Optimum estimation and forecasting of renewable energy consumption by artificial neural networks

Renewable and Sustainable Energy Reviews

Volumn 27, Issue , 2013, Pages 605-612

  Azadeh, A ^a   Babazadeh, R ^a   Asadzadeh, S M ^a  

^a UNIVERSITY OF TEHRAN   (Iran)

Author keywords

Artificial neural networks; Policy making; Renewable energy consumption

Indexed keywords

DECISION MAKING PROCESS; FUZZY REGRESSION MODELS; MEAN ABSOLUTE PERCENTAGE ERROR; MEASUREMENT EQUIPMENT; MULTI LAYER PERCEPTRON; OPTIMUM ESTIMATIONS; POLICY MAKING; RENEWABLE ENERGY CONSUMPTION;

ELECTRIC LOAD FORECASTING; ENERGY UTILIZATION; ESTIMATION; FORECASTING; GREENHOUSE GASES; NEURAL NETWORKS; REGRESSION ANALYSIS;

ENERGY POLICY;

EID: 84881354120     PISSN: 13640321     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rser.2013.07.007     Document Type: Review

References (58)

1. I. Dincer Renewable energy and sustainable development: a crucial review Renewable and Sustainable Energy Reviews 4 2000 157 175 (Pubitemid 30572435)
2. SA. Kalogirou Solar thermal collectors and applications Progress in Energy and Combustion Science 30 2004 231 295
3. A. Demirbas Recent advances in biomass conversion technologies Environmental Science & Technology 6 2000 19 40
4. 2 emissions and oil prices in the G7 countries Energy Economics 31 2009 456 462
5. A. Demirbas Potential applications of renewable energy sources, biomass combustion problems in boiler power systems and combustion related environmental issues Progress in Energy and Combustion Science 31 2005 171 192
6. A Azadeh, M Saberi, SF Ghaderi, A Gitiforouz, and V. Ebrahimipour Improved estimation of electricity demand function by integration of fuzzy system and data mining approach Energy Conversion and Management 49 2008 2165 2177
7. A Azadeh, A Maghsoudi, and S. Sohrabkhani An integrated artificial neural networks approach for predicting global radiation Energy Conversion and Management 50 2009 1497 1505
8. A Azadeh, SM Asadzadeh, and A. Ghanbari An adaptive network-based fuzzy inference system for short-term natural gas demand estimation: Uncertain and complex environments Energy Policy 38 2010 1529 1536
9. A Azadeh, SF Ghaderi, S Tarverdian, and M. Saberi Integration of artificial neural networks and genetic algorithm to predict electrical energy consumption Applied Mathematics and Computation 186 2007 1731 1741 (Pubitemid 46509532)
10. A Azadeh, SF Ghaderi, and S. Sohrabkhani Annual electricity consumption forecasting by neural network in high energy consuming industrial sectors Energy Conversion and Management 49 8 2008 2272 2278
11. T Yalcinoz, and U. Eminoglu Short term and medium term power distribution load forecasting by neural networks Energy Conversion and Management 46 2005 1393 1405 (Pubitemid 40415114)
12. A Asar, and JR. McDonald A specification of neural network applications in the load forecasting problem IEEE Transactions on Control Systems Technology 2 2 1994 135 141
13. JL Mígueza, LM López-Gonzálezb, JM Salac, J Porteiroa, E Granadaa, and JC. Morána Review of compliance with EU-2010 targets on renewable energy in Galicia (Spain) Renewable & Sustainable Energy Reviews 10 2006 225 247
14. L Pérez-Lombard, J Ortiz, and Ch. Pout A review on buildings energy consumption information Energy and Buildings 40 2008 39 394
15. E Llera, S Scarpellini, A Aranda, and I. Zabalza Forecasting job creation from renewable energy deployment through a value-chain approach Renewable and Sustainable Energy Reviews 21 2013 262 271
16. Singh V, Fehrs J. The work that goes into renewable energy. Washington, DC, Renewable Energy Policy Project. REPP Research report no. 13; 2001.
17. B Moreno, and AJ. López The effect of renewable energy on employment. The case of Asturias (Spain). Renewable and Sustainable Energy Reviews 12 3 2008 732 751 (Pubitemid 351232302)
18. H. Lund Renewable energy strategies for sustainable development Energy 32 6 2007 912 919 (Pubitemid 46282335)
19. M. Pehnt Dynamic life cycle assessment (LCA) of renewable energy technologies Renewable Energy 31 2006 55 71
20. J. You China′s energy consumption and sustainable development: comparative evidence from GDP and genuine savings Renewable and Sustainable Energy Reviews 15 2011 2984 2989
21. U Al-mulali, Lee J YM, AH Mohammed, and L. Sheau-Ting Examining the link between energy consumption, carbon dioxide emission, and economic growth in Latin America and the Caribbean Renewable and Sustainable Energy Reviews 26 2013 42 48
22. 2 emissions, energy consumption and economic growth in China: a panel data analysis Energy Policy 39 2011 4870 4875
23. T Chien, and JL. Hu Renewable energy and macro economic efficiency of OECD and non-OECD economies Energy Policy 35 2007 3606 3615 (Pubitemid 46554850)
