# Measures and Suggestions for Smart Community Development Based on Urban Renewal

Authors: Shuyang Yang; Hongqing Guan; Chongbao Ren; Rijia Ding
Journal: Wireless Communications and Mobile Computing
 (2022)

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## Abstract

The development mode of urban construction has gradually changed from the rapid development and construction mode of new areas to the renewal of old urban areas. The old urban areas are demolished, transformed, upgraded, invested, and constructed, and the backward urban functions are replaced with new urban functions and then restore vitality and prosperity. In urban renewal, the upgrading and transformation of urban information infrastructure and intelligent systems is an important part of urban development, and the smart community construction system is a new development concept after urbanization has been updated to a certain extent. The goal is to address the disparity between the material and cultural needs of a growing population and the unbalanced and unplanned management of cities. In addition, with the rapid development of information technology, new applications and demands emerge. Based on urban renewal, this paper proposes corresponding countermeasures for the upgrading and transformation of intelligent facilities and intelligent application in the development of smart communities in combination with new technologies such as cloud computing, big data, Internet of Things, 5G, and AI for reference in planning and design.


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## Body

## 1. Introduction

With the progress of society, the United States began to renew its cities in the early 19th century. With the process of urban development, large-scale sports development gradually prevailed in the middle of the century [1]. For the first time in China, the regulations for urban renewal are only put forward in the 21st century, and with the development of different cities, there are differences in the time when the regulations on urban renewal are implemented. First, it is implemented in Shenzhen at 2009, followed by Guangzhou and Shanghai in 2015, suggesting that urban renewal will become the main theme of development in the process of construction of large cities for a long time in the future. At the same time, smart community is the application of high-tech in community service and management systems, whilethe acceleration of urban renewal process and the application of smart community have become inevitable development trends [2]. For urban renewal, the community as its main development content, which has a directly impact on the living habit of residents, while in the process of urban renewal and construction, building a smart community has gradually become an important measure. In fact, it is an important trend of development and an important support point for the development of smart cities in urban renewal [3]. Therefore, this paper focuses on analyzing the measures and suggestions for the development of smart communities under the guidance of urban renewal, elaborating on the development of smart communities in the process of urban renewal in China, and providing theoretical suggestions for their development.Currently, the relevant smart community services are mainly divided into service objects and service contents, which mainly support development by using various equipment, hardware, and software, which take the main community as the relevant subject of the service and intelligent service as the main content. Among them, the “Internet+” as a product of the new era is also an important measure for the development of smart cities to realize the digitization of community population needs. Currently, building smart communities is a response to the call of relevant state departments to simplify operations and improve work efficiency of cities [4].Therefore, Guo [5] believes that the smart community construction system is a new development concept after urbanization has been updated to a certain extent. Moreover, its goal is to solve the material and cultural needs of the growing population and the imbalance and lack the differences between program management of urbanization.Under the support and guidance of the government, the community service industry was aimed at meeting the diverse needs of the community, which will based on the community and integrate social forces into community services. For instance, it includes commercial services provided by market players and services provided by the government, public services, and social and nonprofit services provided by community organizations. In addition, service, sociality, and regionality are the characteristics of our country’s community service of which regionality is an important feature of our country’s community service. With the continuous development of social economy, information technology and the rise of mobile Internet, cloud computing, Internet of Things, and other technologies provided an opportunity for the development of smart communities in China [6, 7]. In general, the smart community refers to the application of cloud computing, mobile Internet, Internet of Things, and other information technologies to various community management systems and services. Also, it is grasping various new technology innovations and industrial development opportunities, creating a smart community environment. Furthermore, smart community depends on urban renewal to provide community services and management, which not only makes community services and systems gradually modernized but also creates many information sources and information processing models to build modern communities in China. Therefore, the construction form of smart community is based on community modernization, using information technology to realize the intelligent embodiment of community management and services, which provide information management and services for community residents, so that community residents can develop and live better [8].


## 2. Technical Fields of Smart Community in China

Because of the continuous progress of society and economy, great achievements in information technology, followed by the rise of mobile Internet, cloud computing, Internet of Things, and other technologies, then the development of smart community has received comprehensive attention in China. At present, the complete infrastructure and equipment of smart community exhibition halls gradually emerged in China. Especially, smart community services and diversified community services are powerful guarantees for smart community talents, organizations, and funds [9].However, the construction and development of smart community is late , so its important to establish a systematic service technology system of smart community. the technical field of smart community are include the following aspects.so, while technical fields of smart communities will include the following aspects.


### 2.1. Intelligent Security

In China, smart communities provide security systems for community residents, such as fire safety assurance services, access control, antitheft, parking management, and home intercom systems. However, due to the low-level development of smart communities, some residential monitoring, access control, and parking management systems are still under construction, while portal intercom and antitheft alarm systems are being further installed. Our community smart security systems are still in the form of access cards, then controlling the access for residents. Similarly, access cards are also required for residents’ vehicles to enter and exit [10]. In addition, the existence of the smart community will also install monitoring equipment in community corridors, parking lot entrances and exits, elevators, etc. Moreover, build screens in the community property center, then property managers can keep abreast of the internal situation to ensure access and safety for community. Furthermore, the system provides corresponding guarantees for urban renewal to a large extent [11].


