Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture
The research refers to the modeling of the meaningful and relatively stable visual-figurative and verbal-sign representation of real problems in medical diagnostics of the human organs and systems. The core results of the research are presented. Here, a new visual metalanguage is proposed. It descri...
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-04-01
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| Series: | Computation |
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| Online Access: | https://www.mdpi.com/2079-3197/10/5/66 |
| _version_ | 1827669608117567488 |
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| author | Sophiya Rumovskaya |
| author_facet | Sophiya Rumovskaya |
| author_sort | Sophiya Rumovskaya |
| collection | DOAJ |
| description | The research refers to the modeling of the meaningful and relatively stable visual-figurative and verbal-sign representation of real problems in medical diagnostics of the human organs and systems. The core results of the research are presented. Here, a new visual metalanguage is proposed. It describes the solution of a diagnostic problem by combining several interconnected processes of reasoning in different languages defining “a state of human organs and systems”, “a diagnostic problem” and elements of its decomposition. In the paper, a subject-figurative model of the cognitive hybrid intelligent diagnostic system, its typical architecture, and a synthesis algorithm are provided. Due to the integration of imitation of an internal subject-figurative vision of medical diagnostic problems and the corresponding communication statements of private diagnoses with imitation of the behavior inherent for councils in problem situations, the future implementation of such system prototypes will reduce the number of medical errors. The further stage of this research is the approbation of all solutions for the problem of diagnosing diseases of the pancreas on the materials of the Kaliningrad Regional Clinical Hospital and experimental study of the system. The research is limited by the subject area of medicine but can be generalized to the other areas. |
| first_indexed | 2024-03-10T03:05:37Z |
| format | Article |
| id | doaj.art-40c0a62c31ad4199be80d529fafb2803 |
| institution | Directory Open Access Journal |
| issn | 2079-3197 |
| language | English |
| last_indexed | 2024-03-10T03:05:37Z |
| publishDate | 2022-04-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Computation |
| spelling | doaj.art-40c0a62c31ad4199be80d529fafb28032023-11-23T10:33:14ZengMDPI AGComputation2079-31972022-04-011056610.3390/computation10050066Cognitive Hybrid Intelligent Diagnostic System: Typical ArchitectureSophiya Rumovskaya0Kaliningrad Branch, Federal Research Center “Computer Science and Control”, Russian Academy of Sciences, Gostinaya St., 5, 236022 Kaliningrad, RussiaThe research refers to the modeling of the meaningful and relatively stable visual-figurative and verbal-sign representation of real problems in medical diagnostics of the human organs and systems. The core results of the research are presented. Here, a new visual metalanguage is proposed. It describes the solution of a diagnostic problem by combining several interconnected processes of reasoning in different languages defining “a state of human organs and systems”, “a diagnostic problem” and elements of its decomposition. In the paper, a subject-figurative model of the cognitive hybrid intelligent diagnostic system, its typical architecture, and a synthesis algorithm are provided. Due to the integration of imitation of an internal subject-figurative vision of medical diagnostic problems and the corresponding communication statements of private diagnoses with imitation of the behavior inherent for councils in problem situations, the future implementation of such system prototypes will reduce the number of medical errors. The further stage of this research is the approbation of all solutions for the problem of diagnosing diseases of the pancreas on the materials of the Kaliningrad Regional Clinical Hospital and experimental study of the system. The research is limited by the subject area of medicine but can be generalized to the other areas.https://www.mdpi.com/2079-3197/10/5/66hybrid intelligent systemdiagnostic problemcollective diagnostic decision makingcognitive image of the diagnostic objectoperational images of the diagnostic object |
| spellingShingle | Sophiya Rumovskaya Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture Computation hybrid intelligent system diagnostic problem collective diagnostic decision making cognitive image of the diagnostic object operational images of the diagnostic object |
| title | Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture |
| title_full | Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture |
| title_fullStr | Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture |
| title_full_unstemmed | Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture |
| title_short | Cognitive Hybrid Intelligent Diagnostic System: Typical Architecture |
| title_sort | cognitive hybrid intelligent diagnostic system typical architecture |
| topic | hybrid intelligent system diagnostic problem collective diagnostic decision making cognitive image of the diagnostic object operational images of the diagnostic object |
| url | https://www.mdpi.com/2079-3197/10/5/66 |
| work_keys_str_mv | AT sophiyarumovskaya cognitivehybridintelligentdiagnosticsystemtypicalarchitecture |