Hydrological Sciences Journal — des Sciences Hydrologiques, 31,1, 3/1986 An evaluation of Thornthwaite's water balance technique in predicting stream runoff in Costa Rica JULIO C, CALVO Departamento de Ingenieria Forestal, Institute Tecnologico de Costa Rica, Apartado 159, Cartago, Costa Rica ABSTRACT The Thornthwaite water balance technique is used to predict monthly stream runoff from Rio Macho basin in Costa Rica. The method was tested by comparing observed and predicted runoff over a 15 water-year period. The study shows that this method provides mean annual and monthly estimates in close agreement with measured values. Generally these mean estimated values fall between the 90% confidence intervals for the measured runoff. These results indicate that the Thornthwaite method can be satisfactorily applied to estimate mean monthly streamflow in the uplands of Costa Rica. Que vaut la technique du bilan hydrologique de Thornthwaite pour prévoir les débits des rivières au Costa Rica? RESUME La technique du bilan hydrologique de Thornthwaite est celle utilisée pour prévoir les débits du bassin du fleuve Macho au Costa Rica. Cette technique a ete employee pour comparer les valeurs estimées a celles mesurées au long de 15 années hydrologiques. L'étude démontre que la technique qui, consiste a procéder a des estimations des moyennes mensuelles et annuelles donne des résultats très proche des valeurs mesurées. En terme general, les valeurs moyennes estimées se trouvent pour 90% a l'intérieur de l'intervalle de confiance des valeurs mesurées, les résultats indiquent que la méthode de Thornthwaite peut être appliquée avec succès pour 1'estimations des débits moyens mensuels au Costa Rica. INTRODUCTION The reliable assessment of river flow characteristics is basic for the development of water resources. For a few small basins there exist streamgauging records of sufficient length to make an accurate assessment of the water yield characteristics. However, a vast majority of small basins have either no streamflow records or only a few years of records. On the other hand, most catchments have representative meteorological records , or records which can be estimated from nearby meteorological stations. This report evaluates the utility of the Thornthwaite method in predicting water yields in one gauged basin in the uplands of Costa Rica. 51 52 Julio C.Calvo DESCRIPTION OF THE STUDY BASIN The Rio Macho basin used in this study lies in the Talamancas mountain chain and comprises the southernmost drainage basin of the Reventazon River, Costa Rica. The basin is gauged by the Costa Rican Electricity Institute (ICE) and drains an area of 47.4 km2. Elevations in the basin range from 1960 to 2840 m a.s.l. The basin is well defined and is dominated by a dendritic drainage pattern. Calcareous sandstone is widely distributed in the study area and igneous intrusions of variable depth are frequently found in this formation. Soils are young and shallow, with textures ranging from sand to clay and with a high content of organic matter. Most of the soils are classified as Inceptisols (Brenes, 1976; Calvo, 1982; Otarola, 1976). A great percentage of the study area is covered by dense rainforest dominated by oaks (Quercus spp), typical of areas with diurnal fog cover. The only agricultural areas of any extent are found in the upper part of the basin (Calvo, 1982; Mojica, 1967). The climate in the study area is strongly influenced by the Intertropical Convergence Zone (ITCZ), trade winds and the local topographic conditions. It has been shown that precipitation increases with elevation and that five seasons characterize the precipitation pattern in this area: (a) A dry season that extends from January to the first part of May, when the area is under the influence of northern surface winds caused by the Bermuda high pressure cell. (b) The first wet season which extends from the middle of May to June, when the ITCZ is active in the area. (c) A season of alternating wet and dry periods, extending from the end of June into August, when the area is under the influence of the southern surface winds. (d) A long wet season lasting from August to October, when the ITCZ is again active in the area. (e) A storm season lasting from the beginning of November to the end of December, during which cyclonic storms occur due to the collision of cooler northern winds with the ITCZ. The monthly mean temperature is fairly constant through the year as a result of the intense radiation at this latitude. Colder and warmer temperatures are associated with cloudiness of the study area. Clear skies during the dry season favour outgoing