Forecasting air quality time series using deep learning

Author:

Freeman Brian S.1ORCID,Taylor Graham1,Gharabaghi Bahram1ORCID,Thé Jesse12

Affiliation:

1. School of Engineering, University of Guelph, Guelph, Ontario, Canada

2. Lakes Environmental, Waterloo, Ontario, Canada

Funder

Natural Science and Engineering Research Council of Canada

Lakes Environmental

Publisher

Informa UK Limited

Subject

Management, Monitoring, Policy and Law,Waste Management and Disposal

Reference88 articles.

1. Abadi, M., A. Agarwal, P. Barham, E. Brevdo, Z. Chen, C. Citro, G.S. Corrado, A. Davis, J. Dean, M. Devin, S. Ghemawat, I. Goodfellow, A. Harp, G. Irving, M. Isard, Y. Jia, R. Jozefowicz, L. Kaiser, M. Kudlur, J. Levenberg, D. Mané, R. Monga, S. Moore, D. Murray, C. Olah, M. Schuster, J. Shlens, B. Steiner, I. Sutskever, K. Talwar, P. Tucker, V. Vanhoucke, V. Vasudevan, F. Viégas, O. Vinyals, P. Warden, M. Wattenberg, M. Wicke, Y. Yu, and X. Zheng (2015) TensorFlow: Large-scale machine learning on heterogeneous systems. tensorflow.org (accessed January 16, 2018).

2. IER Photochemical Smog Evaluation and Forecasting of Short-Term Ozone Pollution Levels with Artificial Neural Networks

3. Modelling interoccurrence times between ozone peaks in Mexico City in the presence of multiple change points

4. Combining principal component regression and artificial neural networks for more accurate predictions of ground-level ozone

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