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2016 | OriginalPaper | Buchkapitel

Fuzzy Cognitive Maps for Long-Term Prognosis of the Evolution of Atmospheric Pollution, Based on Climate Change Scenarios: The Case of Athens

verfasst von : Vardis-Dimitris Anezakis, Konstantinos Dermetzis, Lazaros Iliadis, Stefanos Spartalis

Erschienen in: Computational Collective Intelligence

Verlag: Springer International Publishing

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Abstract

Air pollution is related to the concentration of harmful substances in the lower layers of the atmosphere and it is one of the most serious problems threatening the modern way of life. Determination of the conditions that cause maximization of the problem and assessment of the catalytic effect of relative humidity and temperature are important research subjects in the evaluation of environmental risk. This research effort describes an innovative model towards the forecasting of both primary and secondary air pollutants in the center of Athens, by employing Soft Computing Techniques. More specifically, Fuzzy Cognitive Maps are used to analyze the conditions and to correlate the factors contributing to air pollution. According to the climate change scenarios till 2100, there is going to be a serious fluctuation of the average temperature and rainfall in a global scale. This modeling effort aims in forecasting the evolution of the air pollutants concentrations in Athens as a consequence of the upcoming climate change.

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Literatur
1.
Zurück zum Zitat Amer, M., Jetter, A.J., Daim, T.U.: Scenario planning for the national wind energy sector through fuzzy cognitive maps. In: Technology Management in the IT-Driven Services (PICMET) Proceedings of PICMET 2013, pp. 2153–2162 (2013) Amer, M., Jetter, A.J., Daim, T.U.: Scenario planning for the national wind energy sector through fuzzy cognitive maps. In: Technology Management in the IT-Driven Services (PICMET) Proceedings of PICMET 2013, pp. 2153–2162 (2013)
2.
Zurück zum Zitat Bougoudis, Ι., Demertzis, Κ., Iliadis, L.: HISYCOL a hybrid computational intelligence system for combined machine learning: the case of air pollution modeling in Athens. Neural Comput. Appl. 27, 1191–1206 (2015). doi:10.1007/s00521-015-1927-7. SpringerCrossRef Bougoudis, Ι., Demertzis, Κ., Iliadis, L.: HISYCOL a hybrid computational intelligence system for combined machine learning: the case of air pollution modeling in Athens. Neural Comput. Appl. 27, 1191–1206 (2015). doi:10.​1007/​s00521-015-1927-7. SpringerCrossRef
3.
Zurück zum Zitat Bougoudis, Ι., Demertzis, Κ., Iliadis, L.: Fast and low cost prediction of extreme air pollution values with hybrid unsupervised learning. In: Integrated Computer-Aided Engineering, Vol. Preprint. NO. Preprint, pp. 1–13. IOS Press (2015). doi:10.3233/ICA-150505 Bougoudis, Ι., Demertzis, Κ., Iliadis, L.: Fast and low cost prediction of extreme air pollution values with hybrid unsupervised learning. In: Integrated Computer-Aided Engineering, Vol. Preprint. NO. Preprint, pp. 1–13. IOS Press (2015). doi:10.​3233/​ICA-150505
4.
Zurück zum Zitat Bougoudis, I., Iliadis, L., Papaleonidas, A.: Fuzzy inference ANN ensembles for air pollutants modeling in a major urban area: the case of Athens. Eng. Appl. Neural Netw. Commun. Comput. Inf. Sci. 459, 1–14 (2014) Bougoudis, I., Iliadis, L., Papaleonidas, A.: Fuzzy inference ANN ensembles for air pollutants modeling in a major urban area: the case of Athens. Eng. Appl. Neural Netw. Commun. Comput. Inf. Sci. 459, 1–14 (2014)
5.
Zurück zum Zitat Fons, S., Achari, G., Ross, T.: A fuzzy cognitive mapping analysis of the impacts of an eco-industrial park. J. Intell. Fuzzy Syst. 15(2), 75–88 (2004) Fons, S., Achari, G., Ross, T.: A fuzzy cognitive mapping analysis of the impacts of an eco-industrial park. J. Intell. Fuzzy Syst. 15(2), 75–88 (2004)
6.
Zurück zum Zitat Gordaliza, J.A., Florez, R.E.V.: Using fuzzy cognitive maps to support complex environmental issues learning. In: Proceedings of New Perspectives in Science Education Conference, 2nd edn. (2013) Gordaliza, J.A., Florez, R.E.V.: Using fuzzy cognitive maps to support complex environmental issues learning. In: Proceedings of New Perspectives in Science Education Conference, 2nd edn. (2013)
7.
Zurück zum Zitat Griffies, S.M.: Fundamentals of Ocean Models, p. 496. Princeton University Press, Princeton (2004) Griffies, S.M.: Fundamentals of Ocean Models, p. 496. Princeton University Press, Princeton (2004)
8.