radiation. Conversely, cloud cover during the wet season suppresses outgoing radiation (Dohrenwend, 1972; Mojica, 1967, 1971). METHOD Thornthwaite (1948) proposed an empirical method to estimate the potential évapotranspiration from mean temperature data. The method was modified by Thornthwaite & Mather (1955) to make it more useful over a wide range of soils and vegetations. The method uses air temperature as an index of the energy available for évapotranspiration, assuming that air temperature is correlated with the integrated effects of net radiation and other controls of évapotranspiration, and that available energy is shared Thornethwaite's water balance technique for runoff in Costa Rica 53 in fixed proportions between heating the atmosphere and évapotranspiration. The empirical equation developed by Thornthwaite which relates the évapotranspiration to mean air temperature is: PE = 1.6 (10 T / I ) a where PE is the monthly potential évapotranspiration, T is the monthly mean air temperature (°C), I is a heat index for the station which is the sum of 12 monthly heat indices i given by i = (Ta/5) "5 , and a is a cubic function of I. Both a and I can be found from tables, e.g. Thornthwaite & Mather (1957). This method of computing the monthly water balance was revised and summarized by Thornthwaite & Mather (1957). In order to determine the water balance at a site it is necessary to have the following specific information: (a) latitude, (b) mean monthly air temperature, (c) mean monthly precipitation, (d) necessary conversion and computation tables, (e) information on the water-holding capacity of the depth of soil for which the balance is to be computed. Black (1981) wrote a computer program in APL of the water balance as originally developed and described by Thornwaite & Mather (1957). The program was used in this study to compute ail water balances and was run at the Syracuse University Computer Center. The Rio Macho basin was used to check the accuracy of the Thornthwaite method for predicting water yields. Measured monthly and annual streamflow values were compared with streamflows computed according to the Thornthwaite method. The following considerations made possible this comparison: (a) The study basin, with its steep slopes and sharp ridges, met the requirementsof an independenthydrological unit, with water gains and losses taking place within the sharply defined boundaries and the residual streamflow passing out through the outfall of the basin via the main drainage channel, (b) The underlying homogeneous plutonic rocks and calcareous sandstone are water-tight and losses to deep seepage are negligible. The evaluation of the Thornthwaite water balance technique involves determining the nature and extent of the relationship between measured and computed streamflow. The mean monthly and mean annual streamflow estimation error in per cent were determined. The latter was defined as 100 times the difference between the mean measured streamflow and computed streamflow values divided by the mean measured streamflow values. Correlation coefficients of measured and computed streamflow were determined by linear regression analysis. Graphs of measured streamflow and computed streamflow provided a visual idea of the goodness of fit of the estimation. Finally 90% confidence intervals were calculated for the measured streamflow in order to evaluate the significance of the estimations. 54 Julio C. Calvo DESCRIPTION OF DATA Meteorological data Three raingauges operated by ICI were used in the study. Figure 1 illustrates their location within the study area. Precipitation values for the basin were obtained by the Thiessen method. Fortunately, the available raingauges provide an adequate coverage of elevation and topography. 83°45* — | -— _J _ — _ l — - • . 9045. h9°40' • LEGEND Ç) Raingauges A 11 4. - 1 £x Water sèves - - J recorder ' 0 0 ° .. .50° . . .° EHBTLH iOOO Interamerican Highway Fig. 1 2000 j-^—=] 3OO0 p 4O00 M . t r e , q SCALE Rio Macho basin location map, Costa Rica. Using the mean elevation of the Rio Macho basin, which is 2344 m a.m.s.l., and the thermogradient determined by Mojica (1967) which o s is 0.5 C/100 m for this section of the Reventazon basin, the monthly temperature values were estimated from the Cachi thermometer, Thornethwaite's water balance technique for runoff in Costa Rica 55 located 15 km north of the basin, at an elevation of 1018 m a.m.s.l. Water-holding capacity The estimated soil depth within the basin is between 500 and 1000 mm with fine textured surface horizons. According to the Oficina de Planificacion del Sector Agropecuario (OPSA, 1979), the