# Optimization of Network Furniture Management System Based on Big Data

Authors: Jiayi Zhang; Lin Shi
Journal: Mathematical Problems in Engineering
 (2022)

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## Abstract

In order to make the traditional household equipment can be remotely controlled, wireless networking technology is introduced into the traditional furniture equipment to achieve the effect of access and remote control. In view of the problem that the traditional cloud storage system lacks flexibility, opacity, weak robustness and cannot effectively store, manage, and maintain big data in data storage, a big data oriented cloud storage system is designed and implemented to intelligently process the business requests of the furniture system through the logic control module. The user access module is used to provide users with various functions realized at the bottom, the storage module is used to provide transparent data access function for the furniture system, and the file read/write module is used to isolate the upper logic processing from the lower storage, so as to make the designed system more robust. In the process of software design, the program code of data cloud storage is given to realize big data cloud storage. The experimental results show that the new generation of network furniture cloud storage systems has high feasibility and practicability.


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## Body

## 1. Introduction

In recent years, with the gradual development and application of computer information technology, cloud storage technology has become a new big data storage solution, which is widely used by developers and enterprises in many fields to reduce the cost of big data management and operation and maintenance and reduce the impact of big data. Network furniture is an important topic in the field of new generation furniture [1–3]. Due to its high intelligence, it involves a large amount of data, which also limits the application of general storage technology. Its characteristics lead to cloud storage technology. With the change of the era of big data, the furniture market is also facing more challenges. How to obtain useful information from many data and innovate product marketing mode has become a problem that many employees in the furniture industry must face and think about. Therefore, the research on it is of great significance, has become the key topic of relevant scholars, and has attracted more and more attention.However, the current network furniture puts forward a big data cloud storage technology for network furniture. Combined with the characteristics of network furniture data storage, this paper gives the overall structure of the storage system, analyzes the hardware structure of each module of the system in detail, and gives the data cloud storage program code synchronously during the cloud storage of network furniture big data in the process of software design, as fully illustrated by Şahin and Curaoğlu [4]. The simulation results show that the system designed in this paper has high feasibility and practicability.


## 2. Network Furniture Design

### 2.1. Overall Logic Design of Big Data Cloud Storage System for Network Furniture

The new generation network furniture big data cloud storage system mainly consists of a logical control module, a user access module, a storage module, a file read/write module, and a network furniture big data cloud storage module. Logic control module is the core of the whole network furniture oriented big data cloud storage system and the hub of logic processing [5, 6]. All business requests are processed in this module, which is also called the fuzzy processing module because of the addition of fuzzy processing features. The fuzzy processing module mainly includes the agent module, jetty-server module, and metadata storage module. Figure 1 illustrates the basic architecture of network furniture management system.Figure 1
Basic architecture of network furniture management system.The proxy module receives the user’s request to access the block and then processes the requested data and furniture related data types, respectively. For the request of each business class, the agent module will send the request to the jetty server module to receive its processing results and send the received results to the front-end browser to process the user’s request.Both the proxy module and the jetty server module are related to the access of user metadata in the process of processing user requests, but only the jetty server module will communicate with the storage module. In order to meet the requirements of system concurrency performance, jetty server can be regarded as a server engine, and the processing logic of the whole system can be established on jetty server. Jetty-server mainly includes connector component, handler component, and thread pool. The metadata storage module stores the metadata information of the whole system, mainly including user information, bucket information, object information, etc. It is the key part of the system.


### 2.2. Hardware Design of Network Furniture Cloud Storage System

The user access module is the interactive link between users in network furniture and the cloud storage system. The big data oriented cloud storage system designed for the new generation of network furniture can use this module to transparently provide users with various functions realized at the bottom. Cloud chart of storage capacity efficiency under a certain level of network furniture development is shown in Figure2.Figure 2
Cloud chart of storage capacity efficiency under a certain level of network furniture development.The user access module is mainly composed of a Web front-end access module and SDK access module. The web front-end access module provides users with the functions of registration, login, uploading, and downloading files in the form of browser. The SDK access module provides users with basic file upload, download, delete, and other operations. The biggest feature of the SDK access module is that it can upload large files larger than the browser limit [7].In order to save costs, the servers used in the whole furniture cloud storage system are relatively cheap. In order to solve the problems of unstable and low accuracy of cheap servers, the new generation system adopts the file system HDFS with good fault tolerance, good error correction, and fault detection and recovery mechanism for the storage of underlying network furniture data. HDFS not only effectively solves the disadvantages of cheap servers but also makes full use of various data cloud storage devices, which greatly reduces the cost.The logical structure of big data cloud storage for network furniture is the key to the whole system. The rationality of logical structure design is very important for user access. After the request received by the module is processed, it is transmitted to the storage module and then sent by the storage module to the big data cloud storage module for network furniture, in which big data cloud storage is realized [8–10]. Figure 3 shows the three-dimensional scatter diagram of changes between the efficiency coefficient of the big data system and product attributes.Figure 3
Three dimensional scatter diagram of changes between efficiency coefficient of big data system and product attributes.


