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Volumn 20, Issue 5, 2012, Pages 695-711

Forecasting natural gas consumption in Istanbul using neural networks and multivariate time series methods

Author keywords

Forecasting; Natural gas; Neural networks; Time series

Indexed keywords

COMPUTATIONAL TECHNIQUE; CONSUMPTION VALUES; ENERGY PLANNING; FORECASTING NATURAL GAS CONSUMPTION; ISTANBUL; MULTIVARIATE TIME SERIES; NATURAL GAS CONSUMPTION; PLANNING PERIOD;

EID: 84861810597     PISSN: 13000632     EISSN: 13036203     Source Type: Journal    
DOI: 10.3906/elk-1101-1029     Document Type: Article
Times cited : (56)

References (26)
  • 1
    • 33646107861 scopus 로고    scopus 로고
    • Turkey's natural gas necessity, consumption and future perspectives
    • M.A. Kiliç, "Turkey's natural gas necessity, consumption and future perspectives", Energy Policy, Vol. 34, pp. 1928-1934, 2006.
    • (2006) Energy Policy , vol.34 , pp. 1928-1934
    • Kilic, M.A.1
  • 2
    • 20444500156 scopus 로고    scopus 로고
    • Comparison of Turkey's electrical energy consumption and production with some European countries and optimization of future electrical power supply investments in Turkey
    • M. Tunç, U& die;. C? amdali, C. Parmaksizo?glu, "Comparison of Turkey's electrical energy consumption and production with some European countries and optimization of future electrical power supply investments in Turkey", Energy Policy, Vol. 34, pp. 50-59, 2006.
    • (2006) Energy Policy , vol.34 , pp. 50-59
    • Tunc, M.1    Parmaksizoglu, C.2
  • 3
    • 34147201600 scopus 로고    scopus 로고
    • The reform in the Turkish natural gas market: A critical evaluation
    • T. C? etin, F. Oguz, "The reform in the Turkish natural gas market: a critical evaluation", Energy Policy, Vol. 35, pp. 3856-3867, 2007.
    • (2007) Energy Policy , vol.35 , pp. 3856-3867
    • Etin, T.C.1    Oguz, F.2
  • 4
    • 84861827933 scopus 로고    scopus 로고
    • International Energy Agency, Energy Policies of IEA Countries -Turkey-2009 Review, 2010. Available at
    • International Energy Agency, Energy Policies of IEA Countries -Turkey-2009 Review, 2010. Available at http://www.iea.org/publications/free new Desc.asp?PUBS ID=2276.
  • 5
    • 46449139782 scopus 로고    scopus 로고
    • Review of Turkey's renewable energy potential
    • M.A. Ozgur, "Review of Turkey's renewable energy potential", Renewable Energy, Vol. 33, pp. 2345-2356, 2008.
    • (2008) Renewable Energy , vol.33 , pp. 2345-2356
    • Ozgur, M.A.1
  • 6
    • 77349117988 scopus 로고    scopus 로고
    • Energy production and sustainable energy policies in Turkey
    • I. Yu& die;ksel, "Energy production and sustainable energy policies in Turkey", Renewable Energy, Vol. 35, pp. 1469-1476, 2010.
    • (2010) Renewable Energy , vol.35 , pp. 1469-1476
    • Yüksel, I.1
  • 7
    • 78650074308 scopus 로고    scopus 로고
    • International Energy Agency
    • International Energy Agency, World Energy Outlook 2010, 2010. Available at http://www.iea.org/Textbase/npsum/weo2010sum.pdf.
    • (2010) World Energy Outlook 2010
  • 8
    • 72049128026 scopus 로고    scopus 로고
    • A review of Turkish natural gas distribution market
    • E. Erdogdu, "A review of Turkish natural gas distribution market", Renewable and Sustainable Energy Reviews, Vol. 14, pp. 806-813, 2010.
    • (2010) Renewable and Sustainable Energy Reviews , vol.14 , pp. 806-813
    • Erdogdu, E.1
  • 9
    • 77950190750 scopus 로고    scopus 로고
    • StataCorp, College Station, Texas, StataCorp LP
