Development of a crop knowledge base for Europe
This paper describes the development of a Crop Knowledge Base System for use in crop modelling and yield forecasting. The inherent limitations of databases can cause problems for dealing effectively with geo-referenced data sets. The system described here includes all the normal database operations...
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| Published in | European journal of agronomy Vol. 11; no. 3; pp. 187 - 206 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier B.V
01.11.1999
Elsevier Science |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1161-0301 1873-7331 |
| DOI | 10.1016/S1161-0301(99)00030-1 |
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| Abstract | This paper describes the development of a Crop Knowledge Base System for use in crop modelling and yield forecasting. The inherent limitations of databases can cause problems for dealing effectively with geo-referenced data sets. The system described here includes all the normal database operations but also handles richer types of data. Values of queried attributes can be deduced through the use of heritability within hierarchies and by the application of rules that summarise sets of empirical observations. The system is able to reason about similar locations, so that where no information exists in the knowledge base for a particular location, then an alternative location, subject to similar meteorological and agricultural conditions, will be sought. |
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| AbstractList | This paper describes the development of a Crop Knowledge Base System for use in crop modelling and yield forecasting. The inherent limitations of databases can cause problems for dealing effectively with geo-referenced data sets. The system described here includes all the normal database operations but also handles richer types of data. Values of queried attributes can be deduced through the use of heritability within hierarchies and by the application of rules that summarise sets of empirical observations. The system is able to reason about similar locations, so that where no information exists in the knowledge base for a particular location, then an alternative location, subject to similar meteorological and agricultural conditions, will be sought. |
| Author | Taylor, K Muetzelfeldt, R.I Russell, G Terres, J.-M |
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| Cites_doi | 10.1016/S0168-1923(97)00037-3 10.1111/j.1475-2743.1989.tb00755.x 10.1016/0016-7061(95)00089-5 10.1111/j.1744-7348.1989.tb03393.x |
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| Keywords | Database Model Knowledge base Yield forecasting Phenology Inference motor User interface European Union Yield Hierarchical system Modeling Computer aid Cereal crop Phenological stage |
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| References | King, Le Bas, Daroussin, Thomasson, Jones (REF8) 1995 Meier (REF10) 1997 Russell, Wilson (REF13) 1994 Van Ranst, Vanmechelen, Thomasson, Daroussin, Hollis, Jones, Jamagne, King (REF17) 1995 Bratko (REF4) 1990 Black (REF2) 1986 (REF5) 1985 Debenham (REF6) 1989 Batjes (REF1) 1996; 71 Landes, Porter (REF9) 1989; 115 Rothwell (REF12) 1993 Boons-Prins, de Koning, van Diepen, Penning de Vries (REF3) 1993 Walker, Sinclair (REF18) 1995; 9 Russell, Muetzelfeldt, Taylor (REF14) 1997 Supit (REF15) 1997; 88 Genovese (REF7) 1998 Narciso, Ragni, Venturi (REF11) 1992 Van Diepen, Wolf, van Keulen, Rappoldt (REF16) 1989; 5 Black (10.1016/S1161-0301(99)00030-1_REF2) 1986 Bratko (10.1016/S1161-0301(99)00030-1_REF4) 1990 Meier (10.1016/S1161-0301(99)00030-1_REF10) 1997 Genovese (10.1016/S1161-0301(99)00030-1_REF7) 1998 Van Diepen (10.1016/S1161-0301(99)00030-1_REF16) 1989; 5 Debenham (10.1016/S1161-0301(99)00030-1_REF6) 1989 Van Ranst (10.1016/S1161-0301(99)00030-1_REF17) 1995 Supit (10.1016/S1161-0301(99)00030-1_REF15) 1997; 88 Rothwell (10.1016/S1161-0301(99)00030-1_REF12) 1993 (10.1016/S1161-0301(99)00030-1_REF5) 1985 Boons-Prins (10.1016/S1161-0301(99)00030-1_REF3) 1993 Batjes (10.1016/S1161-0301(99)00030-1_REF1) 1996; 71 Walker (10.1016/S1161-0301(99)00030-1_REF18) 1995; 9 Russell (10.1016/S1161-0301(99)00030-1_REF13) 1994 Landes (10.1016/S1161-0301(99)00030-1_REF9) 1989; 115 Russell (10.1016/S1161-0301(99)00030-1_REF14) 1997 King (10.1016/S1161-0301(99)00030-1_REF8) 1995 Narciso (10.1016/S1161-0301(99)00030-1_REF11) 1992 |
