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Agricultural IoT Security Risk Assessment Method Based on Random Forest
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作者 Xinzhe Liu 《Journal of Electronic Research and Application》 2025年第1期308-313,共6页
The agricultural Internet of Things(IoT)system is a critical component of modern smart agriculture,and its security risk assessment methods have garnered increasing attention from the industry.Current agricultural IoT... The agricultural Internet of Things(IoT)system is a critical component of modern smart agriculture,and its security risk assessment methods have garnered increasing attention from the industry.Current agricultural IoT security risk assessment methods primarily rely on expert judgment,introducing subjective factors that reduce the credibility of the assessment results.To address this issue,this study constructed a dataset for agricultural IoT security risk assessment based on real-world security reports.A PCARF algorithm,built on random forest principles,was proposed,incorporating ensemble learning strategies to enhance prediction accuracy.Compared to the second-best model,the proposed model demonstrated a 2.7%increase in accuracy,a 3.4%improvement in recall rate,a 3.1%rise in Area Under the Curve(AUC),and a 7.9%boost in Matthews Correlation Coefficient(MCC).Extensive comparative experiments showed that the proposed model outperforms others in prediction accuracy and robustness. 展开更多
关键词 Random forest PCA Agricultural Internet of Things security risk assessment
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Comprehensive security risk factor identification for small reservoirs with heterogeneous data based on grey relational analysis model 被引量:6
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作者 Jing-chun Feng Hua-ai Huang +1 位作者 Yao Yin Ke Zhang 《Water Science and Engineering》 EI CAS CSCD 2019年第4期330-338,共9页
Identification of security risk factors for small reservoirs is the basis for implementation of early warning systems.The manner of identification of the factors for small reservoirs is of practical significance when ... Identification of security risk factors for small reservoirs is the basis for implementation of early warning systems.The manner of identification of the factors for small reservoirs is of practical significance when data are incomplete.The existing grey relational models have some disadvantages in measuring the correlation between categorical data sequences.To this end,this paper introduces a new grey relational model to analyze heterogeneous data.In this study,a set of security risk factors for small reservoirs was first constructed based on theoretical analysis,and heterogeneous data of these factors were recorded as sequences.The sequences were regarded as random variables,and the information entropy and conditional entropy between sequences were measured to analyze the relational degree between risk factors.Then,a new grey relational analysis model for heterogeneous data was constructed,and a comprehensive security risk factor identification method was developed.A case study of small reservoirs in Guangxi Zhuang Autonomous Region in China shows that the model constructed in this study is applicable to security risk factor identification for small reservoirs with heterogeneous and sparse data. 展开更多
关键词 security risk factor identification Heterogeneous data Grey relational analysis model Relational degree Information entropy Conditional entropy Small reservoir GUANGXI
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Security Risk Prevention and Control Deployment for 5G Private Industrial Networks 被引量:4
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作者 Wenfa Yan Qin Shu Peng Gao 《China Communications》 SCIE CSCD 2021年第9期167-174,共8页
In this paper,we investigate and analyze the network security risks faced by 5G private industrial networks.Based on current network security architecture and 3GPP requirements and considering the actual application o... In this paper,we investigate and analyze the network security risks faced by 5G private industrial networks.Based on current network security architecture and 3GPP requirements and considering the actual application of 5G private industrial networks,a comparative analysis is used to plan and design a private network security construction scheme.The network security construction model,network organization,and key processes of 5G private industrial networks at the current stage are investigated.In addition,the key direction for the next stage of construction is discussed. 展开更多
关键词 5G private network network security security risk prevention and control
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Hesitant Fuzzy-Sets Based Decision-Making Model for Security Risk Assessment 被引量:3
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作者 Ahmed S.Alfakeeh Abdulmohsen Almalawi +6 位作者 Fawaz Jaber Alsolami Yoosef B.Abushark Asif Irshad Khan Adel Aboud S.Bahaddad Alka Agrawal Rajeev Kumar Raees Ahmad Khan 《Computers, Materials & Continua》 SCIE EI 2022年第2期2297-2317,共21页