## 2.1. Overall Logic Design of Big Data Cloud Storage System for Network Furniture

The new generation network furniture big data cloud storage system mainly consists of a logical control module, a user access module, a storage module, a file read/write module, and a network furniture big data cloud storage module. Logic control module is the core of the whole network furniture oriented big data cloud storage system and the hub of logic processing [5, 6]. All business requests are processed in this module, which is also called the fuzzy processing module because of the addition of fuzzy processing features. The fuzzy processing module mainly includes the agent module, jetty-server module, and metadata storage module. Figure 1 illustrates the basic architecture of network furniture management system.Figure 1
Basic architecture of network furniture management system.The proxy module receives the user’s request to access the block and then processes the requested data and furniture related data types, respectively. For the request of each business class, the agent module will send the request to the jetty server module to receive its processing results and send the received results to the front-end browser to process the user’s request.Both the proxy module and the jetty server module are related to the access of user metadata in the process of processing user requests, but only the jetty server module will communicate with the storage module. In order to meet the requirements of system concurrency performance, jetty server can be regarded as a server engine, and the processing logic of the whole system can be established on jetty server. Jetty-server mainly includes connector component, handler component, and thread pool. The metadata storage module stores the metadata information of the whole system, mainly including user information, bucket information, object information, etc. It is the key part of the system.


## 2.2. Hardware Design of Network Furniture Cloud Storage System

The user access module is the interactive link between users in network furniture and the cloud storage system. The big data oriented cloud storage system designed for the new generation of network furniture can use this module to transparently provide users with various functions realized at the bottom. Cloud chart of storage capacity efficiency under a certain level of network furniture development is shown in Figure2.Figure 2
Cloud chart of storage capacity efficiency under a certain level of network furniture development.The user access module is mainly composed of a Web front-end access module and SDK access module. The web front-end access module provides users with the functions of registration, login, uploading, and downloading files in the form of browser. The SDK access module provides users with basic file upload, download, delete, and other operations. The biggest feature of the SDK access module is that it can upload large files larger than the browser limit [7].In order to save costs, the servers used in the whole furniture cloud storage system are relatively cheap. In order to solve the problems of unstable and low accuracy of cheap servers, the new generation system adopts the file system HDFS with good fault tolerance, good error correction, and fault detection and recovery mechanism for the storage of underlying network furniture data. HDFS not only effectively solves the disadvantages of cheap servers but also makes full use of various data cloud storage devices, which greatly reduces the cost.The logical structure of big data cloud storage for network furniture is the key to the whole system. The rationality of logical structure design is very important for user access. After the request received by the module is processed, it is transmitted to the storage module and then sent by the storage module to the big data cloud storage module for network furniture, in which big data cloud storage is realized [8–10]. Figure 3 shows the three-dimensional scatter diagram of changes between the efficiency coefficient of the big data system and product attributes.Figure 3
Three dimensional scatter diagram of changes between efficiency coefficient of big data system and product attributes.


## 3. Demand Analysis of Network Furniture Products

Furniture enterprises are typical enterprises that combine order oriented and inventory oriented production. Their product production is mainly oriented to two aspects: one is to design and produce furniture according to the experience of managers and market sales. This kind of production is generally batch, and the products meet the needs of mass customers. The second is to design and produce according to the special needs of individual customers. This kind of production is single, and the products meet the needs of individual customers. Mass production is the main production mode of enterprises. Enterprises will organize human, material, and financial resources to solve relevant problems in production [11]. Mass production has certain risks. If the supply exceeds the demand, it will lead to a series of chain reactions such as product backlog. If the supply is less than the demand, the enterprise will lose a lot of commercial interests. Of course, there are many methods on how to determine the production volume, such as minimum batch method, economic batch method, interval production cycle method, and so on. Nevertheless, with the changing aesthetic views of modern people and the objective needs of customers, the personalization of furniture needs is becoming more and more evident, and the proportion of personalized needs in product demand is increasing. Quickly integrating customers’ personalized needs, timely and effectively organizing production, and delivering to customers on time has become a key issue for furniture enterprises to improve their competitiveness.To meet customers’ personalized needs, we need to deeply analyze the contradiction between customers’ needs and product production, that is, the basic contradiction between supply and demand. The current situation of supply and demand sides of furniture enterprises is as follows:(1)
The personalized needs of customers cannot be effectively met. Customer demand is always the simplest. If the product meets my requirements, I will buy it. If it does not meet my requirements, I will put forward my own requirements. Whichever enterprise can meet my requirements, I will buy it, resulting in personalized orders. In personalized orders, customers have their own concerns, mainly including the product price, delivery cycle, product quality, and so on.(2)
The cost and profit of furniture enterprises can not be effectively balanced. With the fierce competition in the modern market, enterprises are not allowed to carry out excessive expansion and only produce and supply products in their own way. Producing according to personalized orders is a business type acceptable to modern furniture enterprises, but such production puts great pressure on enterprises. Personalized products require enterprises to carry out new product design, expand, improve, or add new production lines, which will inevitably increase the production cost of enterprises, “wool comes from sheep,” The selling price of corresponding products must be increased, and the delivery cycle may be extended.(3)
Furniture enterprises are “slow” to respond to personalized orders. At present, there are few personalized furniture sales agents, and most of them can directly communicate with customers through direct sales agents [12]. The extension of the sales line makes the enterprise “slow” to respond to personalized orders, resulting in the loss of a large number of potential customers. Furthermore, interactive communication between companies and customers in the production process can only be done through channels such as the telephone, and there is a lack of communication records. Once the products do not meet the needs of customers, it is difficult to solve the contradiction.The needs of customers cannot be changed and can only be solved from the enterprise itself, that is, through resource integration, carry out system integration between the enterprise and more external business partners, solve the comprehensive processing ability of personalized orders, retain customers, seize business opportunities, continuously accumulate personalized orders, and strive to make personalized orders no longer “personalized” and form mass production.


