pollutants by Using an Artificial Neural Network
E-mail:
The purpose of this study is to predict the amount of primary air pollution substances in Seoul, Korea. An artificial neural network (ANN) was used as a prediction method. The ANN with three layers is teamed with past data, and the concentrations of air pollutants are predicted based on the pre-teamed weights. The error back propagation method that has a powerful application to various fields was adopted as the loaming rule. The concentrations of air pollutants from one to six hours in the future were predictcd with the ANN. To verify the performance of the prediction method used in the present study, the predicted concentrations of air pollutants were compared with the measured data. From the comparison, it was found that the prediction method based on the ANN gives an acceptable accuracy for the limited prediction horizon.
- Ammann PR, Timmins RS, AIChE J., 12, 956 (1966)
- Carmichael GR, Peters LK, Kitada T, Atmos. Environ., 20, 173 (1986)
- Carter WPL, Lloyd AC, Sprung JL, Pitts JN, Int. J. Chem. Kinet., 11, 45 (1979)
- Carter WPL, Winer AM, Darnal KR, Pitts JN, Environ. Sci. Technol., 13, 1094 (1979)
- Chang JS, Brost RA, Isaksen I, Madronich S, J. Geophys. Res., 920, 14681 (1987)
- Cooper CD, Alley FC, "Air Pollution Control: A Design Approach," Waveland Press Inc., Prospect Heights, Illinois (1994)
- Duterque J, Avegard N, Borghi R, Combust. Sci. Technol., 25, 85 (1981)
- Fan Z, Kamens RM, Zhang J, Hu J, Environ. Sci. Technol., 30, 2821 (1996)
- Fenimore CP, "Formation of Nitric Oxide in Premixed Hydrocarbon Flames," 13th Symposium (International) on Combustion, Pittsburgh, 373 (1971)
- Funahashi K, Neural Networks, 2, 183 (1989)
- Jeong SH, Lee KS, HWAHAK KONGHAK, 31(1), 54 (1993)
- Koenig PQ, Pierson WE, Horike M, Frank R, Arch. Environ. Health, 37, 5 (1982)
- Oh SC, Sohn SH, Yeo YK, Chang KS, Korean J. Chem. Eng., in press, 16 (1999)
- Oh SC, Yeo YK, Korean J. Chem. Eng., 15(1), 20 (1998)
- Roadknight CM, Balls GR, Mills GE, Palmer-Brown D, IEEE Trans. Neural Networks, 8, 852 (1997)
- Sakamaki F, Okuda M, Akimoto H, Yamazaki H, Environ. Sci. Technol., 16, 45 (1982)
- Scheffe RD, Morris RE, Atmos. Environ., 27B, 23 (1993)
- Seinfeld JH, "Atmospheric Chemistry and Physics of Air Pollution" John Wiley & Sons Inc., New York (1986)
- Sprecher DA, Neural Networks, 6, 1089 (1993)
- Venkatram A, Karamchandani P, Kuntasal G, Misra PK, Davies DL, Environ. Pollut., 75, 189 (1992)
- Zurada JM, "Introduction to Artificial Neural Systems," PWS Publishing Company, Boston, 33 (1995)