Security is an important component in the process of developing healthcare web applications.We need to ensure security maintenance;therefore the analysis of healthcare web application’s security risk is of utmost imp... Security is an important component in the process of developing healthcare web applications.We need to ensure security maintenance;therefore the analysis of healthcare web application’s security risk is of utmost importance.Properties must be considered to minimise the security risk.Additionally,security risk management activities are revised,prepared,implemented,tracked,and regularly set up efficiently to design the security of healthcare web applications.Managing the security risk of a healthcare web application must be considered as the key component.Security is,in specific,seen as an add-on during the development process of healthcare web applications,but not as the key problem.Researchers must ensure that security is taken into account right from the earlier developmental stages of the healthcare web application.In this row,the authors of this study have used the hesitant fuzzy-based AHP-TOPSIS technique to estimate the risks of various healthcare web applications for improving security-durability.This approach would help to design and incorporate security features in healthcare web applications that would be able to battle threats on their own,and not depend solely on the external security of healthcare web applications.Furthermore,in terms of healthcare web application’s security-durability,the security risk variable is measured,and vice versa.Hence,the findings of our study will also be useful in improving the durability of several web applications in healthcare. 展开更多
关键词 Web applications security risk security durability hesitantbased decision-making approach
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Conceivable Security Risks and Authentication Techniques for Smart Devices: A Comparative Evaluation of Security Practices 被引量:2
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作者 Syeda Mariam Muzammal Munam Ali Shah +1 位作者 Si-Jing Zhang Hong-Ji Yang 《International Journal of Automation and computing》 EI CSCD 2016年第4期350-363,共14页
With the rapidly escalating use of smart devices and fraudulent transaction of users' data from their devices, efficient and reliable techniques for authentication of the smart devices have become an obligatory issue... With the rapidly escalating use of smart devices and fraudulent transaction of users' data from their devices, efficient and reliable techniques for authentication of the smart devices have become an obligatory issue. This paper reviews the security risks for mobile devices and studies several authentication techniques available for smart devices. The results from field studies enable a comparative evaluation of user-preferred authentication mechanisms and their opinions about reliability, biometric authentication and visual authentication techniques. 展开更多
关键词 Smart devices security risks AUTHENTICATION BIOMETRIC privacy.
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Resource Allocation for Network Security Risk Assessment:A Non-Cooperative Differential Game Based Approach 被引量:1
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作者 XU Haitao LIN Ruijie 《China Communications》 SCIE CSCD 2016年第4期131-135,共5页
In this paper, we propose a non-cooperative differential game theory based resource allocation approach for the network security risk assessment. For the risk assessment, the resource will be used for risk assess, inc... In this paper, we propose a non-cooperative differential game theory based resource allocation approach for the network security risk assessment. For the risk assessment, the resource will be used for risk assess, including response cost and response negative cost. The whole assessment process is considered as a differential game for optimal resource control. The proposed scheme can be obtained through the Nash Equilibrium. It is proved that the game theory based algorithm is applicable and the optimal resource level can be achieved based on the proposed algorithm. 展开更多
关键词 resource allocation security risk assessment differential game NON-COOPERATIVE Nash Equilibrium
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Estimating Security Risk of Healthcare Web Applications: A Design Perspective 被引量:1
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作者 Fahad A.Alzahrani 《Computers, Materials & Continua》 SCIE EI 2021年第4期187-209,共23页
In the recent years,the booming web-based applications have attracted the hackers’community.The security risk of the web-based hospital management system(WBHMS)has been increasing rapidly.In the given context,the mai... In the recent years,the booming web-based applications have attracted the hackers’community.The security risk of the web-based hospital management system(WBHMS)has been increasing rapidly.In the given context,the main goal of all security professionals and website developers is to maintain security divisions and improve on the user’s confidence and satisfaction.At this point,the different WBHMS tackle different types of security risks.In WBHMS,the security of the patients’medical information is of utmost importance.All in all,there is an inherent security risk of data and assets in the field of the medical industry as a whole.The objective of this study is to estimate the security risk assessment of WBHMS.The risks assessment pertains to securing the integrity of the information in alignment with the Health Insurance Portability and Accountability Act.This includes protecting the relevant financial records,as well as the identification,evaluation,and prevention of a data breach.In the past few years,according to the US-based cyber-security firm Fire-eye,6.8 million data thefts have been recorded in the healthcare sector in India.The breach barometer report mentions that in the year 2019,the data breaches found were up to 48.6%as compared to the year 2018.Therefore,it is very important to assess the security risk in WBHMS.In this research,we have followed the hybrid technique fuzzy analytic hierarchy process-technique for order of preference by similarity to ideal solution(F-AHPTOPSIS)approach to assess the security risk in WBHMS.The place of this empirical database is at the local hospital of Varanasi,U.P.,India.Given the affectability of WBHMS for its board framework,this work has used diverse types of web applications.The outcomes obtained and the procedure used in this assessment would support future researchers and specialists in organizing web applications through advanced support of safety and security. 展开更多