## 4. Integrated Design of Furniture Resource Management System Based on Big Data

### 4.1. Characteristics of SOA

Service Oriented Architecture (SOA) is a kind of service-oriented enterprise application architecture that connects different functional units of application (called services) through well-defined interfaces and contracts between these services [13–15]. In addition to the characteristics of code reusability, platform independence, and language independence, SOA has other application advantages, which are mainly reflected in the following aspects:(1)
The loose coupling of software is solved. The traditional process oriented and object-oriented software technology is business oriented. The complex correlation between businesses makes the software tightly coupled. When modifying the software, it is difficult and not conducive to maintenance. SOA solves this problem. SOA is service-oriented and can be developed according to service components when developing the system, The components are independent of each other.(2)
Closer to commercial applications. SOA architecture is in line with modern business applications and can flexibly solve the new problems encountered by enterprises.(3)
Integrability. SOA is not a new technology, it is a set of standard specifications of service-oriented architecture, and it is also an important idea for software development and management [16]. Because SOA is extensible and has nothing to do with the specific application language, it integrates third-party software in an easy-to-understand way, which meets the needs of modern network mode and enterprise applications.


### 4.2. Implementation Technology of SOA

The key technology to realize SOA is web services. Web services describe, deliver, and interact with services through a series of standard protocols. The basic technologies of Web services are XML based protocol specifications, such as XML schema [17], soap (Simple Object Access Protocol) [18], UDDI (service discovery/integration protocol) [19], WSDL (Web service description language), and BPEL4WS (business processing execution language for web services) [20], as shown in Figure 4. XML schema provides a core cross platform data modeling tool for data exchange between different systems. Soap defines a set of basic rules and cross platform message mechanism for implementing platform independent interaction between different services; WSDL is a cross platform description tool of the web service interface, and the interactive interface of web service can be processed automatically by the system; UDDI provides the registration and query mechanism of Web services, which makes the dynamic service composition and integration based on Web services possible. They have become the recommended standards of W3C and oasis.Figure 4
Network furniture sales process based on order big data.Web services mainly include three roles and three behaviors. The three roles are service provider, service requester, and UDDI registry, and the three behaviors are publish, find, and bind. ① Publishing operation: after the service provider passes the authentication of the registration server, it describes the web service and publishes it to the registration server. After publishing, the information can be modified; ② Search operation: UDDI registry provides a standardized interface to receive the request of the service requester, and the service requester queries the required web services in UDDI registry; ③ Binding operation: the service requester uses the service provided by the service provider through the binding operation. In binding operation, the service requester uses the binding information in the service description (including service access path, service call parameters, return results, transmission protocol, security requirements, etc.) to call the service.


### 4.3. Design of Furniture Management System Model for Personalized Order Based on SOA

Furniture enterprises (hereinafter referred to as “enterprises”) publicize their products through marketing and other means to make customers know their products. The final performance is reflected through sales [21]. With orders as the core, the main roles involved in the sales business include the enterprise itself, sales agents (partners), and customers. Figure 5 illustrates the relationship between CPU efficiency and Ethernet width and network furniture storage. Customers can put forward personalized orders to sales agents or enterprises according to their own needs and obtain furniture products through enterprise production. The limitation of enterprise information system is that it can not effectively adapt to the changes in operation and management mode and lacks flexibility. In order to expand the sales scale, enterprises need to cooperate with multiple sales agents, In order to realize the timely and effective transmission of information, enterprises can expand their own software system, integrate with the software system of sales agents, and take the enterprise as the core to establish a huge sales system for personalized orders.Figure 5
Relationship between CPU efficiency and Ethernet width and network furniture storage.The SOA oriented personalized order system integration model is as follows.


#### 4.3.1. The Overall Architecture of the Model

The model takes the enterprise information management system as the core, designs the integration bus based on SOA, and integrates the relevant partners of the enterprise externally. Enterprise information management system is the system currently used by enterprises, which can be MIS or ERP. It can realize the basic modules of enterprise production, sales, procurement, inventory, and finance, complete MRP calculation according to orders, and dynamically respond to the execution ability and completion of personalized orders [22]. This paper only studies the external integration of personalized orders. Therefore, when using this model, the enterprise information system must have the above functions or develop corresponding components and modules. Integration bus is the core part of integration. Enterprises should develop corresponding web services for order management according to their needs. The furniture sales terminal can be integrated with the sales terminal of the enterprise (including a complete sales terminal) and can respond to the customer’s demand. The sales terminal can be integrated with the sales terminal of the enterprise, which can provide a complete response to the customer’s demand.


#### 4.3.2. The Core Function of the Model

The core function of the model lies in the design of an integrated bus, which mainly designs the corresponding services of order management and how to complete the communication with the enterprise information system. Order management mainly includes order requests, order collection, order summary, order response, order delivery, order feedback, order maintenance, etc. Due to the platform independence of SOA, when the integration bus communicates with the enterprise system, it uses soap to complete and designs the converter to complete the information conversion according to the XML schema document. When the integration bus communicates with the integration terminal, the soap interface component is designed. The soap interface component can be used by both sales agents and customers.After the web service design is completed, it is published to the UDDI registry for users to query and use. Figure6 illustrates the columnar distribution of various types of network furniture in different periods under big data modes, in which EC2 refers to bedding; EED refers to cabinets; ER3 refers to sofa.Figure 6
Columnar distribution of various types of network furniture in different periods under big data modes.


