Interval Type-2 Fuzzy Analysis and Comprehensive Evaluation for Neonatal Pathological Jaundice
Mo, Hong1; Yang, Chun1; Wang, Xiao2,3; Wang, Fei-Yue2,3,4,5
发表期刊IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS
ISSN2329-924X
2021-11-16
页码10
通讯作者Mo, Hong(mohong198@163.com)
摘要Neonatal pathological jaundice (NPJ) is easy to cause bilirubin encephalopathy, which has high mortality and sequelae rate. Therefore, accurate risk evaluation can help clinicians take appropriate measures to timely intervene in neonatal jaundice level and avoid complications. In this article, five indexes are extracted as the factor set for the risk evaluation of NPJ, and the diagnostic criteria are determined. Then, five index sets are described by interval type-2 fuzzy sets, and the corresponding membership functions and membership function figures are provided. The feasibility of interval type-2 fuzzy comprehensive evaluation in risk evaluation of NPJ is demonstrated through example, and the fuzzy rule bases of prevention and treatment for NPJ are constructed according to the results of risk evaluation. Finally, this article demonstrates that the proposed risk evaluation and treatment process of NPJ is actually a dynamic closed-loop control process, which is consistent with the clinical treatment process. This article provides a new solution for the aided diagnosis and decision-making treatment of NPJ, which is of great significance in reducing neonatal mortality and alleviating the pressure of medical staff.
关键词Pediatrics Frequency selective surfaces Fuzzy sets Pathology Process control Medical diagnostic imaging Biomedical monitoring Dynamic closed-loop control process fuzzy rule bases interval type-2 fuzzy comprehensive evaluation neonatal pathological jaundice (NPJ)
DOI10.1109/TCSS.2021.3125832
关键词[WOS]DYNAMIC-SYSTEMS ; NEURAL-NETWORK ; BILIRUBIN ; LOGIC ; HYPERBILIRUBINEMIA ; UNCERTAINTY ; COLOR
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Cybernetics ; Computer Science, Information Systems
WOS记录号WOS:000732322400001
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:12[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/46882
专题多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者Mo, Hong
作者单位1.Changsha Univ Sci & Technol, Coll Elect & Informat Engn, Changsha 410114, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
3.Qingdao Acad Intelligent Ind, Qingdao 266109, Peoples R China
4.Natl Univ Def Technol, Res Ctr Mil Computat Expt & Parallel Syst, Changsha 410015, Peoples R China
5.Univ Chinese Acad Sci, Ctr China Econ & Social Secur, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714
Mo, Hong,Yang, Chun,Wang, Xiao,et al. Interval Type-2 Fuzzy Analysis and Comprehensive Evaluation for Neonatal Pathological Jaundice[J]. IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,2021:10.
APA Mo, Hong,Yang, Chun,Wang, Xiao,&Wang, Fei-Yue.(2021).Interval Type-2 Fuzzy Analysis and Comprehensive Evaluation for Neonatal Pathological Jaundice.IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS,10.
MLA Mo, Hong,et al."Interval Type-2 Fuzzy Analysis and Comprehensive Evaluation for Neonatal Pathological Jaundice".IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS (2021):10.
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