关键词 Web based hospital management system security risk fuzzy AHP fuzzy TOPSIS
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Construction of Public Security Risk Governance System under the View of Risk Society Theory
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作者 Ding Donghan 《学术界》 CSSCI 北大核心 2020年第6期193-201,共9页
With the development of economy,China has to fight against the increasing public security risk. The theory of risk society points out that the traditional system of hierarchical management should be transformed into t... With the development of economy,China has to fight against the increasing public security risk. The theory of risk society points out that the traditional system of hierarchical management should be transformed into the governance system led by government and participated in by multiple parties to avoid and reduce risk in modern society. In order to achieve modernization of the national governance system and capacity,we have to deal with these two important subjects,that is,what can we learn from the Western risk society theory and how to establish a scientific and efficient public security risk management system based on the characteristics of modern public security risk. 展开更多
关键词 risk society theory of risk society public security risk
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Security Risk Analysis Model for Identification and Resolution System of Industrial Internet
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作者 MA Baoluo CHEN Wenqu CHI Cheng 《ZTE Communications》 2020年第1期49-54,共6页
Identification and resolution system of the industrial Internet is the“neural hub”of the industrial Internet for coordination.Catastrophic damage to the whole industrial Internet industry ecology may be caused if th... Identification and resolution system of the industrial Internet is the“neural hub”of the industrial Internet for coordination.Catastrophic damage to the whole industrial Internet industry ecology may be caused if the identification and resolution system is attacked.Moreover,it may become a threat to national security.Therefore,security plays an important role in identification and resolution system of the industrial Internet.In this paper,an innovative security risk analysis model is proposed for the first time,which can help control risks from the root at the initial stage of industrial Internet construction,provide guidance for related enterprises in the early design stage of identification and resolution system of the industrial Internet,and promote the healthy and sustainable development of the industrial identification and resolution system. 展开更多
关键词 industrial Internet identification and resolution system security risk analysis model
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A Website Security Risk Assessment Method Based on the I-BAG Model
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作者 Lin Liu Liang Liu +2 位作者 Cheng Huang Zhao Zhang Yong Fang 《China Communications》 SCIE CSCD 2016年第5期172-181,共10页
In order to protect the website and assess the security risk of website, a novel website security risk assessment method is proposed based on the improved Bayesian attack graph(I-BAG) model. First, the Improved Bayesi... In order to protect the website and assess the security risk of website, a novel website security risk assessment method is proposed based on the improved Bayesian attack graph(I-BAG) model. First, the Improved Bayesian attack graph model is established, which takes attack benefits and threat factors into consideration. Compared with the existing attack graph models, it can better describe the website's security risk. Then, the improved Bayesian attack graph is constructed with optimized website attack graph, attack benefit nodes, threat factor nodes and the local conditional probability distribution of each node, which is calculated accordingly. Finally, website's attack probability and risk value are calculated on the level of nodes, hosts and the whole website separately. The experimental results demonstrate that the risk evaluating method based on I-BAG model proposed is a effective way for assessing the website security risk. 展开更多
关键词 web security risk assessment attack graph Bayesian network
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Sustainable development at the crossroads: Geopolitical risks, natural resource scarcity, and renewable energy in energy security transitions
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作者 Jinjun Zhang Xiao-feng Liu 《Geoscience Frontiers》 2025年第5期485-498,共14页
Energy security is a crucial aspect of modern societies,as it directly impacts the availability,accessibility,and reliability of energy sources.The reliance on natural resources and geopolitical factors in shaping ene... Energy security is a crucial aspect of modern societies,as it directly impacts the availability,accessibility,and reliability of energy sources.The reliance on natural resources and geopolitical factors in shaping energy security has gained significant attention in recent years.Natural resources and geopolitical risk are examined in 38 countries at risk of geopolitical conflict between 1990 and 2021 by examining CO_(2) emissions,renewable energy consumption,and foreign direct investment as controlling variables.The long-run analysis conducted in this study focused on slope heterogeneity,Westerlund cointegration,and dynamic panel data estimation.The findings indicated that the energy security index is positively associated with various determinants,including natural resources,geopolitical risk,CO_(2) emissions,and renewable energy consumption.However,foreign direct investment was found to be negatively associated with the energy security index among the selected 38 geopolitical risk countries.The role of natural resources and geopolitical risk in energy security cannot be overlooked.Natural resources provide the raw materials for generating electricity and powering our societies,while geopolitical risks can disrupt energy supply chains and threaten stability.Achieving sustainable energy security requires a comprehensive approach that addresses both aspects of energy provision.Transitioning to renewable energy sources,improving energy efficiency,diversifying energy supplies,promoting international cooperation,and conserving natural resources are essential steps towards a more sustainable and resilient energy future. 展开更多
