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Volumn 87, Issue 11, 2010, Pages 3538-3545

Data-based method for creating electricity use load profiles using large amount of customer-specific hourly measured electricity use data

Author keywords

Electricity use; Energy efficiency; Load curves; Load profiling; Self organizing map; Time series clustering

Indexed keywords

CONFORMAL MAPPING; ELECTRIC POWER GENERATION; ELECTRIC UTILITIES; ENERGY EFFICIENCY; SALES; SELF ORGANIZING MAPS; TIME SERIES;

EID: 77955176145     PISSN: 03062619     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apenergy.2010.05.015     Document Type: Article
Times cited : (191)

References (27)
  • 1
    • 84881370594 scopus 로고    scopus 로고
    • Load research and load estimation in electricity distribution. VTT Publications 289, Technical Research Centre of Finland; 1996.
    • Seppälä A. Load research and load estimation in electricity distribution. VTT Publications 289, Technical Research Centre of Finland; 1996.
    • Seppälä, A.1
  • 2
    • 85021036271 scopus 로고    scopus 로고
    • The European Parliament and The Council of the European Union, Directive 2006/32/EC of the European Parliament and of the Council on Energy End-Use Efficiency and Energy Service and Repealing Council Directive 93/76/EEC;
    • The European Parliament and The Council of the European Union, Directive 2006/32/EC of the European Parliament and of the Council on Energy End-Use Efficiency and Energy Service and Repealing Council Directive 93/76/EEC; 2006.
    • (2006)
  • 4
    • 0008737035 scopus 로고    scopus 로고
    • Metering and modeling residential end-use electricity load curves
    • Bartels R., Fiebig D.G. Metering and modeling residential end-use electricity load curves. J Forecast 1996, 15:415-426.
    • (1996) J Forecast , vol.15 , pp. 415-426
    • Bartels, R.1    Fiebig, D.G.2
  • 5
    • 40949110938 scopus 로고    scopus 로고
    • Load research as a tool in electric power system planning, operation, and control - the case of Jordan
    • Elkarmi F. Load research as a tool in electric power system planning, operation, and control - the case of Jordan. Energy Policy 2008, 36:1757-1763.
    • (2008) Energy Policy , vol.36 , pp. 1757-1763
    • Elkarmi, F.1
  • 8
    • 9244240793 scopus 로고    scopus 로고
    • Load forecasting using support vector machines: a study on EUNITE competition 2001
    • Chen B.-J., Chang M.-W., Lin C.-J. Load forecasting using support vector machines: a study on EUNITE competition 2001. IEEE Trans Power Syst 2004, 19:1821-1830.
    • (2004) IEEE Trans Power Syst , vol.19 , pp. 1821-1830
    • Chen, B.-J.1    Chang, M.-W.2    Lin, C.-J.3
  • 10
    • 44649187909 scopus 로고    scopus 로고
    • A pattern recognition methodology for evaluation of load profiles and typical days of large electricity customers
    • Tsekouras G.J., Kotoulas P.B., Tsirekis C.D., Dialynas E.N., Hatziargyriou N.D. A pattern recognition methodology for evaluation of load profiles and typical days of large electricity customers. Elec Power Syst Res 2008, 10.1016/j.epsr.2008.01.010.
    • (2008) Elec Power Syst Res
    • Tsekouras, G.J.1    Kotoulas, P.B.2    Tsirekis, C.D.3    Dialynas, E.N.4    Hatziargyriou, N.D.5
  • 11
    • 33646366398 scopus 로고    scopus 로고
    • Comparisons among clustering techniques for electricity customer classification
    • Chicco G., Napoli R., Piglione F. Comparisons among clustering techniques for electricity customer classification. IEEE Trans Power Syst 2006, 21:933-940.
    • (2006) IEEE Trans Power Syst , vol.21 , pp. 933-940
    • Chicco, G.1    Napoli, R.2    Piglione, F.3
  • 12
    • 42749097900 scopus 로고    scopus 로고
    • Reducing energy consumption by using self-organizing maps to create more personalized electricity use information
    • Räsänen T., Ruuskanen J., Kolehmainen M. Reducing energy consumption by using self-organizing maps to create more personalized electricity use information. Appl Energy 2008, 85:830-840.
    • (2008) Appl Energy , vol.85 , pp. 830-840
    • Räsänen, T.1    Ruuskanen, J.2    Kolehmainen, M.3
  • 13
    • 57049159205 scopus 로고    scopus 로고
