Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms
The methodology and algorithm for obtaining verification results are proposed. The algorithm includes five steps: choice of parameters for cluster analysis algorithms, determination of the initial data by the results of the training experiment, conversion of source data, determining the composition...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Povolzhskiy State University of Telecommunications & Informatics
2017-02-01
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| Series: | Физика волновых процессов и радиотехнические системы |
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| Online Access: | https://journals.ssau.ru/pwp/article/viewFile/7098/6957 |
| _version_ | 1827576258062450688 |
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| author | R.O. Mishanov M.N. Piganov |
| author_facet | R.O. Mishanov M.N. Piganov |
| author_sort | R.O. Mishanov |
| collection | DOAJ |
| description | The methodology and algorithm for obtaining verification results are proposed. The algorithm includes five steps: choice of parameters for cluster analysis algorithms, determination of the initial data by the results of the training experiment, conversion of source data, determining the composition of the cluster groups, calculation of verification accuracy. A sample of CMOS type chips was used for the training experiment. The dendogram is the result of calculation for the hierarchical classification. The composition of each of the clusters was determined. Verification results are presented for nine variants. |
| first_indexed | 2024-03-08T21:08:34Z |
| format | Article |
| id | doaj.art-732240d7d596424dbfcc48ad02882774 |
| institution | Directory Open Access Journal |
| issn | 1810-3189 2782-294X |
| language | English |
| last_indexed | 2024-03-08T21:08:34Z |
| publishDate | 2017-02-01 |
| publisher | Povolzhskiy State University of Telecommunications & Informatics |
| record_format | Article |
| series | Физика волновых процессов и радиотехнические системы |
| spelling | doaj.art-732240d7d596424dbfcc48ad028827742023-12-22T10:31:39ZengPovolzhskiy State University of Telecommunications & InformaticsФизика волновых процессов и радиотехнические системы1810-31892782-294X2017-02-0120255636664Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithmsR.O. Mishanov0M.N. Piganov1Самарский национальный исследовательский университет им. акад. С.П. КоролеваСамарский национальный исследовательский университет им. акад. С.П. КоролеваThe methodology and algorithm for obtaining verification results are proposed. The algorithm includes five steps: choice of parameters for cluster analysis algorithms, determination of the initial data by the results of the training experiment, conversion of source data, determining the composition of the cluster groups, calculation of verification accuracy. A sample of CMOS type chips was used for the training experiment. The dendogram is the result of calculation for the hierarchical classification. The composition of each of the clusters was determined. Verification results are presented for nine variants.https://journals.ssau.ru/pwp/article/viewFile/7098/6957verificationmethodologyindividual predictionradioelectronic facilitiesmicrocircuitscluster analysisalgorithmdendrogramaccuracy |
| spellingShingle | R.O. Mishanov M.N. Piganov Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms Физика волновых процессов и радиотехнические системы verification methodology individual prediction radioelectronic facilities microcircuits cluster analysis algorithm dendrogram accuracy |
| title | Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| title_full | Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| title_fullStr | Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| title_full_unstemmed | Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| title_short | Method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| title_sort | method of verification of results of individual forecasting of products of radioelectronic facilities for space purposes with the help of cluster analysis algorithms |
| topic | verification methodology individual prediction radioelectronic facilities microcircuits cluster analysis algorithm dendrogram accuracy |
| url | https://journals.ssau.ru/pwp/article/viewFile/7098/6957 |
| work_keys_str_mv | AT romishanov methodofverificationofresultsofindividualforecastingofproductsofradioelectronicfacilitiesforspacepurposeswiththehelpofclusteranalysisalgorithms AT mnpiganov methodofverificationofresultsofindividualforecastingofproductsofradioelectronicfacilitiesforspacepurposeswiththehelpofclusteranalysisalgorithms |