메뉴 건너뛰기




Volumn 110, Issue 1, 2010, Pages 59-70

Prediction of soil temperature using regression and artificial neural network models

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BACK PROPAGATION; METEOROLOGY; SOIL PROPERTY; SOIL TEMPERATURE;

EID: 78650014065     PISSN: 01777971     EISSN: 14365065     Source Type: Journal    
DOI: 10.1007/s00703-010-0104-x     Document Type: Article
Times cited : (129)

References (37)
  • 1
    • 16244417840 scopus 로고    scopus 로고
    • Principle component and multiple regression analysis in modeling of ground-level ozone and factors affecting its concentrations
    • Abdul-Wahab SA, Bakheit CS, Al-Alawi SM (2005) Principle component and multiple regression analysis in modeling of ground-level ozone and factors affecting its concentrations. Environ Model Softw 20: 1263-1271.
    • (2005) Environ Model Softw , vol.20 , pp. 1263-1271
    • Abdul-Wahab, S.A.1    Bakheit, C.S.2    Al-Alawi, S.M.3
  • 2
    • 9644279626 scopus 로고    scopus 로고
    • Test of a simple model for estimating evaporation from bare soils in different environments
    • Aydin M, Yang SL, Kurt N, Yano T (2005) Test of a simple model for estimating evaporation from bare soils in different environments. Ecol Model 182: 91-105.
    • (2005) Ecol Model , vol.182 , pp. 91-105
    • Aydin, M.1    Yang, S.L.2    Kurt, N.3    Yano, T.4
  • 3
    • 1642310555 scopus 로고    scopus 로고
    • Correlation of wind speed between neighboring measuring stations
    • Bechrakis DA, Sparis PD (2004) Correlation of wind speed between neighboring measuring stations. IEEE Trans Energy Convers 19: 400-406.
    • (2004) IEEE Trans Energy Convers , vol.19 , pp. 400-406
    • Bechrakis, D.A.1    Sparis, P.D.2
  • 4
    • 0035186650 scopus 로고    scopus 로고
    • Temperature and soil moisture content effects on the growth of Lumbricus terrestris (Oligochaeta: Lumbricidae) under laboratory conditions
    • Berry EC, Jordan D (2001) Temperature and soil moisture content effects on the growth of Lumbricus terrestris (Oligochaeta: Lumbricidae) under laboratory conditions. Soil Biol Biochem 33: 133-136.
    • (2001) Soil Biol Biochem , vol.33 , pp. 133-136
    • Berry, E.C.1    Jordan, D.2
  • 5
    • 75649096042 scopus 로고    scopus 로고
    • Prediction of long-term monthly temperature and rainfall in Turkey
    • Bilgili M, Sahin B (2010) Prediction of long-term monthly temperature and rainfall in Turkey. Energy Sources 32: 60-71.
    • (2010) Energy Sources , vol.32 , pp. 60-71
    • Bilgili, M.1    Sahin, B.2
  • 6
    • 34250762015 scopus 로고    scopus 로고
    • Application of artificial neural networks for the wind speed prediction of target station using reference stations data
    • Bilgili M, Sahin B, Yasar A (2007) Application of artificial neural networks for the wind speed prediction of target station using reference stations data. Renew Energy 32: 2350-2360.
    • (2007) Renew Energy , vol.32 , pp. 2350-2360
    • Bilgili, M.1    Sahin, B.2    Yasar, A.3
  • 7
    • 57349187878 scopus 로고    scopus 로고
    • A comparative study of some estimation methods for parameters and effects of outliers in simple regression model for research on small ruminants
    • Cankaya S (2009) A comparative study of some estimation methods for parameters and effects of outliers in simple regression model for research on small ruminants. Trop Anim Health Prod 41: 35-41.
    • (2009) Trop Anim Health Prod , vol.41 , pp. 35-41
    • Cankaya, S.1
  • 8
    • 34547828013 scopus 로고    scopus 로고
    • Unified formulation for web crippling strength of cold-formed steel sheeting using stepwise regression
    • Cevik A (2007) Unified formulation for web crippling strength of cold-formed steel sheeting using stepwise regression. J Constr Steel Res 63: 1305-1316.
