Journal Article10.1007/S00500-019-04055-7
Design concept evaluation using soft sets based on acceptable and satisfactory levels: an integrated TOPSIS and Shannon entropy
Khizar Hayat,Khizar Hayat,Muhammad Irfan Ali,Faruk Karaaslan,Bing-Yuan Cao,Bing-Yuan Cao,Mubashar Hussain Shah +6 more
- 01 Feb 2020
- Vol. 24, Iss: 3, pp 2229-2263
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TL;DR: A promising framework is developed based on soft sets, TOPSIS and the Shannon entropy, which aggregates concept selection on design parameters values by merging acceptable- and satisfactory-level needs of the customers.
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Abstract: Among several phases of new product development, concept selection is the most crucial activity and it gives perfection to further progress of a product. Customer’s ideas and linguistic requirements are often substantial in concept specifications to assess quantitative criteria, which gives satisfaction for a product to progress in the markets. This work aggregates concept selection on design parameters values by merging acceptable- and satisfactory-level needs of the customers. A promising framework is developed based on soft sets, TOPSIS and the Shannon entropy. Customer’s preferences on incorporating design values are identified based on acceptable- and satisfactory-level needs, and these preferences are weighted through Shannon entropy. By performing AND operation on the soft set of level requirements of one customer with the soft set of requirements of another customer, several weighted tables of soft sets are obtained on the pair of design parameters values. To obtain the best concept on different levels of requirements, TOPSIS is performed which provides several integrated evaluations. An illustration is considered for the demonstration of the method, brings the best concept for two customers which is acceptable for both of the customers, satisfactory for both the customers and vise-versa. Finally, the comparisons are presented with recent major existing methods.
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References
•Journal Article
The mathematical theory of communication
Claude E. Shannon,Warren Weaver +1 more
TL;DR: The Mathematical Theory of Communication (MTOC) as discussed by the authors was originally published as a paper on communication theory more than fifty years ago and has since gone through four hardcover and sixteen paperback printings.
36.2K
•Journal Article
A Mathematical Theory Communication
TL;DR: Scientific knowledge grows at a phenomenal pace--but few books have had as lasting an impact or played as important a role in our modern world as The Mathematical Theory of Communication, published originally as a paper on communication theory more than fifty years ago.
18.4K
•Book
Multiple Attribute Decision Making: Methods and Applications
Shu-Jen J. Chen,Ching-Lai Hwang,Martin J. Beckmann,Wilhelm Krelle +3 more
- 01 Mar 1981
TL;DR: In this paper, the authors present a classification of MADM methods by data type and propose a ranking method based on the degree of similarity of the MADM method to the original MADM algorithm.
9.2K
Soft set theory—First results
TL;DR: The main purpose of this paper is to introduce the basic notions of the theory of soft sets, to present the first results of the the theory, and to discuss some problems of the future.
4.7K