### 2.2. Smart Property

At present, the smart property system is the most common and advanced model which is the process to build a smart community in China. In the process of building smart properties, there are various scopes and content services which include community life websites, smart electronic screens, service hotlines, WeChat public account services, etc. Among them, the smart electronic screen is a platform for community activities. It is mainly responsible for the dissemination of government affairs, community cultural publicity, community announcements, and other information dissemination. In addition, its function is to publish information such as weather, traffic, real estate, and news [12]. Then through the WeChat public account, residents can obtain relevant information, while the network in the community can enable intelligent communication between neighbors and improve the quality of life of the people. The smart property has also opened an exclusive service hotline for residents whom can communicate with property staff rely on the exclusive service hotline that provides relevant services for residents such as complaints, warranty, and consultation in community [13].


### 2.3. Smart Medical and Health Services

The important functions of smart community provide smart medical and health services for the residents, which is implemented necessities in the daily life, while the smart medical and health service systems are based on the actual problems of the community residents which include the home-based care, medical care, and applying for pension. At present, the function of smart medical will publish medical resource information to nearby hospitals in the form of a community and then establish electronic health records for community residents. The service not only conducts health education for community residents but also provides health protection for residents [14]. The intelligent community care system combines the advantages of sensors, IoT technology and uses intelligent monitoring equipment to remotely monitor the elderly and the elderly people live along in the community [15–19]. For instance, the seniors only need to push the remote monitoring button on the facility when them feel uncomfortable or need reassurance, which will easy to access smart community services.such as first aid, convenience, and housekeeping. On the other hand, the service was aimed at installing smart home system equipment that realizes the intelligent of home appliances so that residents can remotely control curtains, home appliances, and lighting [20–23]. Furthermore, the smart community through installing a visual intercom system realized bilingual and image recognition allowing residents and visitors to communicate at any time, while improving the sense of security of community residents. Figure 1 is the application of smart community.Figure 1
Application of smart community.


## 2.1. Intelligent Security

In China, smart communities provide security systems for community residents, such as fire safety assurance services, access control, antitheft, parking management, and home intercom systems. However, due to the low-level development of smart communities, some residential monitoring, access control, and parking management systems are still under construction, while portal intercom and antitheft alarm systems are being further installed. Our community smart security systems are still in the form of access cards, then controlling the access for residents. Similarly, access cards are also required for residents’ vehicles to enter and exit [10]. In addition, the existence of the smart community will also install monitoring equipment in community corridors, parking lot entrances and exits, elevators, etc. Moreover, build screens in the community property center, then property managers can keep abreast of the internal situation to ensure access and safety for community. Furthermore, the system provides corresponding guarantees for urban renewal to a large extent [11].


## 2.2. Smart Property

At present, the smart property system is the most common and advanced model which is the process to build a smart community in China. In the process of building smart properties, there are various scopes and content services which include community life websites, smart electronic screens, service hotlines, WeChat public account services, etc. Among them, the smart electronic screen is a platform for community activities. It is mainly responsible for the dissemination of government affairs, community cultural publicity, community announcements, and other information dissemination. In addition, its function is to publish information such as weather, traffic, real estate, and news [12]. Then through the WeChat public account, residents can obtain relevant information, while the network in the community can enable intelligent communication between neighbors and improve the quality of life of the people. The smart property has also opened an exclusive service hotline for residents whom can communicate with property staff rely on the exclusive service hotline that provides relevant services for residents such as complaints, warranty, and consultation in community [13].


## 2.3. Smart Medical and Health Services

The important functions of smart community provide smart medical and health services for the residents, which is implemented necessities in the daily life, while the smart medical and health service systems are based on the actual problems of the community residents which include the home-based care, medical care, and applying for pension. At present, the function of smart medical will publish medical resource information to nearby hospitals in the form of a community and then establish electronic health records for community residents. The service not only conducts health education for community residents but also provides health protection for residents [14]. The intelligent community care system combines the advantages of sensors, IoT technology and uses intelligent monitoring equipment to remotely monitor the elderly and the elderly people live along in the community [15–19]. For instance, the seniors only need to push the remote monitoring button on the facility when them feel uncomfortable or need reassurance, which will easy to access smart community services.such as first aid, convenience, and housekeeping. On the other hand, the service was aimed at installing smart home system equipment that realizes the intelligent of home appliances so that residents can remotely control curtains, home appliances, and lighting [20–23]. Furthermore, the smart community through installing a visual intercom system realized bilingual and image recognition allowing residents and visitors to communicate at any time, while improving the sense of security of community residents. Figure 1 is the application of smart community.Figure 1
Application of smart community.