    • (2007) J Constr Steel Res , vol.63 , pp. 1305-1316
    • Cevik, A.1
  • 9
    • 33846302474 scopus 로고    scopus 로고
    • Effects of soil moisture and plant interactions on the soil microbial community structure
    • Chen MM, Zhu YG, Su YH, Chen BD, Fu BJ, Marschner P (2007) Effects of soil moisture and plant interactions on the soil microbial community structure. Eur J Soil Biol 43: 31-38.
    • (2007) Eur J Soil Biol , vol.43 , pp. 31-38
    • Chen, M.M.1    Zhu, Y.G.2    Su, Y.H.3    Chen, B.D.4    Fu, B.J.5    Marschner, P.6
  • 10
    • 75849164668 scopus 로고    scopus 로고
    • Engineering properties and dynamic behavior of caliche deposits in a seismically active region in southern Turkey
    • Dinçer İ, Acar A, Kocaoǧlu A (2010) Engineering properties and dynamic behavior of caliche deposits in a seismically active region in southern Turkey. Eng Geol 111: 73-89.
    • (2010) Eng Geol , vol.111 , pp. 73-89
    • Dinçer, I.1    Acar, A.2    Kocaoǧlu, A.3
  • 11
    • 58149289352 scopus 로고    scopus 로고
    • Ground temperature estimations using simplified analytical and semi-empirical approaches
    • Droulia F, Lykoudis S, Tsiros I, Alvertos N, Akylas E, Garofalakis I (2009) Ground temperature estimations using simplified analytical and semi-empirical approaches. Sol Energy 83: 211-219.
    • (2009) Sol Energy , vol.83 , pp. 211-219
    • Droulia, F.1    Lykoudis, S.2    Tsiros, I.3    Alvertos, N.4    Akylas, E.5    Garofalakis, I.6
  • 13
    • 64849117838 scopus 로고    scopus 로고
    • Generalized regression neural networks and feed forward neural networks for prediction of scour depth around bridge piers
    • Firat M, Gungor M (2009) Generalized regression neural networks and feed forward neural networks for prediction of scour depth around bridge piers. Adv Eng Softw 40: 731-737.
    • (2009) Adv Eng Softw , vol.40 , pp. 731-737
    • Firat, M.1    Gungor, M.2
  • 14
    • 34547561014 scopus 로고    scopus 로고
    • Determination of soil temperature in an arid region
    • Gao Z, Bian L, Hu Y, Wang L, Fan J (2007) Determination of soil temperature in an arid region. J Arid Environ 71: 157-168.
    • (2007) J Arid Environ , vol.71 , pp. 157-168
    • Gao, Z.1    Bian, L.2    Hu, Y.3    Wang, L.4    Fan, J.5
  • 15
    • 51749102673 scopus 로고    scopus 로고
    • An improved force-restore method for soil temperature prediction
    • Gao Z, Horton R, Wang L, Liu H, Wen J (2008) An improved force-restore method for soil temperature prediction. Eur J Soil Sci 59: 972-981.
    • (2008) Eur J Soil Sci , vol.59 , pp. 972-981
    • Gao, Z.1    Horton, R.2    Wang, L.3    Liu, H.4    Wen, J.5
  • 16
    • 33745624576 scopus 로고    scopus 로고
    • Soil temperatures at Armagh observatory, Northern Ireland, from 1904 to 2002
    • García-Suárez AM, Butler CJ (2006) Soil temperatures at Armagh observatory, Northern Ireland, from 1904 to 2002. Int J Climatol 26: 1075-1089.
    • (2006) Int J Climatol , vol.26 , pp. 1075-1089
    • García-Suárez, A.M.1    Butler, C.J.2
  • 17
    • 0035424839 scopus 로고    scopus 로고
    • Prediction of soil temperature by using artificial neural networks algorithms
    • George RK (2001) Prediction of soil temperature by using artificial neural networks algorithms. Nonlinear Anal 47: 1737-1748.