waterholding capacity for this area ranges from 100 mm to more than 200 mm. In view of this uncertainty, the program was run with three different water-holding capacities (300 mm, 200 mm and 100 mm) to observe if the water balances are sensitive to variations in this factor. Since no difference was observed in the outputs, the selected water-holding capacity was 200 mm, which was considered representative for the general terrain conditions of the study area. Streamflow data The monthly measured streamflow data used to check the accuracy of the Thornthwaite method were taken from the Hydrological Bulletins of the Costa Rican Electricity Institute (ICE). DISCUSSION AND RESULTS Values have been computed by utilizing the above-mentioned data. These values give the magnitude of the various water balance parameters of the Rio Macho basin in water years (May-April), from 1964 to 1978. Figure 2 compares the monthly computed and measured data of the historical streamflow records. It can be seen that, in general, the computed monthly stream runoff agrees with the measured monthly stream runoff. However, in a number of years the estimated high and low flows do not compare very well with the measured values. For example, the water years 1966, 1970 and 1974 show peak discrepancies. These anomalies are attributed in part to the fact that the method assumes that the basin receives uniform precipitation in both time and space, and that the rainfall data are representative of what actually occurred. Therefore the method cannot handle the occurrences of convective type storms on the basin. Convective precipitation is of very short duration, but high intensity, and may extend over only small areas. A statistical comparison of the estimated and the measured streamflow is summarized in Table 1, This shows the mean monthly and mean annual estimated and measured streamflows, the correlation coefficient between measured and estimated streamflows, the mean monthly and annual percentage error of estimation and the 90% confidence interval for the mean streamflow. Table 2 shows the complete output from a run of the averages of 15 years of data for the Rio Macho basin. The months of June, December, January, March and April showed the highest correlation coefficients between measured and computed streamflow. These correlations agree with the graphs which show, for the same months, a good visual approximation of the estimated peaks with the measured peaks. These months also had the highest 56 Julio C.Calvo mm o < LU CE 0 ! " '1964 • '• -"n- )965 Î J ' ' ' •' ' ' ' • i9S7 • • • • • • I9SS mm mm o < LU CE s- 1975 1978 1977 WATER YEARS (APRIL TO MAY) Fig. 2 Comparison of measured and computed mean monthly streamflow for Rio Macho basin, Costa Rica, 1964-1978, Thornethwaite's water balance technique for runoff in Costa Rica 57 Table 1 Comparison of Thornthwaite water balance and actual streamflow on Rio Macho basin, Costa Rica Month May June July Aug. Sept. Oct. Nov. Dec. Jan. Feb. March April Year Measured streamflow (mm) „ X* St 128.8 229.0 228.7 306.6 307.6 300.4 219.5 246.5 131.6 86.8 62.8 82.4 2330.9 90% Confidence interval § _ _. X + t.05S/Vn X - 1 . 0 5 SA/rî 75.49 78.78 70.79 71.07 76.42 73.96 52.35 191.69 59.26 37.22 21.34 89.88 489.1 162.9 264.6 260.7 338.7 342.1 333.8 243.1 333.2 158.4 103.6 72.4 123.0 94.67 193.3 196.6 274.5 273.1 267.0 195.8 159.8 104.8 70.0 53.1 41.8 2552.06 2109.7 Estimated streamflow (mm) -_ X* St % error of estimation Corr. coeff. 131.4 199.2 209.0 261.8 274.8 280.7 230.4 178.0 117.8 69.4 40.9 44.0 45.18 51.88 48.59 37.43 42.83 38.08 40.96 71.31 46.58 29,74 20.67 43.18 2.01 13.01 -8.61 -14.61 -10.66 -6.55 4.96 -27.78 -10.48 -20.04 -34.87 -46.60 0.4027 0.7228 0.6315 0.4901 0.3701 0.4465 0.4742 0.8704 0.7444 0.5759 0.7248 0.7645 2038.3 288.24 -12.55 0.5144 *Average tStandard deviation §90% confidence intervais for measured streamflow. Table 2 Mean water balance (mm) for the Rio Macho basin, Costa Rica, 1964-1978 (latitude: 10°N; soil storage capacity: 200 mm) Component* Month: May June July Aug. Sept. Oct. Nov. Dec. Jan. Feb. March April Year TDEGC PPTMM MROMM HEATI UNPET CORFA POTET PMPET STRGE ACTET SURPL WATRO TROMM 14 291 128 5 2 31 60 232 200 60 232 136 136 14 273 229 5 2 29 54 219 200 54 219 210 210 14 369 306 5 2 30 54 315 200 54 315 262 262 13 339 308 4 2 30 52 287 200 52 287 275 275 14 339 300 5 2 28 52 287 200 52 287 281 281 14 236 220 5 2 31 55 181 200 55 181 231 231 13 179 246 4 2 31 54 125 200 54 125 178 178 13 110 132 4 2 32 52 58 200 52 58 118 118 13 68 87 4 2 32 53 15 200 53 15 66 66 13 62 63 4 2 33 56 6 200 56 6 36 36 14 108 83 5 2 32 61 47 200 61 47 41 41 