## 3. Analysis of the Domestic and Foreign Practical Experience of Urban Renewal

In China, the community urban renewal work starts late. Therefore, the development of smart community has become one of the important tasks of urbanization in the new period. And it is of great significance to learn the comprehensive implementation and experience of community urban renewal fromdomestic and abroad for China.Theoverview of the implementation of urban renewal after World War II at foreign countries. The urban renewal experienced a large-scale movement of demolishing slums in the United Kingdom and the United States [24–27]. They pay attention to development of the social and economic effects, especially urban employment, and the style of historic districts after urban transformation. Also, the government had developed method for the community from the renewal and transformation of the physical space environment to the comprehensive revitalization economy and culture of community, which has gradually become the first place in the comprehensive management of urban problems. At the same time, Singapore is influenced by the colonial era, which lead to a huge social gap between the rich and the poor, while some labor-intensive slums contrasting with comfortable and bright financial institutions and commercial offices in the twenties of 19th century. During that time, Singapore government’s main purpose of implementing urban renewal is to improve the living conditions for people who live at the bottom and remove the dual structure of the city [28–30]. Therefore, Singapore government had launched a campaign to clean up slums, while the situation is similar in both the United Kingdom and the United States. In fact, its urban renewal has gone through four stages of development. The early stage is the community has chaotic material environment, and then urgent need to improve on material renewal in order to the cleaning of slums. After that, the government makes new concept implementation phase of the plan, which will implement material recycling, and then gradually tends to focus on the third stage of environmental protection and sustainable economic development. Finally, the government and developer will ensure environmental quality to expand urban centers enhancing regional vitality and improving urban competitiveness. Also, the urban renewal process began with the “Wanda Plan” implemented by Taipei City in the 1970s. Since that, the local government has successively promulgated several laws and regulations to support the implementation of urban renewal projects in the city of Taipei.According to the change process of the implementing body and the application of laws and regulations, the urban renewal is divided into three stages. The first stage is as follows: the government as the leading party is advocating that the city urgently needs to be updated which is content to demolish the old buildings and improve the urban landscape in the city. The second stage is as follows: the private developers gradually become the dominant party and actively participate in the urban renewal process which is the same work as the first stage. Besides, it pays more attention to private capital participation and spontaneous market recovery. The third stage is as follows: with the development of public-private partnership investment which has gradually become the leading party of urban renewal, actively participating in the renewal period. The government and developers work together to improve the function of city ensuring the services are compatible with public facilities and open spaces. While the city of Shenzhen’s urban renewal began in the 1980s, and its renovation practice began with the renovation of old housing estates and scattered land, then the policy is turned to the extensive renovation of old urban areas and towns and villages. During that time, the urban renewal development not only provided valuable experience but also exposed many problems. Shenzhen’s recovery has also gone through three stages to sum up as follows: the stage one: the city is developing slow then the material renewal of the old city is mainly based on spontaneous and sporadic transformation. Also, there are many old buildings that are demolished; the second stage: the city is expanding and develops rapidly and the content of urban renewal gradually shifts to the redevelopment period. However, the market capital is gradually affected neglecting environmental improvement and overall planning of the urban renewal projects; the third stage: the city development is the acceleration stage so that the objective change to promote balanced development and take the old urban areas for the city. Especially, the stage’s emphasis is placed on the overall improvement which includes the corresponding policies, regulations, and implementing agencies. Figure2 is a summary flowchart of urban renewal at domestic and overseas.Figure 2
Summary flowchart of urban renewal at domestic and overseas.


## 4. Problems and Suggested Measures for Construction and Development of Smart Communities

### 4.1. Problems in the Construction and Development of Smart Communities

China smart community construction has achieved remarkable results after staged efforts and development. firstly, the function of smart community construction can create relevant smart services for residents which also promotes the employment, parking management, and the home-based elderly care services. secondly, it improves service methods which are reflected in more intelligent, convenient, and humanized services. Through the intelligent analysis of big data, residents can more accurately understand the living, working, and educational habits of various groups then realize the informatization and digitization of services. However, there are several important issues that need to be addressed when building an intelligent community.Because the smart community is development in short time which in conceptually development process, thus each household has its own way. In addition, the authoritative and recognized industry standard has not been established, then it is difficult to establish a generally accepted smart community framework.Any service process is inseparable from the participation of talents.while the number of high-quality compound talents as shortage for the development of smart comunity. also, there are some smart communities development base on urban reneal which limited on expertise inadequate inferior in the management, so that it makes effect far less than that in the normal range. In addition, the community site administrators have not checked and analyzed the background data and have not upgraded related maintenance resulting in frequent occurrence of loopholes for operation management. Moreover, the operation management system only has the function of display because some related electronic equipment is left unattended in the development of smart communities.Form the government point of view, the construction of smart communities is the high participation costs for the related enterprises. In addition, the participation mechanism is imperfect individual of community residents even the government adopts strong intervention, but the smart community active participation rate is relatively low for residents. Further, based on urban renewal the information system construction obviously development late in the construction of smart communities . At present, the development of China’s relevant laws as well as building a system is relatively sound and extensive. Therefore, it is difficult to provide unified guidelines for the construction of smart communities and the lack of unified market standards for related data, then equipment is hindered by the further popularization and development of smart communities. Figure3 shows smart community construction under urban renewal.Figure 3
Smart community construction under urban renewal.