| References_xml | – year: 1997 ident: REF14 publication-title: Crop Knowledge Base System – year: 1997 ident: REF10 publication-title: Growth Stages of Mono- and Dicotyledonous Plants. BBCH Monograph – year: 1985 ident: REF5 publication-title: Soil Map of the European Communities, 1:1 000 000. Explanatory Text – volume: 9 start-page: 61 year: 1995 end-page: 72 ident: REF18 publication-title: AI Applic. – start-page: 71 year: 1995 end-page: 84 ident: REF17 article-title: Elaboration of an extended knowledge database to interpret the 1: 1 000 000 EU soil map for environmental purposes publication-title: European Land Information Systems for Agro-environmental Monitoring – year: 1993 ident: REF3 publication-title: Crop Specific Simulation Parameters for Yield Forecasting across the European Community. Simulation Reports No. 32 – year: 1992 ident: REF11 publication-title: Agrometeorological Aspects of Crops in Italy, Spain and Greece: A Summary Review for Common and Durum Wheat, Barley, Maize, Rice, Sugar Beet, Sunflower, Soya Bean, Rape, Potato, Tobacco, Cotton, Olive and Grape Crops – year: 1993 ident: REF12 publication-title: Databases: An Introduction – volume: 71 start-page: 31 year: 1996 end-page: 52 ident: REF1 article-title: Development of a world data set of soil water retention properties using pedotransfer rules publication-title: Geoderma – year: 1998 ident: REF7 article-title: The methodology, the results and the evaluation of the MARS crop yield forecasting ‘system’ publication-title: Agrometeorological Applications for Regional Crop Monitoring and Production Assessment – volume: 115 start-page: 343 year: 1989 end-page: 360 ident: REF9 article-title: Comparison of scales used for categorising the development of wheat, barley, rye and oats publication-title: Ann. Appl. Biol. – year: 1986 ident: REF2 publication-title: Intelligent Knowledge Based Systems – volume: 88 start-page: 199 year: 1997 end-page: 214 ident: REF15 article-title: Predicting national wheat yields using a crop simulation and trends model publication-title: Agric. For. Meteorol. – year: 1989 ident: REF6 publication-title: Knowledge Systems Design – start-page: 131 year: 1995 end-page: 141 ident: REF8 article-title: The EU map of soil water available for plants publication-title: European Land Information Systems for Agro-environmental Monitoring – year: 1990 ident: REF4 publication-title: Prolog — Programming for Artificial Intelligence – volume: 5 start-page: 16 year: 1989 end-page: 24 ident: REF16 article-title: WOFOST: a simulation model of crop production publication-title: Soil Use and Management – year: 1994 ident: REF13 publication-title: An Agro-Pedo-Climatological Knowledge-base of Wheat in Europe – year: 1990 ident: 10.1016/S1161-0301(99)00030-1_REF4 – volume: 88 start-page: 199 year: 1997 ident: 10.1016/S1161-0301(99)00030-1_REF15 article-title: Predicting national wheat yields using a crop simulation and trends model publication-title: Agric. For. Meteorol. doi: 10.1016/S0168-1923(97)00037-3 – year: 1998 ident: 10.1016/S1161-0301(99)00030-1_REF7 article-title: The methodology, the results and the evaluation of the MARS crop yield forecasting ‘system’ – start-page: 71 year: 1995 ident: 10.1016/S1161-0301(99)00030-1_REF17 article-title: Elaboration of an extended knowledge database to interpret the 1: 1 000 000 EU soil map for environmental purposes – year: 1986 ident: 10.1016/S1161-0301(99)00030-1_REF2 – year: 1997 ident: 10.1016/S1161-0301(99)00030-1_REF14 – volume: 5 start-page: 16 year: 1989 ident: 10.1016/S1161-0301(99)00030-1_REF16 article-title: WOFOST: a simulation model of crop production publication-title: Soil Use and Management doi: 10.1111/j.1475-2743.1989.tb00755.x – start-page: 131 year: 1995 ident: 10.1016/S1161-0301(99)00030-1_REF8 article-title: The EU map of soil water available for plants – volume: 71 start-page: 31 year: 1996 ident: 10.1016/S1161-0301(99)00030-1_REF1 article-title: Development of a world data set of soil water retention properties using pedotransfer rules publication-title: Geoderma doi: 10.1016/0016-7061(95)00089-5 – year: 1985 ident: 10.1016/S1161-0301(99)00030-1_REF5 – year: 1992 ident: 10.1016/S1161-0301(99)00030-1_REF11 – volume: 9 start-page: 61 year: 1995 ident: 10.1016/S1161-0301(99)00030-1_REF18 publication-title: AI Applic. – volume: 115 start-page: 343 year: 1989 ident: 10.1016/S1161-0301(99)00030-1_REF9 article-title: Comparison of scales used for categorising the development of wheat, barley, rye and oats publication-title: Ann. Appl. Biol. doi: 10.1111/j.1744-7348.1989.tb03393.x – year: 1994 ident: 10.1016/S1161-0301(99)00030-1_REF13 – year: 1993 ident: 10.1016/S1161-0301(99)00030-1_REF3 – year: 1997 ident: 10.1016/S1161-0301(99)00030-1_REF10 – year: 1989 ident: 10.1016/S1161-0301(99)00030-1_REF6 – year: 1993 ident: 10.1016/S1161-0301(99)00030-1_REF12 |
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| SubjectTerms | Agronomy. Soil science and plant productions BANQUE DE DONNEES BASES DE DATOS Biological and medical sciences Biometrics, statistics, experimental designs, modeling, agricultural computer applications COMPUTER SOFTWARE computer techniques CROP YIELD crops decision making EUROPA EUROPE FENOLOGIA Fundamental and applied biological sciences. Psychology Generalities. Biometrics, experimentation. Remote sensing geographical variation knowledge Knowledge base KNOWLEDGE BASED SYSTEMS LOGICIEL meteorological parameters MODELE MODELOS PHENOLOGIE PHENOLOGY PREVISION DE RENDEMENT PROGRAMAS DE ORDENADOR PRONOSTICO DEL RENDIMIENTO RENDEMENT DES CULTURES RENDIMIENTO DE CULTIVOS simulation models SISTEMAS INTELIGENTES SYSTEME BASE SUR LA CONNAISSANCE YIELD FORECASTING |
| Title | Development of a crop knowledge base for Europe |
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