Bayesian Network Approach to Customer Requirements to Customized Product Model
Customizing products based on customer needs is an irreversible trend, and many companies strive to provide customized products to customers in less time. Customer requirements are a key factor in the company's ability to provide customized products. In order to better meet customer needs, solv...
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Main Authors: | , , , , , |
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Format: | Article |
Language: | English |
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Wiley
2019-01-01
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Series: | Discrete Dynamics in Nature and Society |
Online Access: | http://dx.doi.org/10.1155/2019/9687236 |
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author | Qin Yang Zhirui Li Haisen Jiao Zufang Zhang Weijie Chang Daozhu Wei |
author_facet | Qin Yang Zhirui Li Haisen Jiao Zufang Zhang Weijie Chang Daozhu Wei |
author_sort | Qin Yang |
collection | DOAJ |
description | Customizing products based on customer needs is an irreversible trend, and many companies strive to provide customized products to customers in less time. Customer requirements are a key factor in the company's ability to provide customized products. In order to better meet customer needs, solve the problem of incomplete and inaccurate expression, and improve the correlation between customized product performance and customer demand, a customized product method based on Bayesian network is proposed. First, the company built a custom product model based on Bayesian networks. According to the model, the customer selects some nodes and their related information. Then, we can accurately predict the final product model through the link tree algorithm, test the customer demand node to determine the focus of the customer's needs, and optimize the model. Finally, an example of a multifunctional nursing bed is used to illustrate the effectiveness of the method. |
format | Article |
id | doaj-art-7e54040650604143ac12f398e43b7131 |
institution | Kabale University |
issn | 1026-0226 1607-887X |
language | English |
publishDate | 2019-01-01 |
publisher | Wiley |
record_format | Article |
series | Discrete Dynamics in Nature and Society |
spelling | doaj-art-7e54040650604143ac12f398e43b71312025-02-03T06:08:34ZengWileyDiscrete Dynamics in Nature and Society1026-02261607-887X2019-01-01201910.1155/2019/96872369687236Bayesian Network Approach to Customer Requirements to Customized Product ModelQin Yang0Zhirui Li1Haisen Jiao2Zufang Zhang3Weijie Chang4Daozhu Wei5School of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaSchool of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaSchool of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaSchool of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaSchool of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaSchool of Mechanical Engineering, Hefei University of Technology, Hefei230009, ChinaCustomizing products based on customer needs is an irreversible trend, and many companies strive to provide customized products to customers in less time. Customer requirements are a key factor in the company's ability to provide customized products. In order to better meet customer needs, solve the problem of incomplete and inaccurate expression, and improve the correlation between customized product performance and customer demand, a customized product method based on Bayesian network is proposed. First, the company built a custom product model based on Bayesian networks. According to the model, the customer selects some nodes and their related information. Then, we can accurately predict the final product model through the link tree algorithm, test the customer demand node to determine the focus of the customer's needs, and optimize the model. Finally, an example of a multifunctional nursing bed is used to illustrate the effectiveness of the method.http://dx.doi.org/10.1155/2019/9687236 |
spellingShingle | Qin Yang Zhirui Li Haisen Jiao Zufang Zhang Weijie Chang Daozhu Wei Bayesian Network Approach to Customer Requirements to Customized Product Model Discrete Dynamics in Nature and Society |
title | Bayesian Network Approach to Customer Requirements to Customized Product Model |
title_full | Bayesian Network Approach to Customer Requirements to Customized Product Model |
title_fullStr | Bayesian Network Approach to Customer Requirements to Customized Product Model |
title_full_unstemmed | Bayesian Network Approach to Customer Requirements to Customized Product Model |
title_short | Bayesian Network Approach to Customer Requirements to Customized Product Model |
title_sort | bayesian network approach to customer requirements to customized product model |
url | http://dx.doi.org/10.1155/2019/9687236 |
work_keys_str_mv | AT qinyang bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel AT zhiruili bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel AT haisenjiao bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel AT zufangzhang bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel AT weijiechang bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel AT daozhuwei bayesiannetworkapproachtocustomerrequirementstocustomizedproductmodel |