13.6 2697.0 2331.0 55.0 14 326 229 5 2 31 58 267 200 58 267 202 202 661.3 2035.6 661.3 2035.6 2035.1 2035.1 *The abbreviations used for the 1 3 components of the water budget are as follows: Input data TDEGC temperature (°C), required PPTMM precipitation (mm), required MROMM measured stream-runoff (mm), if desired Calculation of potential évapotranspiration HEATI heat index UNPET unadjusted potential évapotranspiration CORFA monthly correction factors POTET adjusted potential évapotranspiration Calculation of storage and actual evaporation PMPET precipitation minus potential évapotranspiration STRGE soil storage (mm) ACTET 'actual' évapotranspiration as limited by storage Calculation of runoff SURPL surplus WATRO water runoff (if SURPL available, STRGE is full and TDEGC > - 1 ) TROMM total predicted stream-runoff (mm) percentage error of estimation. Because of these two reasons, the correlation coefficient alone apparently cannot be considered an accurate indicator of a satisfactory estimation. 58 Julio C.Calvo On a monthly and annual basis, the method provides conservative estimated values. It is important to point out that the months associated with the dry season (November-April) showed the most conservative estimations, and at the same time they match very well with the pattern of measured values (Fig.2) The fact that the method provides conservative estimated values and that in some cases, the fit of high and low flows does not compare very well, leads to a consideration of some of the weaknesses of the method, for example: (a) There are imperfections in the structure of the method due to simplification of the processes of basin behaviour. For example, the method assumes that approximately 50% of the surplus water that is available for runoff in any month actually runs off and the rest of the surplus is detained in the subsoil, groundwater, lakes and channels of the basin and is available for runoff during the next month. This proportion should be evaluated for the basin emphasizing the depth and texture of the soil, the physiography and the land use of the basin. Additionally, Dunne & Leopold (1978) state that the proportion of water surplus detained will be less than 50% for catchments of only a few square kilometres. (b) Another possible source of error is the analysis of rainfall input since the raingauges do not measure fog interception. In this geographical area, horizontal interception is an important component of the hydrological cycle which could add a substantial amount of water to the soil or conserve it by precluding surficial evaporation throughout the year. (c) Finally, the model is valid for situations in which data from a large number of years are analysed and rainfall is fairly evenly distributed throughout the year. However, another weakness of this model occurs when data from a single year are analysed. In these instances, there are greater discrepancies between observed and measured stream runoff, In order to correct the déficiences of the model suggested above, basic research needs to be conducted to determine the proportion of water surplus detained by the basin. With more accurate data regarding the percentage of water surplus available for runoff, the Thornthwaite model can then be tested using values other than the currently assumed value of 50%. The monthly fog drip, referred to in (b) above, can also be assessed by basic research so that the estimation of rainfall input will be more accurate. The final limitation of the model, described by (c) above, requires that there be an adequately long time-frame to provide substantial data for analysis. In the author's opinion, data for a minimum period of 10 years are necessary. Nevertheless, it has to be pointed out that conducting this additional research for every basin could entail great cost and additional difficulties in application. Despite the déficiences mentioned above, the Thornthwaite method has produced relatively good results in this study. Generally, it yielded an estimated mean of monthly and annual streamflow which was in close agreement with measured mean values. Moreover, this study has affirmed that most of the mean estimated values fall between the 90% confidence intervals for the measured streamflow, which assures 90% confidence of being accurate. These results indicate that this method is suitable for predicting monthly and Thornethwaite's water balance technique for runoff in Costa Rica 59 annual stream runoff for ungauged basins for projects of domestic water supply, irrigation or the production of hydroelectric power in Costa Rica. Since it was not possible to find a generally