Multi-Criteria Spatial Decision Making Supportsystem for Renewable Energy Development in Kazakhstan

被引:19
|
作者
Mukhamediev, Ravil, I [1 ,2 ,3 ]
Mustakayev, Renat [2 ,4 ]
Yakunin, Kirill [1 ,2 ]
Kiseleva, Sophia [5 ]
Gopejenko, Viktor [3 ,6 ]
机构
[1] Satbayev Univ, Inst Cybernet & Informat Technol, Alma Ata 050000, Kazakhstan
[2] Inst Informat & Computat Technol, Alma Ata 050010, Kazakhstan
[3] ISMA Univ, Dept Nat Sci & Informat Technol, LV-1019 Riga, Latvia
[4] Al Farabi Kazakh Natl Univ, Fac Informat Technol, Alma Ata 050040, Kazakhstan
[5] Lomonosov Moscow State Univ, Dept Geog, Moscow 119991, Russia
[6] Ventspils Univ Appl Sci, Fac Informat Technol, LV-3601 Ventspils, Latvia
来源
IEEE ACCESS | 2019年 / 7卷
关键词
Decision making support methods; geo information systems; intelligent information technologies; heterogeneous data; machine learning; renewable energy; spatially distributed resources; spatial decision making (SDM); multiple-criteria decision analysis; multiple-criteria decision making (MCDM); SITE SELECTION; GIS; SYSTEM; LOCATIONS; ELECTRICITY; RESOURCES; PROVINCE; MCDM;
D O I
10.1109/ACCESS.2019.2937627
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Republic of Kazakhstan has significant deposits of fossil fuels and is one of the largest energy producers among the countries of Central Asia. At the same time, The Republic of Kazakhstan is one of the richest countries of the world in terms of renewable resources, evaluated to over 1000 billion kWh/year. The application of the renewable energy sources (RES), both on a large scale and at the level of a single household, ensures the transformation of the energy system to a "green state''. However, these initiatives should be substantiated by relevant supportive information to promote transformation of the country's economy to a qualitative ecological state. The paper covers developed multi-criteria decision-making system (MCDM) and software tools for processing of spatial heterogeneous data which could be applied for evaluation of the RES potential. The developed system serves to evaluate the potential of usable RES as it allows the assessment of a territory of the country in terms of installing photovoltaic and wind generators. A feature of the proposed MCDM is the use of an analytical hierarchical process (AHP) in combination with the Bayesian approach, which allows obtaining two complementary assessments of the territory areas. The method allows a rough estimate in an event of lack of data. The verification performed based on the available data on the installed solar and wind power stations shows that the system gives a relatively small root-mean-square error within 15%.
引用
收藏
页码:122275 / 122288
页数:14
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