#### 4.3.3. Basic Process of Model Application

The basic process of model application includes the following parts: ① Order release, the agent or seller puts forward an order request to the enterprise, and the integrated bus collects the order. The order collection mainly collects similar orders within a period of time, collects the formal order group information after the order, transmits it to the enterprise information system, and performs MRP calculation, and feedback the response results of personalized order information to the terminal through the integrated bus, including whether it can be produced, delivery date, price, and other relevant description information. After being determined by the terminal, order production can be carried out. ② Order execution: order execution mainly refers to the enterprise’s production according to the customer’s personalized needs. If the customer proposes to modify the order during production, it will be handled flexibly by the execution system. There is no strict standard here. ③ After order delivery and production, the enterprise delivers products to agents or customers and sends delivery information to the terminal through the integrated bus. ④ Order feedback: the continuous production of personalized orders must effectively receive the feedback information from customers, make adjustments to the enterprise’s production line, workers, and quality, make the best of personalized products, enter successful orders into personalized order files, and provide customers with personalized choices.


#### 4.3.4. Extension of the Model

The integration bus of basic SOA has sufficient scalability. Enterprises can add Web services and related components according to their own needs to meet more actual needs. This model takes the enterprise as the core and actively integrates the third-party software system, so it can be extended to other fields, such as automobile, clothing, and other industries. This is because the arm system is easily affected by the network transmission speed and the disk reading and writing speed of the storage node, which greatly reduces the access speed.


## 4.1. Characteristics of SOA

Service Oriented Architecture (SOA) is a kind of service-oriented enterprise application architecture that connects different functional units of application (called services) through well-defined interfaces and contracts between these services [13–15]. In addition to the characteristics of code reusability, platform independence, and language independence, SOA has other application advantages, which are mainly reflected in the following aspects:(1)
The loose coupling of software is solved. The traditional process oriented and object-oriented software technology is business oriented. The complex correlation between businesses makes the software tightly coupled. When modifying the software, it is difficult and not conducive to maintenance. SOA solves this problem. SOA is service-oriented and can be developed according to service components when developing the system, The components are independent of each other.(2)
Closer to commercial applications. SOA architecture is in line with modern business applications and can flexibly solve the new problems encountered by enterprises.(3)
Integrability. SOA is not a new technology, it is a set of standard specifications of service-oriented architecture, and it is also an important idea for software development and management [16]. Because SOA is extensible and has nothing to do with the specific application language, it integrates third-party software in an easy-to-understand way, which meets the needs of modern network mode and enterprise applications.


## 4.2. Implementation Technology of SOA

The key technology to realize SOA is web services. Web services describe, deliver, and interact with services through a series of standard protocols. The basic technologies of Web services are XML based protocol specifications, such as XML schema [17], soap (Simple Object Access Protocol) [18], UDDI (service discovery/integration protocol) [19], WSDL (Web service description language), and BPEL4WS (business processing execution language for web services) [20], as shown in Figure 4. XML schema provides a core cross platform data modeling tool for data exchange between different systems. Soap defines a set of basic rules and cross platform message mechanism for implementing platform independent interaction between different services; WSDL is a cross platform description tool of the web service interface, and the interactive interface of web service can be processed automatically by the system; UDDI provides the registration and query mechanism of Web services, which makes the dynamic service composition and integration based on Web services possible. They have become the recommended standards of W3C and oasis.Figure 4
Network furniture sales process based on order big data.Web services mainly include three roles and three behaviors. The three roles are service provider, service requester, and UDDI registry, and the three behaviors are publish, find, and bind. ① Publishing operation: after the service provider passes the authentication of the registration server, it describes the web service and publishes it to the registration server. After publishing, the information can be modified; ② Search operation: UDDI registry provides a standardized interface to receive the request of the service requester, and the service requester queries the required web services in UDDI registry; ③ Binding operation: the service requester uses the service provided by the service provider through the binding operation. In binding operation, the service requester uses the binding information in the service description (including service access path, service call parameters, return results, transmission protocol, security requirements, etc.) to call the service.


## 4.3. Design of Furniture Management System Model for Personalized Order Based on SOA

Furniture enterprises (hereinafter referred to as “enterprises”) publicize their products through marketing and other means to make customers know their products. The final performance is reflected through sales [21]. With orders as the core, the main roles involved in the sales business include the enterprise itself, sales agents (partners), and customers. Figure 5 illustrates the relationship between CPU efficiency and Ethernet width and network furniture storage. Customers can put forward personalized orders to sales agents or enterprises according to their own needs and obtain furniture products through enterprise production. The limitation of enterprise information system is that it can not effectively adapt to the changes in operation and management mode and lacks flexibility. In order to expand the sales scale, enterprises need to cooperate with multiple sales agents, In order to realize the timely and effective transmission of information, enterprises can expand their own software system, integrate with the software system of sales agents, and take the enterprise as the core to establish a huge sales system for personalized orders.Figure 5
Relationship between CPU efficiency and Ethernet width and network furniture storage.The SOA oriented personalized order system integration model is as follows.


