Comparison of individual and combined ANN models for prediction of air and dew point temperature

Applied Intelligence

Volumn 39, Issue 2, 2013, Pages 354-366

  Nadig, Karthik ^a   Potter, Walter ^b   Hoogenboom, Gerrit ^c   McClendon, Ronald ^d  

^a UNIVERSITY OF GEORGIA   (United States)

^b Washington State University ^*  (United States)

^c WASHINGTON STATE UNIVERSITY   (United States)

^d University of Georgia   (United States)

Author keywords

Air temperature; Artificial neural networks; Decision support system; Dew point temperature; Frost protection; Weather modeling

Indexed keywords

AIR TEMPERATURE; ARTIFICIAL NEURAL NETWORK MODELS; AUTOMATED ENVIRONMENTS; DEWPOINT TEMPERATURE; MEAN ABSOLUTE ERROR; PREDICTION ACCURACY; PREDICTION HORIZON; WEATHER MODELING;

ATMOSPHERIC TEMPERATURE; DECISION SUPPORT SYSTEMS; FROST PROTECTION; NEURAL NETWORKS;

WEATHER FORECASTING;

EID: 84882829483     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-012-0417-1     Document Type: Article

References (35)

1. Anastasiadis AD, Magoulas GD, Vrahatis MN (2005) New globally convergent training scheme based on the resilient propagation algorithm. Neurocomputing 64:253-270
2. Attaway JA (1997) A history of Florida Citrus freezes. Florida Science Source, Inc, Lake Alfred
3. Boatright SR, McKissick JC (2008) 2007 Georgia farm gate value report. Center for Agribusiness and Economic Development. The University of Georgia. AR-08-01
4. Chevalier R, Hoogenboom G, McClendon R, Paz J (2011) Support vector regression with reduced training sets for air temperature prediction: a comparison with artificial neural networks. Neural Comput Appl 20:151-159
5. Chevalier R, Hoogenboom G, McClendon R, Paz J (2012) A web-based fuzzy expert system for frost warnings in horticultural crops. Environ Model Softw 35:84-91
6. Cooper WC, Young RH, Turrell FM (1964) Microclimate and physiology of citrus: their relation to cold protection. Agric Sci Rev 2(1):38-50
7. Fauci A (2008) Harrison's principles of internal medicine. McGraw-Hill, New York
8. Fonsah EG, Taylor KC, Funderburk F (2007) Enterprise cost analysis for middle. Technical report, AGECON-06-118
9. Gevrey M, Dimopoulos I, Lek S (2003) Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecol Model 160:249-264
10. Grundstein A, Ramseyer C, Zhao F, Pesses J, Akers P, Qureshi A et al (2012) A retrospective analysis of American football hyperthermia deaths in the United States. Int J Biometeorol 56:11-20
11. Haykin S (1999) Neural networks: a comprehensive foundation, 2nd edn. Prentice Hall, Upper Saddle River
12. Hochmuth GJ, Kostewicz S, Martin F (1993) Irrigation method and Rowcover use for strawberry freeze protection. J Am Soc Hortic Sci 118:575-579
13. Hoogenboom G (1993) The Georgia automated environmental monitoring network. In: Hatcher K (ed) Proceedings of the 1993 Georgia water resources conference, The University of Georgia, Athens, pp 398-402
14. Hoogenboom G (2000) The Georgia automated environmental monitoring network. In: Preprints of the 24th conference on agricultural and forest meteorology, pp 24-25. American Meteorological Society, Boston
15. Hoogenboom G (2005) The Georgia automated environmental monitoring network: experiences with the development of a state-wide automated weather station network. In: Proceedings of the 13th symposium on meteorological observations and instrumentation & 15th conference on applied climatology. American Society of Meteorology, Boston
16. Hoogenboom G, Coker DD, Edenfield JM, Evans DM, Fang C (2003) The Georgia automated environmental monitoring network: ten years of weather information for water resources management. In: Proceedings of the 2003 Georgia water resources conference
17. Igel C, Hüsken M (2003) Empirical evaluation of the improved RPROP learning algorithms. Neurocomputing 50:105-123
18. Jain A (2003) Frost prediction using artificial neural networks: a temperature prediction approach. M.S. thesis
19. Jain A, McClendon RW, Hoogenboom G, Ramyaa R (2003) Prediction of frost for fruit protection using artificial neural networks. Am Soc Agric Eng 03:3075
20. Jones GM, Stallings CC (1999) Reducing heat stress for dairy cattle. Virginia Cooperative Extension, Blacksburg
21. Martsolf JD, Gerber JF, Chen EY, Jackson HL, Rose AJ (1984) What do satellite and other data suggest about past and future Florida freezes. In: Proceedings of the Florida state horticultural society, pp 17-21
22. Narendra KS, Mukhopadhyay S (1994) Adaptive control of nonlinear multivariable systems using neural networks. Decis Control 7(5):737-752
23. Perry KB (1994) Frost/freeze protection for horticultural crops. North Carolina cooperative extension service. Leaflet No: 705-A
24. Perry KB (1998) Basics of frost and freeze protection for horticultural crops, 8th edn. HortTechnology, Alexandria
25. Riedmiller M, Braun H (1993) A direct adaptive method for faster backpropagation learning: the RPROP algorithm. In: IEEE international conference on neural networks, pp 586-591
26. Robinson PJ (2000) Temporal trends in United States dew point temperatures. Int J Climatol 20(9):985-1002
27. Rodrigo J (2000) Spring frosts in deciduous fruit trees - morphological damage and flower hardiness. Sci Hortic 85:155-173
28. Sandstrom MA, Lauritsen RG, Changnon D (2004) A Central-US summer extreme dew-point climatology (1949-2000). Phys Geogr 25(3):191-207
29. Shank DB, McClendon RW, Paz JA (2008) Ensemble artificial neural networks for prediction of dew point temperature. Appl Artif Intell 22(6):523-542
30. Shank D, Hoogenboom G, McClendon R (2008) Dewpoint temperature prediction using artificial neural networks. J Appl Meteorol Climatol 47:1757
31. Smith BA, Hoogenboom G, McClendon RW (2009) Artificial neural networks for automated year-round temperature prediction. Comput Electron Agric 68:52-61
32. Smith BA, McClendon RW, Hoogenboom G (2008) Improving air temperature prediction with artificial neural networks. Int J Comput Intell 3(3):179-186
33. Ward System Group (1993) Manual of NeuroShell 2. Ward System Group, Frederick
34. Warmund MR, Guinan P, Fernandez G (2008) Temperatures and cold damage to small fruit crops across the Eastern United States associated with the April 2007 freeze. HortScience 43(6):1643-1647
35. White GF, Haas HE (1975) Assessment of research on natural hazards. MIT Press, Cambridge