A new improved Na/K geothermometer by artificial neural networks

被引:87
作者
Can, I [1 ]
机构
[1] Ataturk Univ, Dept Civil Engn, TR-25240 Erzurum, Turkey
关键词
geochemistry; Na/K geothermometer; artificial neural networks; exploration;
D O I
10.1016/S0375-6505(02)00044-5
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A new Na/K geothermometer equation has been developed. The temperature function is: [GRAPHICS] Concentrations are in mg/kg. The new improved geothermometer equation was developed by artificial neural networks. The normalized mean square error (NMSE) used in the new improved Na/K equation for temperatures ranging from 94 to 345 degreesC is 0.179, which is lower than the corresponding NMSE 0.226, 0.598, 0.656, 0.268, 0.328 and 0.225 for the equations of Arnorsson et al. (1983; Geochim. Cosmochim. Acta 47, 567-577), Truesdell (1975; Proc. 2nd UN Symposium), Tonani (1980; Proc. Adv. Eur. Geoth. Research, 2nd Symposium), Fournier (1979a; J. Volcanol. Geotherm. Res. 5, 1-16), Nieva and Nieva (1987; Heat Recovery Systems and CHP 7, 243-258) and Giggenbach (1988; Geochim. Cosmochim. Acta 52, 2749-2765), respectively. It is therefore strongly recommended to use this new improved Na/K geothermometer equation for geothermal exploration. Since the proposed Na/K geothermometer was developed on a purely empirical basis, it should not be applied outside the T-P-X range of calibration. (C) 2002 CNR. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:751 / 760
页数:10
相关论文
共 31 条
[1]  
ANDRESDOTTIR A, 1995, P WORLD GEOTH C 1995, V2, P1001
[2]  
[Anonymous], 1981, APPL WATER GEOCHEMIS
[3]  
[Anonymous], [No title captured]
[4]   THE CHEMISTRY OF GEOTHERMAL WATERS IN ICELAND .3. CHEMICAL GEOTHERMOMETRY IN GEOTHERMAL INVESTIGATIONS [J].
ARNORSSON, S ;
GUNNLAUGSSON, E ;
SVAVARSSON, H .
GEOCHIMICA ET COSMOCHIMICA ACTA, 1983, 47 (03) :567-577
[5]   UNIVERSAL APPROXIMATION TO NONLINEAR OPERATORS BY NEURAL NETWORKS WITH ARBITRARY ACTIVATION FUNCTIONS AND ITS APPLICATION TO DYNAMICAL-SYSTEMS [J].
CHEN, TP ;
CHEN, H .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (04) :911-917
[6]   CHEMICAL GEOTHERMOMETRY AND GEOBAROMETRY IN HYDROTHERMAL AQUEOUS-SOLUTIONS - A THEORETICAL INVESTIGATION BASED ON A MINERAL-SOLUTION EQUILIBRIUM-MODEL [J].
CHIODINI, G ;
CIONI, R ;
GUIDI, M ;
MARINI, L .
GEOCHIMICA ET COSMOCHIMICA ACTA, 1991, 55 (10) :2709-2727
[7]  
Ellis A., 1970, Geothermics, V2, P516
[8]   NATURAL HYDROTHERMAL SYSTEMS AND EXPERIMENTAL HOT WATER/ROCK INTERACTIONS (PART 2) [J].
ELLIS, AJ ;
MAHON, WAJ .
GEOCHIMICA ET COSMOCHIMICA ACTA, 1967, 31 (04) :519-&
[9]  
Fauset L., 1994, FUNDAMENTALS NEURAL
[10]   MAGNESIUM CORRECTION TO THE NA-K-CA CHEMICAL GEOTHERMOMETER [J].
FOURNIER, RO ;
POTTER, RW .
GEOCHIMICA ET COSMOCHIMICA ACTA, 1979, 43 (09) :1543-1550