### 4.3.1. The Overall Architecture of the Model

The model takes the enterprise information management system as the core, designs the integration bus based on SOA, and integrates the relevant partners of the enterprise externally. Enterprise information management system is the system currently used by enterprises, which can be MIS or ERP. It can realize the basic modules of enterprise production, sales, procurement, inventory, and finance, complete MRP calculation according to orders, and dynamically respond to the execution ability and completion of personalized orders [22]. This paper only studies the external integration of personalized orders. Therefore, when using this model, the enterprise information system must have the above functions or develop corresponding components and modules. Integration bus is the core part of integration. Enterprises should develop corresponding web services for order management according to their needs. The furniture sales terminal can be integrated with the sales terminal of the enterprise (including a complete sales terminal) and can respond to the customer’s demand. The sales terminal can be integrated with the sales terminal of the enterprise, which can provide a complete response to the customer’s demand.


### 4.3.2. The Core Function of the Model

The core function of the model lies in the design of an integrated bus, which mainly designs the corresponding services of order management and how to complete the communication with the enterprise information system. Order management mainly includes order requests, order collection, order summary, order response, order delivery, order feedback, order maintenance, etc. Due to the platform independence of SOA, when the integration bus communicates with the enterprise system, it uses soap to complete and designs the converter to complete the information conversion according to the XML schema document. When the integration bus communicates with the integration terminal, the soap interface component is designed. The soap interface component can be used by both sales agents and customers.After the web service design is completed, it is published to the UDDI registry for users to query and use. Figure6 illustrates the columnar distribution of various types of network furniture in different periods under big data modes, in which EC2 refers to bedding; EED refers to cabinets; ER3 refers to sofa.Figure 6
Columnar distribution of various types of network furniture in different periods under big data modes.


### 4.3.3. Basic Process of Model Application

The basic process of model application includes the following parts: ① Order release, the agent or seller puts forward an order request to the enterprise, and the integrated bus collects the order. The order collection mainly collects similar orders within a period of time, collects the formal order group information after the order, transmits it to the enterprise information system, and performs MRP calculation, and feedback the response results of personalized order information to the terminal through the integrated bus, including whether it can be produced, delivery date, price, and other relevant description information. After being determined by the terminal, order production can be carried out. ② Order execution: order execution mainly refers to the enterprise’s production according to the customer’s personalized needs. If the customer proposes to modify the order during production, it will be handled flexibly by the execution system. There is no strict standard here. ③ After order delivery and production, the enterprise delivers products to agents or customers and sends delivery information to the terminal through the integrated bus. ④ Order feedback: the continuous production of personalized orders must effectively receive the feedback information from customers, make adjustments to the enterprise’s production line, workers, and quality, make the best of personalized products, enter successful orders into personalized order files, and provide customers with personalized choices.


### 4.3.4. Extension of the Model

The integration bus of basic SOA has sufficient scalability. Enterprises can add Web services and related components according to their own needs to meet more actual needs. This model takes the enterprise as the core and actively integrates the third-party software system, so it can be extended to other fields, such as automobile, clothing, and other industries. This is because the arm system is easily affected by the network transmission speed and the disk reading and writing speed of the storage node, which greatly reduces the access speed.


## 4.3.1. The Overall Architecture of the Model

The model takes the enterprise information management system as the core, designs the integration bus based on SOA, and integrates the relevant partners of the enterprise externally. Enterprise information management system is the system currently used by enterprises, which can be MIS or ERP. It can realize the basic modules of enterprise production, sales, procurement, inventory, and finance, complete MRP calculation according to orders, and dynamically respond to the execution ability and completion of personalized orders [22]. This paper only studies the external integration of personalized orders. Therefore, when using this model, the enterprise information system must have the above functions or develop corresponding components and modules. Integration bus is the core part of integration. Enterprises should develop corresponding web services for order management according to their needs. The furniture sales terminal can be integrated with the sales terminal of the enterprise (including a complete sales terminal) and can respond to the customer’s demand. The sales terminal can be integrated with the sales terminal of the enterprise, which can provide a complete response to the customer’s demand.


## 4.3.2. The Core Function of the Model

The core function of the model lies in the design of an integrated bus, which mainly designs the corresponding services of order management and how to complete the communication with the enterprise information system. Order management mainly includes order requests, order collection, order summary, order response, order delivery, order feedback, order maintenance, etc. Due to the platform independence of SOA, when the integration bus communicates with the enterprise system, it uses soap to complete and designs the converter to complete the information conversion according to the XML schema document. When the integration bus communicates with the integration terminal, the soap interface component is designed. The soap interface component can be used by both sales agents and customers.After the web service design is completed, it is published to the UDDI registry for users to query and use. Figure6 illustrates the columnar distribution of various types of network furniture in different periods under big data modes, in which EC2 refers to bedding; EED refers to cabinets; ER3 refers to sofa.Figure 6
Columnar distribution of various types of network furniture in different periods under big data modes.