### 4.2. Suggestions and Measures for the Construction and Development of Smart Communities Based on Urban Renewal

#### 4.2.1. Improve the Basic Service Facilities of Smart Communities

Firstly, the government should fully research and evaluate the geographic status, scope, and capability for community services. While the construction of smart community infrastructure service facilities should be increase to the function for smart communities.thus, the government shouldsets up the stand of smart community infrastructure through rational planning of smart community infrastructure, which depends on the comfort of community residents, efficient service facilities, complete service functions, and community residents’ satisfaction. At the same time, according to the community population and regional environment, the government needs to rely on the future development demand then combine the service efficiency of community facilities while determine the location, layout, and quantity of community facilities to make unified planning and design.hose make sure the full use of the original community facilities and improve the relative performance of surrounding community service facilities. Secondly, the smart community should establish full play to synergistic benefits, then actively build smart community facilities, while support wireless and wired communication network coverage with development plan to cooperate with radio, television, and telecom operators for the function of smart community to improve the level of broadband usage in communities. Finally, the development of network technology should be actively supported in the construction of smart communities. The construction of network and perimeter perception network supports the construction of intelligent community perception network. Figure4 presents smart community infrastructure service facilities.Figure 4
Smart community infrastructure service facilities.


#### 4.2.2. Development Public Safety Services of Smart Community

With the development of artificial intelligence technology, public safety has become an important field in the management and construction of smart community systems which has been applied in community public safety. The function is mainly covering various major fields such as network, software, and security. It also creates intelligent security and two main scene modules for intelligent fire protection. At the same time, community smart security is based on the design of previous smart public security projects. Moreover, it establishes comprehensive management center which integrates data platforms such as community, grid, public, party building, and civil affairs. In addition, it will set up neural sensors such as video surveillance, access control, passenger and vehicle information checkpoints, and mobile patrols; deploy the Wi-Fi equipment; and install a single-key alarm device,. This function will ensure the data is fully collected and the alarm interface is implemented. Secondly, the community should implement real-time data collection and real-time early warning, establish a closed-loop disposal system, and design a three-dimensional public security prevention and control system to provide comprehensive security for the community. On the other hand, in terms of smart fire protection, the community should install sensors such as smoke, temperature, and combustible gas detection accordingly, which connects them with the help of the Internet of Things. Furthermore, the artificial intelligence-based active management should adopt functions of fire warning and intelligent inspection and then promote the development of fire safety in smart communities. Meanwhile, artificial intelligence technology can significantly improve the service quality of the property as well. Also, the smart property is different from the traditional property service model, which is highly integrated and enables and realizes all systems involved in property management. While the systems can be completed through the community intelligence platform ensuring the intelligent monitoring and response and management of community events, It can be used in basic services such as community parking, repair reporting, remote reading, security protection, and environmental monitoring. Moreover, it can also be used in the field of elderly care. It can implement garbage classification overflow alarm and remote supervision of the elderly at home and then improve residents’ experience of receiving services. Figure5 illustrates artificial intelligence smart community public safety service network.Figure 5
Artificial intelligence smart community public safety service network.


#### 4.2.3. Building a Smart Community Artificial Intelligence Comprehensive Service

The smart community should build a comprehensive service smart platform that is particularly important for building a smart community which it is the core content of the smart community. The function of smart platform for processing comprehensive services consists of data integration, analysis, and distribution. First, smart community can deepen the standardization of related systems for data integration, which data come from community smart security, vehicle management, and home furnishing, then it effectively integrates various system resources. Secondly, the artificial intelligence technology can play significant advantages for construction of intelligent services which mainly reflected in the application of community public management in smart communities. In addition, the establishment of artificial intelligence platforms and smart properties for government services and decision-making uses the environment-oriented open decision-making engine in the field of smart government affairs and property. In fact, the artificial intelligence can be extended and applied to key strategic decisions, including research and evaluation of complex social issues, policy evaluation, risk early warning, and emergency response. Also, the artificial intelligence administration can implement various business cooperation of civil affairs, social security, and public security and other departments provide residents with convenient business consulting services and unblock the interaction channels between the government and the people. The information is integrated that can be used for the management of community affairs, including daily residence permit, medical insurance, civil affairs assistance, and low rent. Furthermore, the artificial intelligence’s other important role is to use data association and intelligent information processing technology to analyze and sort out the massive data collected by the community, troubleshoot hidden dangers, and solve traditional difficult community management issues. In addition, the property can analyze and mine basic related data with the artificial intelligence platform, such as the function of face recognition, abnormal traffic, and strangers. And the system can predict the group leasing and pyramid sales that may occur in the community, which rely on video surveillance and image recognition technology to collect high-altitude data that supply evidence of parabolic objects, car body scratches, and garbage. However, the operator will through precise management of key special groups base on big data technologyto stable effect on the community. In addition, the system can also provide community water quality, vehicle, and other management and services; implement effective management of motor vehicle and nonmotor vehicle parking charges; and clarify the management level.