    • (2001) Nonlinear Anal , vol.47 , pp. 1737-1748
    • George, R.K.1
  • 19
    • 0034963531 scopus 로고    scopus 로고
    • Artificial neural networks in renewable energy systems applications: A review
    • Kalogirou SA (2001) Artificial neural networks in renewable energy systems applications: a review. Renew Sustain Energy Rev 5: 373-401.
    • (2001) Renew Sustain Energy Rev , vol.5 , pp. 373-401
    • Kalogirou, S.A.1
  • 20
    • 0034308212 scopus 로고    scopus 로고
    • Predicting spatial and temporal patterns of soil temperature based on topography, surface cover and air temperature
    • Kang S, Kim S, Oh S, Lee D (2000) Predicting spatial and temporal patterns of soil temperature based on topography, surface cover and air temperature. For Ecol Manag 136: 173-184.
    • (2000) For Ecol Manag , vol.136 , pp. 173-184
    • Kang, S.1    Kim, S.2    Oh, S.3    Lee, D.4
  • 21
    • 39449107213 scopus 로고    scopus 로고
    • The consolidation characteristics of an unsaturated compacted soil
    • Kayadelen C (2008) The consolidation characteristics of an unsaturated compacted soil. Environ Geol 54: 325-334.
    • (2008) Environ Geol , vol.54 , pp. 325-334
    • Kayadelen, C.1
  • 22
    • 1642497522 scopus 로고    scopus 로고
    • River flow modeling using artificial neural networks
    • Kisi O (2004) River flow modeling using artificial neural networks. J Hydrol Eng 9: 60-63.
    • (2004) J Hydrol Eng , vol.9 , pp. 60-63
    • Kisi, O.1
  • 23
    • 33947213054 scopus 로고    scopus 로고
    • Nonlinear prediction of near-surface temperature via univariate and multivariate time series embedding
    • Koçak K, Şaylan L, Eitzinger J (2004) Nonlinear prediction of near-surface temperature via univariate and multivariate time series embedding. Ecol Model 173: 1-7.
    • (2004) Ecol Model , vol.173 , pp. 1-7
    • Koçak, K.1    Şaylan, L.2    Eitzinger, J.3
  • 24
    • 0031189867 scopus 로고    scopus 로고
    • Using artificial neural networks to predict interior velocity coefficients
    • Krauss G, Kindangen JI, Depecker P (1997) Using artificial neural networks to predict interior velocity coefficients. Build Environ 32: 295-303.
    • (1997) Build Environ , vol.32 , pp. 295-303
    • Krauss, G.1    Kindangen, J.I.2    Depecker, P.3
  • 25
    • 10844260586 scopus 로고    scopus 로고
    • Application of soft computing models to hourly weather analysis in southern Saskatchewan, Canada
    • Maqsood I, Khan MR, Huang GH, Abdalla R (2005) Application of soft computing models to hourly weather analysis in southern Saskatchewan, Canada. Eng Appl Artif Intell 18: 115-125.
    • (2005) Eng Appl Artif Intell , vol.18 , pp. 115-125
    • Maqsood, I.1    Khan, M.R.2    Huang, G.H.3    Abdalla, R.4
  • 26
    • 27744501238 scopus 로고    scopus 로고
    • Artificial neural network application for multi-ecosystem carbon flux simulation
    • Melesse AM, Hanley RS (2005) Artificial neural network application for multi-ecosystem carbon flux simulation. Ecol Model 189: 305-314.
    • (2005) Ecol Model , vol.189 , pp. 305-314
    • Melesse, A.M.1    Hanley, R.S.2
  • 27
    • 0036497467 scopus 로고    scopus 로고
    • On estimating soil surface temperature profiles
    • Mihalakakou G (2002) On estimating soil surface temperature profiles. Energy Build 34: 251-259.
    • (2002) Energy Build , vol.34 , pp. 251-259
    • Mihalakakou, G.1
  • 28
    • 0035445587 scopus 로고    scopus 로고
    • A methodology for surface soil moisture and vegetation optical depth retrieval using the microwave polarization difference index
    • Owe M, de Jeu R, Walker J (2001) A methodology for surface soil moisture and vegetation optical depth retrieval using the microwave polarization difference index. IEEE Trans Geosci Remote Sens 39: 1643-1654.
