SELECTION OF AGGREGATION OPERATORS FOR A MULTI-CRITERIA EVALUTION OF SUTABILITY OF TERRITORIES

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DOI:

https://doi.org/10.28925/2663-4023.2019.6.4656

Keywords:

geographic information systems; multicriteria decision analysis; aggregation operator; fuzzy quantifier; land suitability analyses

Abstract

The article discusses the issues of improving the adequacy and validity of the results of the convolution of criteria evaluation into a generalized evaluation when conducting a multi-criteria analysis of the land suitability  by choosing the appropriate type of aggregation operator that can be performed in the GIS environment and has the properties that allow the most complete formalization of expert knowledge about the features of this applied area. Based on the analysis of the causes of the fuzziness of information in multicriteria decision-making models, the properties that the aggregation operator must have are formulated. A comparative analysis of various aggregation operators for the construction of complex maps of the suitability of territories is carried out. The features of the execution of aggregation operators are investigated: minimum, maximum, arithmetic mean, weighted sum, OWA Yager operator. It is shown that the most justified choice is to use the OWA Yager operator with fuzzy quantifiers, which allows you to provide expert information on the acceptable form of a compromise between evalutions by individual criteria. The use a family of the RIM quantifiers to formalize the attitude of DM to risk in making decisions is proposed. An example of the use of the OWA Yager operator with fuzzy quantifiers for calculating the convolution of criteria evalutions is given. It is shown that the Yager OWA operator with fuzzy quantifiers is a universal aggregation operator, since it has the ability to implement a wide range of decision-making strategies: from  minimum operator to maximum operator.

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References

Malczewski, J., Rinner, C. Multicriteria Decision Analysis in Geographic Information Science, Advances in Geographic Information Science, Springer, New York, 2015. 331 p. DOI 10.1007/978-3-540-74757-4

Rikalovic A., Cosic I., Lazarevic D. GIS Based Multi-Criteria Analysis for Industrial Site Selection, Procedia Engineering, 2014. Vol. 69, No. 12. Р. 1054 – 1063.

Kuznichenko S., Kovalenko L., Buchynska I., Gunchenko Y. Development of a multi-criteria model for making decisions on the location of solid waste landfills. Eastern-European Journal of Enterprise Technologies, 2018. Vol.2, No. 3(92). P. 21–31. DOI: 10.15587/1729-4061.2018.129287

Kuznichenko S., Buchynska I., Kovalenko L., Gunchenko Y. Suitable Site Selection Using Two-Stage GIS-Based Fuzzy Multi-criteria Decision Analysis. Advances in Intelligent Systems and Computing. Springer Nature Switzerland AG 2020 N. Shakhovska and M. O. Medykovskyy (Eds.): CCSIT 2019, AISC 1080, 2019. Р. 214–230. DOI: 10.1007/978-3-030-33695-0_16

Kuznichenko S.D., Gunchenko Yu.O., Buchynska I.V. Fuzzy model of geospatial data processing in multi-criteria suitability analyses. Zbirnik naukovih prac’ Vijs’kovogo institutu Kiivs’kogo nacional’nogo universitetu imeni Tarasa Shevchenka. K.VIKNU, № 61. 2018. s. 90-103. (in Ukrainian)

Yager R. On ordered weighted averaging aggregation operators in multicriteria decision making, IEEE Transactions on System, Man, and Cybernetics, 1988. Vol. 18. P. 183–190.

Marichal J.-L. Aggregation Operators for Multicriteria Decision Aid. PhD in Sciences University of Liège, Liège, Belgium.1998.

Yager R. Quantifier guided aggregation using OWA operators. International Journal of Intelligent Systems, 11(1), 196. 1996. Р. 49–73.

Malczewski J. (2006b). Ordered weighted averaging with fuzzy quantifiers: GIS-based multicriteria evaluation for land-use suitability analysis. International Journal of Applied Earth Observation and Geoinformation, 8(4), Р. 270–277.

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Published

2019-12-26

How to Cite

Kuznichenko, S., & Buchynska, I. (2019). SELECTION OF AGGREGATION OPERATORS FOR A MULTI-CRITERIA EVALUTION OF SUTABILITY OF TERRITORIES. Electronic Professional Scientific Journal «Cybersecurity: Education, Science, Technique», 2(6), 46–56. https://doi.org/10.28925/2663-4023.2019.6.4656