## 4.3.3. Basic Process of Model Application

The basic process of model application includes the following parts: ① Order release, the agent or seller puts forward an order request to the enterprise, and the integrated bus collects the order. The order collection mainly collects similar orders within a period of time, collects the formal order group information after the order, transmits it to the enterprise information system, and performs MRP calculation, and feedback the response results of personalized order information to the terminal through the integrated bus, including whether it can be produced, delivery date, price, and other relevant description information. After being determined by the terminal, order production can be carried out. ② Order execution: order execution mainly refers to the enterprise’s production according to the customer’s personalized needs. If the customer proposes to modify the order during production, it will be handled flexibly by the execution system. There is no strict standard here. ③ After order delivery and production, the enterprise delivers products to agents or customers and sends delivery information to the terminal through the integrated bus. ④ Order feedback: the continuous production of personalized orders must effectively receive the feedback information from customers, make adjustments to the enterprise’s production line, workers, and quality, make the best of personalized products, enter successful orders into personalized order files, and provide customers with personalized choices.


## 4.3.4. Extension of the Model

The integration bus of basic SOA has sufficient scalability. Enterprises can add Web services and related components according to their own needs to meet more actual needs. This model takes the enterprise as the core and actively integrates the third-party software system, so it can be extended to other fields, such as automobile, clothing, and other industries. This is because the arm system is easily affected by the network transmission speed and the disk reading and writing speed of the storage node, which greatly reduces the access speed.


## 5. Analysis of Ergonomic Parameters in Furniture Design

### 5.1. Relationship between Furniture Design and Ergonomics

In terms of furniture material improvement, new materials such as carbon fiber and high-density mesh have gradually replaced traditional wood materials and become the main materials of new furniture [23, 24]. Designers also began to design new furniture with the help of ergonomics. In the design and manufacture of traditional furniture, color elements can improve users’ comfort to a certain extent. Spatial distribution of network furniture management coefficient value with CPU efficiency is shown in Figure 7. However, through a period of practical feedback, the furniture design based on ergonomics, especially the commonly used furniture such as tables and chairs, has little correlation with color. Even some colors are more bright or obviously mixed and matched color effects with an artistic style, which will not receive positive feedback from consumers but will be ignored. The survey found that for the furniture products designed based on ergonomics, consumers focus entirely on the modeling and the comfort created by the modeling. It can be seen that in modern household products designed based on ergonomics, the influence effect of color is limited.Figure 7
Spatial distribution of network furniture management coefficient value with CPU efficiency.In terms of appearance, the basic shape of furniture designed based on ergonomics is not much different from that of ordinary furniture. Nevertheless, if we carefully distinguish between its different furniture components, we see that it contrasts sharply with furniture designed with traditional techniques in terms of size and proportional planning.For example, according to the traditional design process, the size of the computer desk and chair designed based on ergonomics is simply divided into large and small. However, the seat designed based on ergonomics takes into account not only the size of the contact surface of the chair required by different human bodies but also the size of the activity space of the lower limbs after the human body is seated, Thus, the height of the chair has a height drop interval of 40∼46 cm. The height drop of 6 cm seems simple. Maybe some seats with lifting functions can also be realized. However, in order to keep the angle of the contact surface between the seat cushion and the human body within the shock absorption range of 2°∼4°, it must be exquisitely designed. Wood materials with any elasticity cannot achieve this effect, so carbon fiber materials with lightweight and strong toughness must be used.


### 5.2. Ergonomic Principles in Furniture Design

For example, before furniture design, a well-known furniture brand cooperated with different sports research institutions in Asia and Europe to calculate the physical characteristics of the population in different block countries in detail with the help of a big data analysis system to fine-tune the basic samples of furniture. Still taking the computer desk and chair as an example, the designer of a brand should not only consider its overall beauty in the process of design but also comprehensively analyze the actual situation that the average height of Asians is about 2 ∼ 3.5 cm shorter than that of Europeans. It is reduced by 2.5 cm on the basis of 18 cm in front of the chair back so that the lower limb activity space can continue to be maintained at about 50 cm.In the process of furniture design, for that furniture with more contact with the human body, designers pay great attention to the optimization of its safety and consider it very carefully. According to the design principle under normalization, the contact surface of furniture completely in contact with the human body will be maintained at more than 40%, and the key components that play the role of shock absorption will be added at the waist and armrest, so as to ensure that even if the trembling effect occurs in the process of human contact with furniture, the trembling amplitude will be controlled within the safe range of 6°∼8°. It will not cause discomfort.Figure8 shows the spatial relationship curve between customer feedback base and big data storage and efficiency. As the identification of ergonomic furniture is still controversial, there is no national mandatory standard for relevant products. At present, the design and production standards implemented by enterprises are entirely enterprise standards, which restricts the large-scale production of ergonomic furniture. Especially after the domestic furniture enterprises complete the quality improvement and start the foreign export trade, this unified design standard needs to be improved as soon as possible.Figure 8
Spatial relationship curve between customer feedback base and big data storage and efficiency.