    • Construction of the hourly load curves and detecting the annual peak load of future Syrian electric power demand using bottom-up approach
    • Hainoun A. Construction of the hourly load curves and detecting the annual peak load of future Syrian electric power demand using bottom-up approach. Int J Electr Power Energy Syst 2009, 31:1-12.
    • (2009) Int J Electr Power Energy Syst , vol.31 , pp. 1-12
    • Hainoun, A.1
  • 14
    • 16244374965 scopus 로고    scopus 로고
    • Modelling the load curve of aggregate electricity consumption using principal components
    • Manera M., Marzullo A. Modelling the load curve of aggregate electricity consumption using principal components. Environ Modell Softw 2005, 20:1389-1400.
    • (2005) Environ Modell Softw , vol.20 , pp. 1389-1400
    • Manera, M.1    Marzullo, A.2
  • 15
    • 48149114855 scopus 로고    scopus 로고
    • The non-linear link between electricity next term consumption and previous term temperature next term in Europe: a threshold panel approach
    • Bessec M., Fouquau J. The non-linear link between electricity next term consumption and previous term temperature next term in Europe: a threshold panel approach. Energy Econ 2008, 30:2705-2721.
    • (2008) Energy Econ , vol.30 , pp. 2705-2721
    • Bessec, M.1    Fouquau, J.2
  • 16
    • 0036138064 scopus 로고    scopus 로고
    • Temperature and seasonality influences on Spanish electricity load
    • Pardo A., Meneu V., Valor E. Temperature and seasonality influences on Spanish electricity load. Energy Econ 2002, 24:55-70.
    • (2002) Energy Econ , vol.24 , pp. 55-70
    • Pardo, A.1    Meneu, V.2    Valor, E.3
  • 17
    • 84881370202 scopus 로고    scopus 로고
    • Weather Savonia. Savonia University of Applied Sciences, Online weather service.
    • Weather Savonia. Savonia University of Applied Sciences, Online weather service. http://weather.savonia-amk.fi/.
  • 18
    • 24044470614 scopus 로고    scopus 로고
    • Clustering of time series data - a survey
    • Liao W. Clustering of time series data - a survey. Pattern Recogn 2005, 38:1857-1874.
    • (2005) Pattern Recogn , vol.38 , pp. 1857-1874
    • Liao, W.1
  • 21
    • 0001457509 scopus 로고
    • Some methods for classification and analysis of multivariate observations
    • University of California Press
    • MacQueen J. Some methods for classification and analysis of multivariate observations. The fifth Berkeley symposium on mathematical statistics and probability 1967, vol. 1:281-297. University of California Press.
    • (1967) The fifth Berkeley symposium on mathematical statistics and probability , vol.1 , pp. 281-297
    • MacQueen, J.1
  • 24
    • 0020386641 scopus 로고
    • Some comments on the evaluation of model performance
    • Willmot C. Some comments on the evaluation of model performance. Bull Am Meteorol Soc 1982, 63:1309-1313.
    • (1982) Bull Am Meteorol Soc , vol.63 , pp. 1309-1313
    • Willmot, C.1
  • 25
    • 34047247047 scopus 로고    scopus 로고
    • Consideration of measurement uncertainty in the evaluation of goodness-of-fit in hydrologic and water quality modeling
    • Harmel R.D., Smith P.K. Consideration of measurement uncertainty in the evaluation of goodness-of-fit in hydrologic and water quality modeling. J Hydrol 2007, 337:326-336.
    • (2007) J Hydrol , vol.337 , pp. 326-336
    • Harmel, R.D.1    Smith, P.K.2
  • 26
    • 0032920124 scopus 로고    scopus 로고
    • Evaluating the use of " goodness-of-fit" measures in hydrologic and hydroclimatic model validation
    • Legates D.R., McCabe G.J. Evaluating the use of " goodness-of-fit" measures in hydrologic and hydroclimatic model validation. Water Resour Res 1999, 35:233-241.
    • (1999) Water Resour Res , vol.35 , pp. 233-241
    • Legates, D.R.1    McCabe, G.J.2
  • 27
    • 85021017582 scopus 로고    scopus 로고
    • Suomen Sähkölaitosyhdistys ry. Sähkön käytön kuormitustutkimus. Sähköenergialiitto ry.:n julkaisusarja, Helsinki; 1992. ISSN: 0786-7905.
    • Suomen Sähkölaitosyhdistys ry. Sähkön käytön kuormitustutkimus. Sähköenergialiitto ry.:n julkaisusarja, Helsinki; 1992. ISSN: 0786-7905.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.