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: Qin Yang, Zhirui Li, Haisen Jiao, Zufang Zhang, Weijie Chang, Daozhu Wei
Format: Article
Language:English
Published: Wiley 2019-01-01
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