24. 2 emissions from fuel combustion using trend analysis Renewable & Sustainable Energy Reviews 149 2010 2906 2915
25. S Dunn, and C. Flavin Moving the climate change agenda forward. In C.Flavin et al. 2002 State of the world New York: Norton 24 50
26. S Iniyan, L Suganthi, and AA. Samuel Energy models for commercial energy prediction and substitution of renewable energy sources Energy Policy 34 2006 2640 2653 (Pubitemid 44204044)
27. AY Habbane, JC McVeigh, and SOI. Cabawe Solar radiation model for hot dry arid climates Applied Energy 23 1986 269 279 (Pubitemid 16604435)
28. L Suganthi, and A. Williams Renewable energy in India - a modeling study for 2020-2021 Energy Policy 28 2000 1095 1109
29. S Iniyan, and K. Sumathy An optimal renewable energy model for various end-uses Energy 25 2000 563 575 (Pubitemid 30309455)
30. 2: policy implications Energy 15 1990 91 104
31. MS Celiktas, and G. Kocar From potential forecast to foresight of Turkey′s renewable energy with Delphi approach Energy 35 2010 1973 1980
32. R Banos, F Manzano-Agugliaro, FG Montoya, C Gil, A Alcayde, and J. Gómez Optimization methods applied to renewable and sustainable energy: a review Renewable and Sustainable Energy Reviews 15 2011 1753 1766
33. S Jebaraj, and S. Iniyan A review of energy models Renewable and Sustainable Energy Reviews 10 4 2006 281 311 (Pubitemid 43131463)
34. SA. Kalogirou Applications of artificial neural networks for energy systems Applied Energy 67 2000 17 35
35. SA. Kalogirou Artificial neural networks in renewable energy systems applications: a review Renewable and Sustainable Energy Reviews 5 2001 373 401 (Pubitemid 32610523)
36. A Sozen, E ArcaklIoglu, M Ozalp, and N. Caglar Forecasting based on neural network approach of solar potential in Turkey Renewable Energy 30 2005 1075 1090
37. F. Nielsen Neural networks-algorithms and application 2001 Niels Brock Business College
38. C. Stergiou, and D. Siganos Neural Networks 2008
39. M. Turhan Neural networks and computation of neural network weights and biases by the generalized delta rule and back-propagation of errors Rock Solid Images 1995
40. Werbos PI. Beyond regression: new tools for prediction and analysis in the behavior sciences. PhD thesis. Harvard University, Cambridge, MA; 1974.
41. DE Rumelhart, and JL. McClelland Parallel distributed processing: explorations in the microstructure of cognition, Cambridge 1986 MIT Press MA: Foundations
42. DC Park, MA El-Tarawa, RJ Marks, LE Atlas, and MJ. Dasburg Electric load forecasting using an artificial neural network IEEE Transactions on Power Systems 6 2 1991 442 449
43. JH Park, YM Park, and KY. Lee Composite modeling for adaptive short term load forecasting IEEE Transactions on Power Systems 6 2 1991 450 457
44. TM Peng, N Hubele, and GF. Karady Advancement in the application of neural networks for short term load forecasting IEEE Transactions on Power Systems 7 1 1992 250 256
45. TM Peng, N Hubele, and GF. Karady An adaptive neural network approach to one-week ahead load forecasting IEEE Transactions on Power Systems 8 3 1993 1195 1203
46. P Diamond, and H. Tanaka Fuzzy regression analysis R. Stowinski, Fuzzy sets in decision analysis, operations research and statistics 1998 Kluwer Academic Publishers Boston
47. EC Özelkan, and L. Duckstein Multi-objective fuzzy regression: a general framework Computer and Operations Research 27 2000 635 640
48. H Tanaka, S Uejima, and K. Asia Linear regression analysis with fuzzy model IEEE Transactions on Systems, Man, and Cybernetics 12 6 1982 903 907 (Pubitemid 13493493)
49. M Sakawa, and H. Yano Multi-objective fuzzy linear regression analysis and its application Electronic Communication 73 1990 1 9
50. M Sakawa, and H. Yano Multi-objective fuzzy linear regression analysis for fuzzy input-output data Fuzzy Sets and Systems 47 1992 173 181
51. G. Peters Fuzzy linear regression with fuzzy intervals Fuzzy Sets and Systems 63 1994 45 55
52. B Kim, and RR. Bishu Evaluation of fuzzy linear regression models by comparing membership functions Fuzzy Sets and Systems 100 1998 342 352
53. P. Diamond Fuzzy least squares Information Sciences 46 1988 141 157
54. A. Celmins Multidimensional least-squares model fitting of fuzzy models Mathematical Modeling 9 1987 669 690
55. A. Celmins Least squares model fitting to fuzzy vector data Fuzzy Sets and Systems 22 1987 245 269
56. D Savic, and W. Pedrycz Evaluation of fuzzy regression models Fuzzy Sets and Systems 39 1991 51 63
57. PT Chang, and ES. Lee A generalized fuzzy weighted least-squares regression Fuzzy Sets and Systems 82 1996 289 298 (Pubitemid 126667475)
58. H. Tanaka Fuzzy data analysis by possibilistic linear models Fuzzy Sets and Systems 24 1987 363 375