CALIBRATION OF PROCESS-ORIENTED MODELS

被引:597
作者
JANSSEN, PHM
HEUBERGER, PSC
机构
[1] RIVM, 3720 BA Bilthoven
关键词
CALIBRATION; UNCERTAINTY ANALYSIS; VALIDATION;
D O I
10.1016/0304-3800(95)00084-9
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Model calibration is a critical phase in the modelling process, and the need for a well-established calibration strategy is obvious. Therefore a systematic approach for model calibration is proposed which is guided by the intended model use, and which is supported by adequate techniques, prior knowledge and expert judgement. The success of calibration will be primarily limited by the nature, amount and quality of the available data, in relation to the complexity of the model; additional limitations are the effectiveness of the applied techniques and the availability of time, man- and computer power, adequate expertise and financial resources. These limitations will often preclude a unique calibrated model. As a consequence, calibration studies should provide information on the non-uniqueness and/or uncertainty which will be left in the model (parameters) after calibration, and this uncertainty should be adequately accounted for in subsequent model applications.
引用
收藏
页码:55 / 66
页数:12
相关论文
共 25 条
[21]  
VANGRINSVEN JJM, 1995, PREFACE ECOL MODEL, V83, P1
[22]   QUALITATIVE AND QUANTITATIVE EXPERIMENT DESIGN FOR PHENOMENOLOGICAL MODELS - A SURVEY [J].
WALTER, E ;
PRONZATO, L .
AUTOMATICA, 1990, 26 (02) :195-213
[23]   ESTIMATION OF PARAMETER BOUNDS FROM BOUNDED-ERROR DATA - A SURVEY [J].
WALTER, E ;
PIETLAHANIER, H .
MATHEMATICS AND COMPUTERS IN SIMULATION, 1990, 32 (5-6) :449-468
[24]  
Walter E., 1987, IDENTIFIABILITY PARA
[25]  
Willmott CJ., 1981, PHYS GEOGR, V2, P184, DOI [10.1080/02723646.1981.10642213, DOI 10.1080/02723646.1981.10642213]