accepted criterion by which a method of estimating the water balance and streamflow can be judged acceptable or unacceptable, it is considered that this judgement must depend upon the application to be made of the results. Nevertheless, in comparing the results of this study with those shown by Thornthwaite & Mather (1955) in the James River basin and Great Valley of Virginia, and those obtained by Van Hylckama (1958) in the Delaware Valley, it has been concluded that the Thornthwaite method provides acceptable results. Although the Thornthwaite method was derived from North-American conditions and its utility for tropical basins has been questioned, the applicability of the method of the estimation of monthly streamflow in the uplands of Costa Rica has been demonstrated in this study, RECOMMENDATIONS This study has suggested ways in which the Thornthwaite method may be improved. Among these are: (a) Use of long term average climatic data since this provides the best picture of the seasonal march of rainfall, temperature, soil moisture and runoff. (b) Special attention to be paid to the determination of monthly precipitation and temperature for the basin in order to achieve acceptable results. (c) Additional basic research could provide more accurate data regarding water surplus detention and fog drip which could substantially improve the model, (d) The assumption of 50% of water surplus currently used by the Thornthwaite model needs to be re-evaluated. (e) Before applying the Thornthwaite method to ungauged basins it is suggested that the method be evaluated in a nearby representative gauged basin in order to judge the accuracy of the estimations. ACKNOWLEDGEMENTS The author is grateful to Dr A.Eschner, Dr P.Black and Dr L.Herrington, Professors of the State College of Environmental Science and Forestry, Syracuse, for their assistance and s ugge s t i ons. REFERENCES Black, P.E. (1981) The Thornthwaite Water Balance Budget in APL. SUNY, College of Environmental Science and Forestry, Syracuse, New York. Brenes, L.G. (1976) Anâlisis geomorfologico de procesos de renocion en masa en parte de la cuenca del Rio Reventazon, Costa Rica. Lie. Thesis, Universidad de Costa Rica, Escuela de Historia y 60 Julio C. Calvo Geografia, San José, Costa Rica. Calvo, J.C. (1982) Estimation of the monthly stream-runoff of Sombrero watershed, Costa Rica, by Thornthwaite's technique. MSc Thesis, SUNY, College of Environmental Science and Forestry at Syracuse University, Syracuse, New York. Dohrenwend, R.E. (1972) The energetic role of trade wind inversion in the tropical subalpine ecosystem. Doctoral Thesis, SUNY, College of Environmental Science and Forestry at Syracuse University, Syracuse, New York. Dunne, T. & Leopold, L. (1978) Water in Environmental Planning. W.H. Freeman & Company, San Francisco, California. Mojica, I.H. (1967) Produccion hidrica de la cuenca superior y media del Rio Reventazon, Costa Rica. MSc Thesis, Instituto Interamericano de Ciencias Agricolas, Turrialba, Costa Rica. Mojica, I.H. (1971) Effects of changes in land use on the streamflow of the Reventazon River, Costa Rica. Doctoral Thesis, University of Washington, Pullman, Washington. Oficina de Planificacion del Sector Agropecuario (1979) Manual Descriptivo de Asociaciones de Subgrapos de Suelos de Costa Rica. OPSA, San José, Costa Rica. Otarola, C. (1976) Caracterizacion y clasificaciôn de algunos suelos de la Cordillera de Talamanca. Lie. Thesis, Universidad de Costa Rica, Facultad de Agronomïa, San José, Costa Rica. Thornthwaite, C.W. (1948) A new and improved classification of climates. Geogr. Rev. 38(1), 55-94. Thornthwaite, C.W. & Mather, J.R. (1955) The Water Balance. Publ. in Climatology, vol.8, no.l. C.W. Thornthwaite & Associates, Centerton, New Jersey. Thornthwaite, C.W. & Mather, J,R. (1957) Instructions and Tables for Computing Potential Evapotranspiration and the Water Balance. Publ. in Climatology, vol.10, no.3, C,W. Thornthwaite & Associates, Centerton, New Jersey, Thornthwaite, C.W., Mather, J.R. & Carter, D.B. (1958) Three Water Balance Maps of Southwest Asia. Publ. in Climatology, vol.11, no.l. C.W. Thornthwaite & Associates, Centerton, New Jersey. Van Hylckama, T.E.A. (1956) The Water Balance of the Earth. Publ. in Climatology, vol.9, no.2. C.W. Thornthwaite & Associates, Centerton, New Jersey. Van Hylckama, T.E.A. _JL958) Modification of the Water Balance Approach for Basins within the Delaware Valley. Publ. in Climatology, vol.11, no.3, 271-291. C.W. Thornthwaite & Associates, Centerton, New Jersey. Received 14 May 1985; accepted 10 October 1985.
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