A Design of CGK-Based Granular Model Using Hierarchical Structure

نویسندگان

چکیده

In this paper, we propose context-based GK clustering and design a CGK-based granular model hierarchical model. Existing fuzzy generates clusters using Euclidean distances. However, there is problem in that performance decreases when cluster created from data with strong nonlinearity. To improve problem, used. creates Mahalanobis distance. (CGK) clustering, which adds method considers the output space existing to create not only input but also space. is. Based on proposed CGK were designed. Since of form context, it has advantage verbally expressing prediction result, structure can generate high-dimensional information granules, so meaningful high abstraction value granules be created. order verify validity as result conducting an experiment concrete compressive strength database, was confirmed methods showed superior than models.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

investigating the feasibility of a proposed model for geometric design of deployable arch structures

deployable scissor type structures are composed of the so-called scissor-like elements (sles), which are connected to each other at an intermediate point through a pivotal connection and allow them to be folded into a compact bundle for storage or transport. several sles are connected to each other in order to form units with regular polygonal plan views. the sides and radii of the polygons are...

A Multi-objective Hierarchical Location-allocation Model for the Healthcare Network Design Considering a Referral System

This paper presents a multi-objective and multi-service location-allocation model with capacity planning to design a healthcare facilities network through considering a referral system. Therefore, a mixed integer nonlinear programming (MINLP) model containing two objective functions is proposed. The first objective function is  relates to minimization of total opening cost, minimization of tota...

متن کامل

the use of appropriate madm model for ranking the vendors of mci equipments using fuzzy approach

abstract nowadays, the science of decision making has been paid to more attention due to the complexity of the problems of suppliers selection. as known, one of the efficient tools in economic and human resources development is the extension of communication networks in developing countries. so, the proper selection of suppliers of tc equipments is of concern very much. in this study, a ...

15 صفحه اول

Design Synthesis: A Model of Hierarchical Case-Based Reasoning

A variety of artificial intelligence techniques have been used in attempts to automate design synthesis tasks. Two common approaches are case-based and decompositional design. While powerful techniques in their own right, their integration has lead to a new generation of design synthesis systems capable of tackling a larger range of problems with greater effectiveness. In this paper previous at...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Applied sciences

سال: 2022

ISSN: ['2076-3417']

DOI: https://doi.org/10.3390/app12063154