Comparing expert judgement and numerical criteria for hydrograph evaluation

被引:63
作者
Crochemore, Louise [1 ]
Perrin, Charles [1 ]
Andreassian, Vazken [1 ]
Ehret, Uwe [2 ]
Seibert, Simon P. [2 ]
Grimaldi, Salvatore [3 ]
Gupta, Hoshin [4 ]
Paturel, Jean-Emmanuel [5 ]
机构
[1] Irstea, UR HBAN, Antony, France
[2] Karlsruher Inst Technol, Chair Hydrol, Karlsruhe, Germany
[3] Univ Tuscia, DIBAF, Viterbo, Italy
[4] Univ Arizona, Tucson, AZ USA
[5] IRD, UMR, HSM, Montpellier, France
来源
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES | 2015年 / 60卷 / 03期
关键词
expert judgement; numerical criterion; hydrological model; online survey; efficiency; hydrograph evaluation; MODEL PERFORMANCE; STANDARDIZED ASSESSMENT; FORECASTS; FIT; CALIBRATION; EVENTS; ERROR;
D O I
10.1080/02626667.2014.903331
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
This paper investigates the relationship between expert judgement and numerical criteria when evaluating hydrological model performance by comparing simulated and observed hydrographs. Using a web-based survey, we collected the visual evaluations of 150 experts on a set of high- and low-flow hydrographs. We then compared these answers with results from 60 numerical criteria. Agreement between experts was found to be more frequent in absolute terms (when rating models) than in relative terms (when comparing models), and better for high flows than for low flows. When comparing the set of 150 expert judgements with numerical criteria, we found that most expert judgements were loosely correlated with a numerical criterion, and that the criterion that best reflects expert judgement varies from expert to expert. Overall, we identified two groups of 10 criteria yielding an equivalent match with the expertise of the 150 participants in low and high flows, respectively. A single criterion common to both groups (the Hydrograph Matching Algorithm with mean absolute error) may represent a good indicator for the overall evaluation of models based on hydrographs. We conclude that none of the numerical criteria examined here can fully replace expert judgement when rating hydrographs, and that both relative and absolute evaluations should be based on the judgement of multiple experts. [GRAPHICS] Editor D. Koutsoyiannis
引用
收藏
页码:402 / 423
页数:22
相关论文
共 65 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Technical assessment and evaluation of environmental models and software: Letter to the Editor [J].
Alexandrov, G. A. ;
Ames, D. ;
Bellocchi, G. ;
Bruen, M. ;
Crout, N. ;
Erechtchoukova, M. ;
Hildebrandt, A. ;
Hoffman, F. ;
Jackisch, C. ;
Khaiter, P. ;
Mannina, G. ;
Matsunaga, T. ;
Purucker, S. T. ;
Rivington, M. ;
Samaniego, L. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2011, 26 (03) :328-336
[3]  
[Anonymous], 1993, J IRRIG DRAIN ENG, V119, P429
[4]   A goodness of fit measure related to r2 for model performance assessment [J].
Bardsley, William Earl .
HYDROLOGICAL PROCESSES, 2013, 27 (19) :2851-2856
[5]   Characterising performance of environmental models [J].
Bennett, Neil D. ;
Croke, Barry F. W. ;
Guariso, Giorgio ;
Guillaume, Joseph H. A. ;
Hamilton, Serena H. ;
Jakeman, Anthony J. ;
Marsili-Libelli, Stefano ;
Newham, Lachlan T. H. ;
Norton, John P. ;
Perrin, Charles ;
Pierce, Suzanne A. ;
Robson, Barbara ;
Seppelt, Ralf ;
Voinov, Alexey A. ;
Fath, Brian D. ;
Andreassian, Vazken .
ENVIRONMENTAL MODELLING & SOFTWARE, 2013, 40 :1-20
[6]   How significant are quadratic criteria? Part 1. How many years are necessary to ensure the data-independence of a quadratic criterion value? [J].
Berthet, Lionel ;
Andreassian, Vazken ;
Perrin, Charles ;
Loumagne, Cecile .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2010, 55 (06) :1051-1062
[7]   How significant are quadratic criteria? Part 2. On the relative contribution of large flood events to the value of a quadratic criterion [J].
Berthet, Lionel ;
Andreassian, Vazken ;
Perrin, Charles ;
Loumagne, Cecile .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2010, 55 (06) :1063-1073
[8]  
Beven K.J., 1979, Hydrological Sciences Bulletin, V24, P43, DOI [10.1080/02626667909491834, DOI 10.1080/02626667909491834]
[9]   Toward improved calibration of hydrologic models: Combining the strengths of manual and automatic methods [J].
Boyle, DP ;
Gupta, HV ;
Sorooshian, S .
WATER RESOURCES RESEARCH, 2000, 36 (12) :3663-3674
[10]   Toward improved streamflow forecasts: Value of semidistributed modeling [J].
Boyle, DP ;
Gupta, HV ;
Sorooshian, S ;
Koren, V ;
Zhang, ZY ;
Smith, M .
WATER RESOURCES RESEARCH, 2001, 37 (11) :2749-2759