### 5.3. Analysis of Ergonomic Parameters in Furniture Design

When consumers accept the single furniture designed based on ergonomics, designers begin to effectively design complete sets of furniture or combined furniture. In the design process of this kind of furniture, in addition to retaining the most basic design concept, some parameters need to be fine-tuned.The relatively independent office chair can basically meet the relevant requirements of ergonomics as long as it can achieve effective shock absorption. In the design scheme of the complete set system, it is also necessary to analyze the size of the contact surface between the human body and the chair, and plan the activity space between the chair and the table, so as to ensure that the human body will not feel tired after sitting for about 3 hours in this environment, and the time limit of 3 hours is basically the basic time of half a working day.In order to achieve this effect, its height must be adjusted, that is, the height of the seat surface of the office chair, plus the height difference between the desktop and the seat surface. Generally, the height of the desktop is 700∼760 mm, so the height of the chair needs to be about 830∼850 mm. After the chair, desktop and human elbow basically maintain a 180° horizontal straight line, and the contact surface between the neck and the chair back can be maximized to reduce human fatigue as much as possible.Because the basic needs of the office environment and furniture environment for the table are different, designers need to finalize the table according to the different basic needs of consumers in the process of table design. Generally speaking, the area of the desk needs to be based on the user’s sitting posture and the standard activity range of the upper limbs. If the area is too large, the upper limb activity will be limited, and the area is too small, which will produce a strong sense of depression. At the same time, it is not convenient to place office supplies. Combined with the most popular products in the market, the suitable size is 1200∼2000 mm in length and 600∼800 mm in width.After in-depth research on ergonomics related products, especially furniture products, Japanese experts found that large static furniture does have a certain impact on human perception in the process of scale, motion range, and even interpersonal communication. Some obvious depression comes from this furniture to a large extent. It can realize the basic modules of production, sales, procurement, inventory, and finance of the enterprise, complete MRP calculation according to the order, and dynamically respond to the execution ability and completion of personalized orders.In order to effectively alleviate this negative emotion, furniture designers regard environmental factors as an important reference index for effectively changing the size and specification of furniture in the process of design, especially in some relatively closed office places, such as aircraft cabin and train sleeper carriage, which must exist for cabinets. At the same time, it is necessary to minimize the double constraints that may affect the environmental factors. Under the influence of double constraints, simply compressing its size is obviously not enough. It is necessary to optimize the basic specifications of the cabinet by integrating quantitative or variable factors such as indoor thermal environment, acoustic environment, light environment, gravity environment, and radiation environment, which is shown in Figure9.Figure 9
Typical examples of different types of network furniture based on big data analysis.It should be emphasized that in this special environment, the influence of color factors is more obvious. In the process of designing this kind of furniture, experienced designers often take color elements as an important index of ergonomic design style so as to obtain a better design effect.Sofa furniture has many comprehensive uses, which gives designers a relatively large space for free play. In the design of customized furniture, especially the customized furniture for the whole house, there are many designs for sofa. In the fierce competition, some designers have found another way to design based on ergonomics from the material of the sofa, which has achieved unexpected results. The combination of high-density mesh and carbon fiber support has become an ideal material for this design. The high-density mesh cloth can effectively solve the problem of perspiration, and the carbon fiber support can play a buffer role. At the same time, after the human body squeezes the sofa under load, it can not only ensure that the sofa will not deform but also quickly return to its original state after reducing the extrusion. This feature is fully applicable to young groups full of vitality and unrestrained personality. In addition, these people extremely pursue fashion and trends and are easy to accept furniture products designed based on ergonomics. Therefore, it is easy to directly lead the fashion and trend of furniture consumption.


## 5.1. Relationship between Furniture Design and Ergonomics

In terms of furniture material improvement, new materials such as carbon fiber and high-density mesh have gradually replaced traditional wood materials and become the main materials of new furniture [23, 24]. Designers also began to design new furniture with the help of ergonomics. In the design and manufacture of traditional furniture, color elements can improve users’ comfort to a certain extent. Spatial distribution of network furniture management coefficient value with CPU efficiency is shown in Figure 7. However, through a period of practical feedback, the furniture design based on ergonomics, especially the commonly used furniture such as tables and chairs, has little correlation with color. Even some colors are more bright or obviously mixed and matched color effects with an artistic style, which will not receive positive feedback from consumers but will be ignored. The survey found that for the furniture products designed based on ergonomics, consumers focus entirely on the modeling and the comfort created by the modeling. It can be seen that in modern household products designed based on ergonomics, the influence effect of color is limited.Figure 7
Spatial distribution of network furniture management coefficient value with CPU efficiency.In terms of appearance, the basic shape of furniture designed based on ergonomics is not much different from that of ordinary furniture. Nevertheless, if we carefully distinguish between its different furniture components, we see that it contrasts sharply with furniture designed with traditional techniques in terms of size and proportional planning.For example, according to the traditional design process, the size of the computer desk and chair designed based on ergonomics is simply divided into large and small. However, the seat designed based on ergonomics takes into account not only the size of the contact surface of the chair required by different human bodies but also the size of the activity space of the lower limbs after the human body is seated, Thus, the height of the chair has a height drop interval of 40∼46 cm. The height drop of 6 cm seems simple. Maybe some seats with lifting functions can also be realized. However, in order to keep the angle of the contact surface between the seat cushion and the human body within the shock absorption range of 2°∼4°, it must be exquisitely designed. Wood materials with any elasticity cannot achieve this effect, so carbon fiber materials with lightweight and strong toughness must be used.