    • (2001) IEEE Trans Geosci Remote Sens , vol.39 , pp. 1643-1654
    • Owe, M.1    de Jeu, R.2    Walker, J.3
  • 29
    • 27744435513 scopus 로고    scopus 로고
    • A new approach for the prediction of ash fusion temperatures: A case study using Turkish lignites
    • Özbayoǧlu G, Özbayoǧlu ME (2006) A new approach for the prediction of ash fusion temperatures: a case study using Turkish lignites. Fuel 85: 545-552.
    • (2006) Fuel , vol.85 , pp. 545-552
    • Özbayoǧlu, G.1    Özbayoǧlu, M.E.2
  • 31
    • 69549107508 scopus 로고    scopus 로고
    • Soil temperature calculation for burial site analysis
    • Prangnell J, McGowan G (2009) Soil temperature calculation for burial site analysis. Forensic Sci Int 191: 104-109.
    • (2009) Forensic Sci Int , vol.191 , pp. 104-109
    • Prangnell, J.1    McGowan, G.2
  • 33
    • 12444263238 scopus 로고    scopus 로고
    • Forecasting based on neural network approach of solar potential in Turkey
    • Sözen A, Arcakli{dotless}oǧlu E, Özalp M, Çaǧlar N (2005) Forecasting based on neural network approach of solar potential in Turkey. Renew Energy 30: 1075-1090.
    • (2005) Renew Energy , vol.30 , pp. 1075-1090
    • Sözen, A.1    Arcaklioǧlu, E.2    Özalp, M.3    Çaǧlar, N.4
  • 34
    • 78650025781 scopus 로고    scopus 로고
    • Estimation and validation of soil moisture using PALSAR onboard ALOS over Mongolian plateau
    • Tadono T, Shimada M, Fujii H, Kaihotsu I (2008) Estimation and validation of soil moisture using PALSAR onboard ALOS over Mongolian plateau. Piers Online 4: 691-694.
    • (2008) Piers Online , vol.4 , pp. 691-694
    • Tadono, T.1    Shimada, M.2    Fujii, H.3    Kaihotsu, I.4
  • 35
    • 0032477357 scopus 로고    scopus 로고
    • Diurnal soil temperature fluctuations for different erosion classes of an oxisol at Mlingano, Tanzania
    • Tenge AJ, Kagihura FBS, Lal R, Singh BR (1998) Diurnal soil temperature fluctuations for different erosion classes of an oxisol at Mlingano, Tanzania. Soil Tillage Res 49: 211-217.
    • (1998) Soil Tillage Res , vol.49 , pp. 211-217
    • Tenge, A.J.1    Kagihura, F.B.S.2    Lal, R.3    Singh, B.R.4
  • 36
    • 0034965974 scopus 로고    scopus 로고
    • N2O emissions from humid tropical agricultural soils: Effects of soil moisture, texture and nitrogen availability
    • Weitz AM, Linder E, Frolking S, Crill PM, Keller M (2001) N2O emissions from humid tropical agricultural soils: effects of soil moisture, texture and nitrogen availability. Soil Biol Biochem 33: 1077-1093.
    • (2001) Soil Biol Biochem , vol.33 , pp. 1077-1093
    • Weitz, A.M.1    Linder, E.2    Frolking, S.3    Crill, P.M.4    Keller, M.5
  • 37
    • 78650023119 scopus 로고    scopus 로고
    • Influence of upper layer properties on the ground temperature distribution
    • Yi{dotless}lmaz T, Özbek A, Yi{dotless}lmaz A, Büyükalaca O (2009) Influence of upper layer properties on the ground temperature distribution. J Therm Sci Technol 29: 43-51.
    • (2009) J Therm Sci Technol , vol.29 , pp. 43-51
    • Yilmaz, T.1    Özbek, A.2    Yilmaz, A.3    Büyükalaca, O.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.