### 4.3. Optimizing Artificial Intelligence Countermeasures for Smart Communities

#### 4.3.1. Data Perception and Transmission

Firstly, the system of smart communities improves front-end intelligent algorithms and then presents and applies front-end computing nodes or lightweight algorithms that occupy fewer computing resources while makes high use of technologies such as program libraries, model analysis software, and front-end chips. On the other hand, the traditional community management cannot deal with the risk of safety for real-time and most of issue must check the video later. However, the smart community system is greatly improving the function of monitoring to achieve timeliness management. In addition, the 5G technology is gradually applied with the progress and development of smart community, which the development of 5G technology is applied in intelligent management of smart communities, especially the rapid transmission of technical data is used to carry out real-time monitoring and collection technology compatible with 5G technology. Technology and front-end and back-end integrated managements conduct systematic research to ensure the timeliness and full coverage of data transmission.


#### 4.3.2. Data Governance

Because the existing smart community has the characteristics of large data volume of big data, then high proportion of unstructured data is difficult to share between different systems or platforms. Also, there is significant differences in data quality between community unstructured video surveillance data and structured Monitor departmental data. Therefore, the system needs to conduct research on various information sources, which are include collected from social resource additional data, research data collection, and multisource data heterogeneities. After that, establish the data fusion standards and process to create multimedia and multiplatform big data pools and structured database. Furthermore, the system needs comprehensive community management data applications which can be mined and analyzed according to the complexity of multimodal scenarios under big data mining, massive data, such as people, vehicles, things, and spaces in community operation and management. And the collected information can be evaluated and analyzed using algorithms based on established business goals. In addition, the system designers also need to fully understand business scenarios when the program to mining data for the further modeling optimizing data algorithms. However, based on business knowledge, implement a complete combination of business objective to find the key data then implement data mining more effectively promoting smart community services.


#### 4.3.3. AI-Assisted Decision-Making

Based on big data analysis of artificial intelligence technology, the system is constructed to fully cover the information of residents through data quantification, which are include the basic information and behavior of basic community elements such as residents, vehicles, infrastructure, and a highly intelligent and information-based digital dual. The system will perform collaborative perception processing of complex business information displaying real-time information from the business needs of the entire community. Then affect the future trends of key state information can be obtained based on data which support current decisions, and formulated evaluable decision evaluation criteria. In fact, the operator evaluates the possible impact of long-term impact decisions and updates and revises the improved decision-making system. It can help community managers make scientific and reasonable judgments and avoid managers relying too much on intuition in analysis and decision-making.


## 4.1. Problems in the Construction and Development of Smart Communities

China smart community construction has achieved remarkable results after staged efforts and development. firstly, the function of smart community construction can create relevant smart services for residents which also promotes the employment, parking management, and the home-based elderly care services. secondly, it improves service methods which are reflected in more intelligent, convenient, and humanized services. Through the intelligent analysis of big data, residents can more accurately understand the living, working, and educational habits of various groups then realize the informatization and digitization of services. However, there are several important issues that need to be addressed when building an intelligent community.Because the smart community is development in short time which in conceptually development process, thus each household has its own way. In addition, the authoritative and recognized industry standard has not been established, then it is difficult to establish a generally accepted smart community framework.Any service process is inseparable from the participation of talents.while the number of high-quality compound talents as shortage for the development of smart comunity. also, there are some smart communities development base on urban reneal which limited on expertise inadequate inferior in the management, so that it makes effect far less than that in the normal range. In addition, the community site administrators have not checked and analyzed the background data and have not upgraded related maintenance resulting in frequent occurrence of loopholes for operation management. Moreover, the operation management system only has the function of display because some related electronic equipment is left unattended in the development of smart communities.Form the government point of view, the construction of smart communities is the high participation costs for the related enterprises. In addition, the participation mechanism is imperfect individual of community residents even the government adopts strong intervention, but the smart community active participation rate is relatively low for residents. Further, based on urban renewal the information system construction obviously development late in the construction of smart communities . At present, the development of China’s relevant laws as well as building a system is relatively sound and extensive. Therefore, it is difficult to provide unified guidelines for the construction of smart communities and the lack of unified market standards for related data, then equipment is hindered by the further popularization and development of smart communities. Figure3 shows smart community construction under urban renewal.Figure 3
Smart community construction under urban renewal.