## 5.2. Ergonomic Principles in Furniture Design

For example, before furniture design, a well-known furniture brand cooperated with different sports research institutions in Asia and Europe to calculate the physical characteristics of the population in different block countries in detail with the help of a big data analysis system to fine-tune the basic samples of furniture. Still taking the computer desk and chair as an example, the designer of a brand should not only consider its overall beauty in the process of design but also comprehensively analyze the actual situation that the average height of Asians is about 2 ∼ 3.5 cm shorter than that of Europeans. It is reduced by 2.5 cm on the basis of 18 cm in front of the chair back so that the lower limb activity space can continue to be maintained at about 50 cm.In the process of furniture design, for that furniture with more contact with the human body, designers pay great attention to the optimization of its safety and consider it very carefully. According to the design principle under normalization, the contact surface of furniture completely in contact with the human body will be maintained at more than 40%, and the key components that play the role of shock absorption will be added at the waist and armrest, so as to ensure that even if the trembling effect occurs in the process of human contact with furniture, the trembling amplitude will be controlled within the safe range of 6°∼8°. It will not cause discomfort.Figure8 shows the spatial relationship curve between customer feedback base and big data storage and efficiency. As the identification of ergonomic furniture is still controversial, there is no national mandatory standard for relevant products. At present, the design and production standards implemented by enterprises are entirely enterprise standards, which restricts the large-scale production of ergonomic furniture. Especially after the domestic furniture enterprises complete the quality improvement and start the foreign export trade, this unified design standard needs to be improved as soon as possible.Figure 8
Spatial relationship curve between customer feedback base and big data storage and efficiency.


## 5.3. Analysis of Ergonomic Parameters in Furniture Design

When consumers accept the single furniture designed based on ergonomics, designers begin to effectively design complete sets of furniture or combined furniture. In the design process of this kind of furniture, in addition to retaining the most basic design concept, some parameters need to be fine-tuned.The relatively independent office chair can basically meet the relevant requirements of ergonomics as long as it can achieve effective shock absorption. In the design scheme of the complete set system, it is also necessary to analyze the size of the contact surface between the human body and the chair, and plan the activity space between the chair and the table, so as to ensure that the human body will not feel tired after sitting for about 3 hours in this environment, and the time limit of 3 hours is basically the basic time of half a working day.In order to achieve this effect, its height must be adjusted, that is, the height of the seat surface of the office chair, plus the height difference between the desktop and the seat surface. Generally, the height of the desktop is 700∼760 mm, so the height of the chair needs to be about 830∼850 mm. After the chair, desktop and human elbow basically maintain a 180° horizontal straight line, and the contact surface between the neck and the chair back can be maximized to reduce human fatigue as much as possible.Because the basic needs of the office environment and furniture environment for the table are different, designers need to finalize the table according to the different basic needs of consumers in the process of table design. Generally speaking, the area of the desk needs to be based on the user’s sitting posture and the standard activity range of the upper limbs. If the area is too large, the upper limb activity will be limited, and the area is too small, which will produce a strong sense of depression. At the same time, it is not convenient to place office supplies. Combined with the most popular products in the market, the suitable size is 1200∼2000 mm in length and 600∼800 mm in width.After in-depth research on ergonomics related products, especially furniture products, Japanese experts found that large static furniture does have a certain impact on human perception in the process of scale, motion range, and even interpersonal communication. Some obvious depression comes from this furniture to a large extent. It can realize the basic modules of production, sales, procurement, inventory, and finance of the enterprise, complete MRP calculation according to the order, and dynamically respond to the execution ability and completion of personalized orders.In order to effectively alleviate this negative emotion, furniture designers regard environmental factors as an important reference index for effectively changing the size and specification of furniture in the process of design, especially in some relatively closed office places, such as aircraft cabin and train sleeper carriage, which must exist for cabinets. At the same time, it is necessary to minimize the double constraints that may affect the environmental factors. Under the influence of double constraints, simply compressing its size is obviously not enough. It is necessary to optimize the basic specifications of the cabinet by integrating quantitative or variable factors such as indoor thermal environment, acoustic environment, light environment, gravity environment, and radiation environment, which is shown in Figure9.Figure 9
Typical examples of different types of network furniture based on big data analysis.It should be emphasized that in this special environment, the influence of color factors is more obvious. In the process of designing this kind of furniture, experienced designers often take color elements as an important index of ergonomic design style so as to obtain a better design effect.Sofa furniture has many comprehensive uses, which gives designers a relatively large space for free play. In the design of customized furniture, especially the customized furniture for the whole house, there are many designs for sofa. In the fierce competition, some designers have found another way to design based on ergonomics from the material of the sofa, which has achieved unexpected results. The combination of high-density mesh and carbon fiber support has become an ideal material for this design. The high-density mesh cloth can effectively solve the problem of perspiration, and the carbon fiber support can play a buffer role. At the same time, after the human body squeezes the sofa under load, it can not only ensure that the sofa will not deform but also quickly return to its original state after reducing the extrusion. This feature is fully applicable to young groups full of vitality and unrestrained personality. In addition, these people extremely pursue fashion and trends and are easy to accept furniture products designed based on ergonomics. Therefore, it is easy to directly lead the fashion and trend of furniture consumption.


## 6. Conclusion

The enterprise information platform built by using SOA technology has the characteristics of loose coupling, reusability, platform independence, and language independence. Enterprise software should have strong flexibility to face complex business changes, so SOA has high practical value. This paper takes the furniture enterprise resource management system as the research object, from the perspective of customer personalized needs, based on SOA technology, designs the model of furniture enterprise system integrated sales agent system, and gives the application method of the model. Using the integrated system realized by this model, enterprises can quickly deal with personalized orders, so as to arrange production, increase enterprise profits, improve enterprise market competitiveness, and increase customer satisfaction.



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*Source: 9698853-2022-04-26.xml*