    • StataCorp, Stata Statistical Software: Release 11, College Station, Texas, StataCorp LP, 2009.
    • (2009) Stata Statistical Software: Release 11
  • 11
    • 3142691279 scopus 로고    scopus 로고
    • An implicit surface modeling technique based on a modular neural network architecture
    • M. Carcenac, "An implicit surface modeling technique based on a modular neural network architecture", Turkish Journal of Electrical Engineering and Computer Sciences, Vol. 12, pp. 11-26, 2004.
    • (2004) Turkish Journal of Electrical Engineering and Computer Sciences , vol.12 , pp. 11-26
    • Carcenac, M.1
  • 14
    • 67649213773 scopus 로고    scopus 로고
    • Combination of neural networks forecasters for monthly natural gas consumption prediction
    • R. Kizilaslan, B. Karlik, "Combination of neural networks forecasters for monthly natural gas consumption prediction", Neural Network World, Vol. 19, pp. 191-199, 2009.
    • (2009) Neural Network World , vol.19 , pp. 191-199
    • Kizilaslan, R.1    Karlik, B.2
  • 15
    • 0032613931 scopus 로고    scopus 로고
    • Differentiating type of muscle movement via AR modeling and neural network classification
    • B. Karl?k, "Differentiating type of muscle movement via AR modeling and neural network classification", Turkish Journal of Electrical Engineering and Computer Sciences, Vol. 7, pp. 45-52, 1999.
    • (1999) Turkish Journal of Electrical Engineering and Computer Sciences , vol.7 , pp. 45-52
    • Karlk, B.1
  • 16
    • 0036038369 scopus 로고    scopus 로고
    • PM - Power and Machinery: Nozzle wear rate prediction using regression and neural network
    • M. Krishnaswamy, P. Krishnan, "PM - Power and Machinery: nozzle wear rate prediction using regression and neural network", Biosystems Engineering, Vol. 82, pp. 53-64, 2002.
    • (2002) Biosystems Engineering , vol.82 , pp. 53-64
    • Krishnaswamy, M.1    Krishnan, P.2
  • 17
    • 84861824395 scopus 로고    scopus 로고
    • Ward Systems Group, Frederick, Maryland, Ward Systems Group Inc
    • Ward Systems Group, NeuroShell Easy Predictor Instructions, Frederick, Maryland, Ward Systems Group Inc., 2008.
    • (2008) NeuroShell Easy Predictor Instructions
  • 18
    • 70349453596 scopus 로고    scopus 로고
    • An artificial neural network (p, d, q) model for timeseries forecasting
    • M. Khashei, M. Bijari, "An artificial neural network (p, d, q) model for timeseries forecasting", Expert Systems with Application, Vol. 37, pp. 479-489, 2010.
    • (2010) Expert Systems with Application , vol.37 , pp. 479-489
    • Khashei, M.1    Bijari, M.2
  • 22
    • 33748065484 scopus 로고
    • Spurious regressions in econometrics
    • C. Granger, P. Newbold. "Spurious regressions in econometrics", Journal of Econometrics, Vol. 2, pp. 111-120, 1974.
    • (1974) Journal of Econometrics , vol.2 , pp. 111-120
    • Granger, C.1    Newbold, P.2
  • 24
    • 70349472944 scopus 로고    scopus 로고
    • Natural gas demand in Turkey
    • E. Erdogdu, "Natural gas demand in Turkey", Applied Energy, Vol. 87, pp. 211-219, 2010.
    • (2010) Applied Energy , vol.87 , pp. 211-219
    • Erdogdu, E.1
  • 26
    • 84857620863 scopus 로고    scopus 로고
    • Knowledge management implementation in IZGAZ
    • H. Zaim, "Knowledge management implementation in IZGAZ", Journal of Economic and Social Research, Vol. 8, pp. 1-25, 2006.
    • (2006) Journal of Economic and Social Research , vol.8 , pp. 1-25
    • Zaim, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.