## 4.2. Suggestions and Measures for the Construction and Development of Smart Communities Based on Urban Renewal

### 4.2.1. Improve the Basic Service Facilities of Smart Communities

Firstly, the government should fully research and evaluate the geographic status, scope, and capability for community services. While the construction of smart community infrastructure service facilities should be increase to the function for smart communities.thus, the government shouldsets up the stand of smart community infrastructure through rational planning of smart community infrastructure, which depends on the comfort of community residents, efficient service facilities, complete service functions, and community residents’ satisfaction. At the same time, according to the community population and regional environment, the government needs to rely on the future development demand then combine the service efficiency of community facilities while determine the location, layout, and quantity of community facilities to make unified planning and design.hose make sure the full use of the original community facilities and improve the relative performance of surrounding community service facilities. Secondly, the smart community should establish full play to synergistic benefits, then actively build smart community facilities, while support wireless and wired communication network coverage with development plan to cooperate with radio, television, and telecom operators for the function of smart community to improve the level of broadband usage in communities. Finally, the development of network technology should be actively supported in the construction of smart communities. The construction of network and perimeter perception network supports the construction of intelligent community perception network. Figure4 presents smart community infrastructure service facilities.Figure 4
Smart community infrastructure service facilities.


### 4.2.2. Development Public Safety Services of Smart Community

With the development of artificial intelligence technology, public safety has become an important field in the management and construction of smart community systems which has been applied in community public safety. The function is mainly covering various major fields such as network, software, and security. It also creates intelligent security and two main scene modules for intelligent fire protection. At the same time, community smart security is based on the design of previous smart public security projects. Moreover, it establishes comprehensive management center which integrates data platforms such as community, grid, public, party building, and civil affairs. In addition, it will set up neural sensors such as video surveillance, access control, passenger and vehicle information checkpoints, and mobile patrols; deploy the Wi-Fi equipment; and install a single-key alarm device,. This function will ensure the data is fully collected and the alarm interface is implemented. Secondly, the community should implement real-time data collection and real-time early warning, establish a closed-loop disposal system, and design a three-dimensional public security prevention and control system to provide comprehensive security for the community. On the other hand, in terms of smart fire protection, the community should install sensors such as smoke, temperature, and combustible gas detection accordingly, which connects them with the help of the Internet of Things. Furthermore, the artificial intelligence-based active management should adopt functions of fire warning and intelligent inspection and then promote the development of fire safety in smart communities. Meanwhile, artificial intelligence technology can significantly improve the service quality of the property as well. Also, the smart property is different from the traditional property service model, which is highly integrated and enables and realizes all systems involved in property management. While the systems can be completed through the community intelligence platform ensuring the intelligent monitoring and response and management of community events, It can be used in basic services such as community parking, repair reporting, remote reading, security protection, and environmental monitoring. Moreover, it can also be used in the field of elderly care. It can implement garbage classification overflow alarm and remote supervision of the elderly at home and then improve residents’ experience of receiving services. Figure5 illustrates artificial intelligence smart community public safety service network.Figure 5
Artificial intelligence smart community public safety service network.


### 4.2.3. Building a Smart Community Artificial Intelligence Comprehensive Service

The smart community should build a comprehensive service smart platform that is particularly important for building a smart community which it is the core content of the smart community. The function of smart platform for processing comprehensive services consists of data integration, analysis, and distribution. First, smart community can deepen the standardization of related systems for data integration, which data come from community smart security, vehicle management, and home furnishing, then it effectively integrates various system resources. Secondly, the artificial intelligence technology can play significant advantages for construction of intelligent services which mainly reflected in the application of community public management in smart communities. In addition, the establishment of artificial intelligence platforms and smart properties for government services and decision-making uses the environment-oriented open decision-making engine in the field of smart government affairs and property. In fact, the artificial intelligence can be extended and applied to key strategic decisions, including research and evaluation of complex social issues, policy evaluation, risk early warning, and emergency response. Also, the artificial intelligence administration can implement various business cooperation of civil affairs, social security, and public security and other departments provide residents with convenient business consulting services and unblock the interaction channels between the government and the people. The information is integrated that can be used for the management of community affairs, including daily residence permit, medical insurance, civil affairs assistance, and low rent. Furthermore, the artificial intelligence’s other important role is to use data association and intelligent information processing technology to analyze and sort out the massive data collected by the community, troubleshoot hidden dangers, and solve traditional difficult community management issues. In addition, the property can analyze and mine basic related data with the artificial intelligence platform, such as the function of face recognition, abnormal traffic, and strangers. And the system can predict the group leasing and pyramid sales that may occur in the community, which rely on video surveillance and image recognition technology to collect high-altitude data that supply evidence of parabolic objects, car body scratches, and garbage. However, the operator will through precise management of key special groups base on big data technologyto stable effect on the community. In addition, the system can also provide community water quality, vehicle, and other management and services; implement effective management of motor vehicle and nonmotor vehicle parking charges; and clarify the management level.


