An indicator of pesticide environmental impact based on a fuzzy expert system.

Pesticide use options available to farmers differ strongly with respect to the risks they pose to the environment. This paper proposes a fuzzy expert system to calculate an indicator "Ipest" which reflects an expert perception of the potential environmental impact of the application of a pesticide in a field crop. We defined four modules, one reflecting the presence (rate of application) of the pesticide, the other three reflecting the risk for three major environmental compartments (groundwater, surface water, air). The input variables for these modules are pesticide properties, site-specific conditions and characteristics of the pesticide application. For each input variable two functions describing membership to the fuzzy subsets Favourable (F) and Unfavourable (U) have been defined. These functions are based on criteria drawn from the literature or on the authors' expert judgment. The expert system calculates the value of modules according to the degree of membership of the input variables to the fuzzy subsets F and U and according to sets of decision rules. The four modules can be considered individually or can be aggregated (again according to membership to fuzzy subsets F and U and a set of decision rules) into the indicator Ipest. The system is flexible and can be turned to expert perception, it can be used as a decision aid tool to rank or choose between alternative pesticide application options with respect to their potential environmental impact. Results of a sensitivity analysis and module and Ipest scores for some pesticide application cases are presented. An agro-ecological indicator IPEST, based on the expert system, is proposed as a tool to assess the environmental impact of all pesticide applications related to a crop within a year. The practical implementation of the expert system and its validation are discussed.

[1]  David A. Kurtz,et al.  Long range transport of pesticides , 1990 .

[2]  Linders Jbhj,et al.  Pesticides: Benefaction or Pandora's Box? A synopsis ofthe environmental aspects of 243 pesticides , 1994 .

[3]  D I Gustafson Use of computer models to assess exposure to agricultural chemicals via drinking water. , 1995, The Science of the total environment.

[4]  Adrian McDonald,et al.  PICABUE: a methodological framework for the development of indicators of sustainable development , 1995 .

[5]  R. A. Leonard,et al.  Movement of Pesticides into Surface Waters , 2018, Pesticides in the Soil Environment: Processes, Impacts and Modeling.

[6]  W. Stol,et al.  Designing and testing prototypes , 1995 .

[7]  Lois Levitan,et al.  Assessing the relative environmental impacts of agricultural pesticides: the quest for a holistic method , 1995 .

[8]  J. Reus,et al.  An environmental yardstick for pesticides , 1993 .

[9]  R. Gras,et al.  Le fait technique en agronomie : activité agricole, concepts et méthodes d'étude , 1989 .

[10]  Christian Bockstaller,et al.  Use of agro-ecological indicators for the evaluation of farming systems , 1997 .

[11]  R. Calvet,et al.  Modelling pesticide leaching in soils; main aspects and main difficulties , 1995 .

[12]  Brian Caldwell,et al.  Evaluating the Environmental Effect of Pesticides: A Critique of the Environmental Impact Quotient , 1994 .

[13]  Mark H. Russell,et al.  Models and Modeling in a Regulatory Setting: Considerations, Applications, and Problems , 1992 .

[14]  H. M. G. Werf,et al.  Assessing the impact of pesticides on the environment , 1996 .

[15]  William A. Jury,et al.  Evaluation of Pesticide Groundwater Pollution Potential from Standard Indices of Soil‐Chemical Adsorption and Biodegradation , 1987 .

[16]  Bernadette Bouchon-Meunier,et al.  La logique floue , 1993 .

[17]  Richard W. Conway,et al.  Environmental Risk Analysis for Chemicals , 1981 .

[18]  Richard E. Plant,et al.  Knowledge Based Systems in Agriculture , 1991 .

[19]  J. Boesten,et al.  Effects of Soil Heterogeneity on Pesticide Leaching to Groundwater , 1991 .

[20]  François Papy,et al.  Influence des systèmes de culture sur les risques d'érosion par ruissellement concentré. II. Evaluation des possibilités de maîtrise du phénomène dans les exploitations agricoles , 1988 .

[21]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[22]  W. F. Spencer,et al.  Behavior assessment model for trace organics in soil. II: Chemical classification and parameter sensitivity , 1984 .

[23]  R Luttik,et al.  Catch-up operation on old pesticides: an integration , 1991 .

[24]  W. F. Spencer,et al.  DDT persistence and volatility as affected by management practices after 23 years. , 1996 .

[25]  Rainer Brüggemann,et al.  Selection of priority properties to assess environmental hazard of pesticides , 1996 .

[26]  A. G. Hornsby,et al.  Site-Specific Pesticide Recommendations: The Final Step in Environmental Impact Prevention , 1992, Weed Technology.

[27]  Saied Mostaghimi,et al.  A Risk-based Approach for Selecting Priority Pesticides for Groundwater Monitoring Programs , 1996 .

[28]  David I. Gustafson,et al.  Groundwater ubiquity score: a simple method for assessing pesticide leachability , 1989 .

[29]  Paul D. Capel,et al.  Relations between pesticide use and riverine flux in the Mississippi River basin , 1995 .

[30]  Emans Hjb,et al.  Evaluation System for Pesticides (ESPE). 1. Agricultural pesticides , 1992 .

[31]  Michio Sugeno,et al.  An introductory survey of fuzzy control , 1985, Inf. Sci..

[32]  James N. Seiber,et al.  Treatment and disposal of pesticide wastes. , 1984 .

[33]  W. F. Spencer,et al.  Volatilization and Vapor Transport Processes , 2018, Pesticides in the Soil Environment: Processes, Impacts and Modeling.

[34]  R. A. Leonard,et al.  Herbicide Runoff from Upland Piedmont Watersheds—Data and Implications for Modeling Pesticide Transport , 1979 .

[35]  J. Kovach,et al.  A Method to Measure the Environmental Impact of Pesticides , 1992 .

[36]  C. Tomlin The pesticide manual : incorporating The agrochemicals handbook , 1994 .

[37]  P. S. C. Rao,et al.  Modeling Pesticide Fate in Soils , 2018, Pesticides in the Soil Environment: Processes, Impacts and Modeling.