کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4946082 1439270 2017 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Fuzzy evidential influence diagram and its evaluation algorithm
ترجمه فارسی عنوان
نمودار نفوذ اثبات فازی و الگوریتم ارزیابی آن
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی
Based on the fuzzy sets theory (FST) and Dempster-Shafer evidence theory (DST), this paper proposes for the fuzzy evidential influence diagram (FEID) to construct a new ID evaluation system and modify a corresponding algorithm. FEID allows multiple experts to evaluate nodes in IDs and can describe the differences between different nodes more exactly. Besides, two different fusion methods are used in the modified FEID evaluation algorithm. One approach uses the belief function and plausibility function to cover all possible outcomes while the other approach only provides the probability function in the convenience of human judgment. These two fusion methods can both be applied to the FEID evaluation algorithm in theory but they are suited for different application areas. Numerical examples expound the calculation process of the FEID evaluation algorithm and real applications in a supply chain financial (SCF) system and a tunnel construction (TC) system are used to compare the different fusion methods. The results given by the two fusion methods demonstrate which is better for analyzing this FEID. Anyway, compared to traditional FIDs, FEIDs can more accurately reflect the true situation and achieve more useful results.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Knowledge-Based Systems - Volume 131, 1 September 2017, Pages 28-45
نویسندگان
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