## 4.2.1. Improve the Basic Service Facilities of Smart Communities

Firstly, the government should fully research and evaluate the geographic status, scope, and capability for community services. While the construction of smart community infrastructure service facilities should be increase to the function for smart communities.thus, the government shouldsets up the stand of smart community infrastructure through rational planning of smart community infrastructure, which depends on the comfort of community residents, efficient service facilities, complete service functions, and community residents’ satisfaction. At the same time, according to the community population and regional environment, the government needs to rely on the future development demand then combine the service efficiency of community facilities while determine the location, layout, and quantity of community facilities to make unified planning and design.hose make sure the full use of the original community facilities and improve the relative performance of surrounding community service facilities. Secondly, the smart community should establish full play to synergistic benefits, then actively build smart community facilities, while support wireless and wired communication network coverage with development plan to cooperate with radio, television, and telecom operators for the function of smart community to improve the level of broadband usage in communities. Finally, the development of network technology should be actively supported in the construction of smart communities. The construction of network and perimeter perception network supports the construction of intelligent community perception network. Figure4 presents smart community infrastructure service facilities.Figure 4
Smart community infrastructure service facilities.


## 4.2.2. Development Public Safety Services of Smart Community

With the development of artificial intelligence technology, public safety has become an important field in the management and construction of smart community systems which has been applied in community public safety. The function is mainly covering various major fields such as network, software, and security. It also creates intelligent security and two main scene modules for intelligent fire protection. At the same time, community smart security is based on the design of previous smart public security projects. Moreover, it establishes comprehensive management center which integrates data platforms such as community, grid, public, party building, and civil affairs. In addition, it will set up neural sensors such as video surveillance, access control, passenger and vehicle information checkpoints, and mobile patrols; deploy the Wi-Fi equipment; and install a single-key alarm device,. This function will ensure the data is fully collected and the alarm interface is implemented. Secondly, the community should implement real-time data collection and real-time early warning, establish a closed-loop disposal system, and design a three-dimensional public security prevention and control system to provide comprehensive security for the community. On the other hand, in terms of smart fire protection, the community should install sensors such as smoke, temperature, and combustible gas detection accordingly, which connects them with the help of the Internet of Things. Furthermore, the artificial intelligence-based active management should adopt functions of fire warning and intelligent inspection and then promote the development of fire safety in smart communities. Meanwhile, artificial intelligence technology can significantly improve the service quality of the property as well. Also, the smart property is different from the traditional property service model, which is highly integrated and enables and realizes all systems involved in property management. While the systems can be completed through the community intelligence platform ensuring the intelligent monitoring and response and management of community events, It can be used in basic services such as community parking, repair reporting, remote reading, security protection, and environmental monitoring. Moreover, it can also be used in the field of elderly care. It can implement garbage classification overflow alarm and remote supervision of the elderly at home and then improve residents’ experience of receiving services. Figure5 illustrates artificial intelligence smart community public safety service network.Figure 5
Artificial intelligence smart community public safety service network.


## 4.2.3. Building a Smart Community Artificial Intelligence Comprehensive Service

The smart community should build a comprehensive service smart platform that is particularly important for building a smart community which it is the core content of the smart community. The function of smart platform for processing comprehensive services consists of data integration, analysis, and distribution. First, smart community can deepen the standardization of related systems for data integration, which data come from community smart security, vehicle management, and home furnishing, then it effectively integrates various system resources. Secondly, the artificial intelligence technology can play significant advantages for construction of intelligent services which mainly reflected in the application of community public management in smart communities. In addition, the establishment of artificial intelligence platforms and smart properties for government services and decision-making uses the environment-oriented open decision-making engine in the field of smart government affairs and property. In fact, the artificial intelligence can be extended and applied to key strategic decisions, including research and evaluation of complex social issues, policy evaluation, risk early warning, and emergency response. Also, the artificial intelligence administration can implement various business cooperation of civil affairs, social security, and public security and other departments provide residents with convenient business consulting services and unblock the interaction channels between the government and the people. The information is integrated that can be used for the management of community affairs, including daily residence permit, medical insurance, civil affairs assistance, and low rent. Furthermore, the artificial intelligence’s other important role is to use data association and intelligent information processing technology to analyze and sort out the massive data collected by the community, troubleshoot hidden dangers, and solve traditional difficult community management issues. In addition, the property can analyze and mine basic related data with the artificial intelligence platform, such as the function of face recognition, abnormal traffic, and strangers. And the system can predict the group leasing and pyramid sales that may occur in the community, which rely on video surveillance and image recognition technology to collect high-altitude data that supply evidence of parabolic objects, car body scratches, and garbage. However, the operator will through precise management of key special groups base on big data technologyto stable effect on the community. In addition, the system can also provide community water quality, vehicle, and other management and services; implement effective management of motor vehicle and nonmotor vehicle parking charges; and clarify the management level.


## 4.3. Optimizing Artificial Intelligence Countermeasures for Smart Communities

### 4.3.1. Data Perception and Transmission

Firstly, the system of smart communities improves front-end intelligent algorithms and then presents and applies front-end computing nodes or lightweight algorithms that occupy fewer computing resources while makes high use of technologies such as program libraries, model analysis software, and front-end chips. On the other hand, the traditional community management cannot deal with the risk of safety for real-time and most of issue must check the video later. However, the smart community system is greatly improving the function of monitoring to achieve timeliness management. In addition, the 5G technology is gradually applied with the progress and development of smart community, which the development of 5G technology is applied in intelligent management of smart communities, especially the rapid transmission of technical data is used to carry out real-time monitoring and collection technology compatible with 5G technology. Technology and front-end and back-end integrated managements conduct systematic research to ensure the timeliness and full coverage of data transmission.