Zurück zum Zitat Griffies, S.M., Gnanadesikan, A., Pacanowski, R., Larichev, V., Dukowicz, J.K., Smith, R.D.: Isopycnal mixing in a z-coordinate ocean model. J. Phys. Oceanogr. 28, 805–830 (1998)CrossRef Griffies, S.M., Gnanadesikan, A., Pacanowski, R., Larichev, V., Dukowicz, J.K., Smith, R.D.: Isopycnal mixing in a z-coordinate ocean model. J. Phys. Oceanogr. 28, 805–830 (1998)CrossRef
9.
Zurück zum Zitat Griffies, S.M.: Gent–McWilliams skew flux. J. Phys. Oceanogr. 28, 831–841 (1998)CrossRef Griffies, S.M.: Gent–McWilliams skew flux. J. Phys. Oceanogr. 28, 831–841 (1998)CrossRef
10.
Zurück zum Zitat Large, W., Danasbogulu, G., McWilliams, J., Gent, P., Bryan, F.O.: Equatorial circulation of a global ocean climate model with anisotropic viscosity. J. Phys. Oceanogr. 31, 518–536 (2001)CrossRef Large, W., Danasbogulu, G., McWilliams, J., Gent, P., Bryan, F.O.: Equatorial circulation of a global ocean climate model with anisotropic viscosity. J. Phys. Oceanogr. 31, 518–536 (2001)CrossRef
11.
Zurück zum Zitat Lock, P., Brown, R., Bush, R., Martin, M., Smith, B.: A new boundary layer mixing scheme. Scheme description and single-column model tests. Mon. Weather Rev. 128, 3187–3199 (2000)CrossRef Lock, P., Brown, R., Bush, R., Martin, M., Smith, B.: A new boundary layer mixing scheme. Scheme description and single-column model tests. Mon. Weather Rev. 128, 3187–3199 (2000)CrossRef
12.
Zurück zum Zitat Luiz, J., Muller, E.: Greenhouse gas emission reduction under the kyoto protocol: the South African example. Int. Bus. Econ. Res. J. 7, 75–92 (2008) Luiz, J., Muller, E.: Greenhouse gas emission reduction under the kyoto protocol: the South African example. Int. Bus. Econ. Res. J. 7, 75–92 (2008)
13.
Zurück zum Zitat Marco, F., Chalabi, Z., Foss, M.: Assessing framing assumptions in quantitative health impact assessments: a housing intervention example. Environ. Int. 59, 133–140 (2013)CrossRef Marco, F., Chalabi, Z., Foss, M.: Assessing framing assumptions in quantitative health impact assessments: a housing intervention example. Environ. Int. 59, 133–140 (2013)CrossRef
14.
Zurück zum Zitat Papageorgiou, E.I., Salmeron, J.L.: A review of fuzzy cognitive maps research during the last decade. IEEE Trans. Fuzzy Syst. 21(1), 66–79 (2013)CrossRef Papageorgiou, E.I., Salmeron, J.L.: A review of fuzzy cognitive maps research during the last decade. IEEE Trans. Fuzzy Syst. 21(1), 66–79 (2013)CrossRef
15.
Zurück zum Zitat Paschalidou, A.: University of Ioannina, Ph.d. thesis development of box model for the air pollution forecasting in medium size cities (2007). (in Greek) Paschalidou, A.: University of Ioannina, Ph.d. thesis development of box model for the air pollution forecasting in medium size cities (2007). (in Greek)
16.
Zurück zum Zitat Pathinathan, T., Ponnivalavan, K.: The study of hazards of plastic pollution using induced fuzzy cognitive maps (IFCMS). J. Comput. Algorithm 3, 671–674 (2014) Pathinathan, T., Ponnivalavan, K.: The study of hazards of plastic pollution using induced fuzzy cognitive maps (IFCMS). J. Comput. Algorithm 3, 671–674 (2014)
17.
Zurück zum Zitat Salmeron, J.L., Froelich, W.: Dynamic optimization of fuzzy cognitive maps for time series forecasting. Knowl. Based Syst. 105, 29–37 (2016). ForthcomingCrossRef Salmeron, J.L., Froelich, W.: Dynamic optimization of fuzzy cognitive maps for time series forecasting. Knowl. Based Syst. 105, 29–37 (2016). ForthcomingCrossRef
18.
Zurück zum Zitat Vidal, R., Salmeron, J.L., Mena, A., Chulvi, V.: Fuzzy cognitive map-based selection of TRIZ trends for eco-innovation of ceramic industry products. J. Cleaner Prod. 107, 202–214 (2015)CrossRef Vidal, R., Salmeron, J.L., Mena, A., Chulvi, V.: Fuzzy cognitive map-based selection of TRIZ trends for eco-innovation of ceramic industry products. J. Cleaner Prod. 107, 202–214 (2015)CrossRef
19.
Zurück zum Zitat Winton, M.: A reformulated three-layer sea ice model. J. Atmos. Oceanic Technol. 17, 525–531 (2000)CrossRef Winton, M.: A reformulated three-layer sea ice model. J. Atmos. Oceanic Technol. 17, 525–531 (2000)CrossRef
20.
Zurück zum Zitat Zhang, H., Song, J., Su, C., He, M.: Human attitudes in environmental management: fuzzy cognitive maps and policy option simulations analysis for a coal-mine ecosystem in China. J. Environ. Manag. 115, 227–234 (2013)CrossRef Zhang, H., Song, J., Su, C., He, M.: Human attitudes in environmental management: fuzzy cognitive maps and policy option simulations analysis for a coal-mine ecosystem in China. J. Environ. Manag. 115, 227–234 (2013)CrossRef
Metadaten
Titel
Fuzzy Cognitive Maps for Long-Term Prognosis of the Evolution of Atmospheric Pollution, Based on Climate Change Scenarios: The Case of Athens
verfasst von
Vardis-Dimitris Anezakis
Konstantinos Dermetzis
Lazaros Iliadis
Stefanos Spartalis
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-45243-2_16