### 4.3.2. Data Governance

Because the existing smart community has the characteristics of large data volume of big data, then high proportion of unstructured data is difficult to share between different systems or platforms. Also, there is significant differences in data quality between community unstructured video surveillance data and structured Monitor departmental data. Therefore, the system needs to conduct research on various information sources, which are include collected from social resource additional data, research data collection, and multisource data heterogeneities. After that, establish the data fusion standards and process to create multimedia and multiplatform big data pools and structured database. Furthermore, the system needs comprehensive community management data applications which can be mined and analyzed according to the complexity of multimodal scenarios under big data mining, massive data, such as people, vehicles, things, and spaces in community operation and management. And the collected information can be evaluated and analyzed using algorithms based on established business goals. In addition, the system designers also need to fully understand business scenarios when the program to mining data for the further modeling optimizing data algorithms. However, based on business knowledge, implement a complete combination of business objective to find the key data then implement data mining more effectively promoting smart community services.


### 4.3.3. AI-Assisted Decision-Making

Based on big data analysis of artificial intelligence technology, the system is constructed to fully cover the information of residents through data quantification, which are include the basic information and behavior of basic community elements such as residents, vehicles, infrastructure, and a highly intelligent and information-based digital dual. The system will perform collaborative perception processing of complex business information displaying real-time information from the business needs of the entire community. Then affect the future trends of key state information can be obtained based on data which support current decisions, and formulated evaluable decision evaluation criteria. In fact, the operator evaluates the possible impact of long-term impact decisions and updates and revises the improved decision-making system. It can help community managers make scientific and reasonable judgments and avoid managers relying too much on intuition in analysis and decision-making.


## 4.3.1. Data Perception and Transmission

Firstly, the system of smart communities improves front-end intelligent algorithms and then presents and applies front-end computing nodes or lightweight algorithms that occupy fewer computing resources while makes high use of technologies such as program libraries, model analysis software, and front-end chips. On the other hand, the traditional community management cannot deal with the risk of safety for real-time and most of issue must check the video later. However, the smart community system is greatly improving the function of monitoring to achieve timeliness management. In addition, the 5G technology is gradually applied with the progress and development of smart community, which the development of 5G technology is applied in intelligent management of smart communities, especially the rapid transmission of technical data is used to carry out real-time monitoring and collection technology compatible with 5G technology. Technology and front-end and back-end integrated managements conduct systematic research to ensure the timeliness and full coverage of data transmission.


## 4.3.2. Data Governance

Because the existing smart community has the characteristics of large data volume of big data, then high proportion of unstructured data is difficult to share between different systems or platforms. Also, there is significant differences in data quality between community unstructured video surveillance data and structured Monitor departmental data. Therefore, the system needs to conduct research on various information sources, which are include collected from social resource additional data, research data collection, and multisource data heterogeneities. After that, establish the data fusion standards and process to create multimedia and multiplatform big data pools and structured database. Furthermore, the system needs comprehensive community management data applications which can be mined and analyzed according to the complexity of multimodal scenarios under big data mining, massive data, such as people, vehicles, things, and spaces in community operation and management. And the collected information can be evaluated and analyzed using algorithms based on established business goals. In addition, the system designers also need to fully understand business scenarios when the program to mining data for the further modeling optimizing data algorithms. However, based on business knowledge, implement a complete combination of business objective to find the key data then implement data mining more effectively promoting smart community services.


## 4.3.3. AI-Assisted Decision-Making

Based on big data analysis of artificial intelligence technology, the system is constructed to fully cover the information of residents through data quantification, which are include the basic information and behavior of basic community elements such as residents, vehicles, infrastructure, and a highly intelligent and information-based digital dual. The system will perform collaborative perception processing of complex business information displaying real-time information from the business needs of the entire community. Then affect the future trends of key state information can be obtained based on data which support current decisions, and formulated evaluable decision evaluation criteria. In fact, the operator evaluates the possible impact of long-term impact decisions and updates and revises the improved decision-making system. It can help community managers make scientific and reasonable judgments and avoid managers relying too much on intuition in analysis and decision-making.


## 5. Conclusion

To conclude, the construction of smart communities depends on the development of urban renewal, which the construction of smart communities needs to improve the basic service facilities of smart communities and then enrich and develop public safety services in smart communities. Also, the system needs to build comprehensive artificial intelligence services and optimize artificial intelligence in smart communities. In addition, because the construction project of smart communities is relatively complicated and the participation of artificial intelligence can simplify the cumbersome procedures. Finally, the government can improve the development of community application scenarios and innovative construction ensuring the rapid development of future communities in the fields of integration of AI and modern urban renewal to build a better life for community residents.



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*Source: 9566640-2022-04-23.xml*