关键词 Energy security risk Natural resource management Renewable energy transition CO_(2)emissions Sustainable investment Resource-dependent economies
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Security Risk Assessment and Risk-oriented Defense Resource Allocation for Cyber-physical Distribution Networks Against Coordinated Cyber Attacks
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作者 Shuheng Wei Zaijun Wu +2 位作者 Junjun Xu Yanzhe Cheng Qinran Hu 《Journal of Modern Power Systems and Clean Energy》 2025年第1期312-324,共13页
With the proliferation of advanced communication technologies and the deepening interdependence between cyber and physical components,power distribution networks are subject to miscellaneous security risks induced by ... With the proliferation of advanced communication technologies and the deepening interdependence between cyber and physical components,power distribution networks are subject to miscellaneous security risks induced by malicious attackers.To address the issue,this paper proposes a security risk assessment method and a risk-oriented defense resource allocation strategy for cyber-physical distribution networks(CPDNs)against coordinated cyber attacks.First,an attack graph-based CPDN architecture is constructed,and representative cyber-attack paths are drawn considering the CPDN topology and the risk propagation process.The probability of a successful coordinated cyber attack and incurred security risks are quantitatively assessed based on the absorbing Markov chain model and National Institute of Standards and Technology(NIST)standard.Next,a risk-oriented defense resource allocation strategy is proposed for CPDNs in different attack scenarios.The tradeoff between security risk and limited resource budget is formulated as a multi-objective optimization(MOO)problem,which is solved by an efficient optimal Pareto solution generation approach.By employing a generational distance metric,the optimal solution is prioritized from the optimal Pareto set of the MOO and leveraged for subsequent atomic allocation of defense resources.Several case studies on a modified IEEE 123-node test feeder substantiate the efficacy of the proposed security risk assessment method and risk-oriented defense resource allocation strategy. 展开更多
关键词 Coordinated cyber attack defense resource allocation multi-objective optimization power distribution network security risk assessment
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Stochastic Dynamic Economic Dispatch of Wind-integrated Electricity and Natural Gas Systems Considering Security Risk Constraints 被引量:11
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作者 Zexing Chen Gelan Zhu +4 位作者 Yongjun Zhang Tianyao Ji Ziwen Liu Xiaoming Lin Zexiang Cai 《CSEE Journal of Power and Energy Systems》 SCIE CSCD 2019年第3期324-334,共11页
As the proportion of wind power generation increases in power systems,it is necessary to develop new ways for wind power accommodation and improve the existing power dispatch model.The power-to-gas technology,which of... As the proportion of wind power generation increases in power systems,it is necessary to develop new ways for wind power accommodation and improve the existing power dispatch model.The power-to-gas technology,which offers a new approach to accommodate surplus wind power,is an excellent way to solve the former.Hence,this paper proposes to involve power-to-gas technology in the integrated electricity and natural gas systems(IEGSs).To solve the latter,on one hand,a new indicator,the scale factor of wind power integration,is introduced into the wind power stochastic model to better describe the uncertainty of grid-connected wind power;on the other hand,for quantizing and minimizing the impact of the uncertainties of wind power and system loads on system security,security risk constraints are established for the IEGS by the conditional value-at-risk method.By considering these two aspects,an MILP formulation of a security-risk based stochastic dynamic economic dispatch model for an IEGS is established,and GUROBI obtained from GAMS is used for the solution.Case studies are conducted on an IEGS consisting of a modified IEEE 39-bus system and the Belgium 20-node natural gas system to examine the effectiveness of the proposed dispatch model. 展开更多
关键词 High wind power penetration integrated electricity and natural gas system(IEGS) power-to-gas security risk constraint
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A Novel Risk Assessment Model for Privacy Security in Internet of Things 被引量:2
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作者 WU Tianshui ZHAO Gang 《Wuhan University Journal of Natural Sciences》 CAS 2014年第5期398-404,共7页
Aiming at the issues of privacy security in Internet of Things (IoT) applications, we propose an effective risk assessment model to handle probabilistic causality of evaluation factors and derive weights of influenc... Aiming at the issues of privacy security in Internet of Things (IoT) applications, we propose an effective risk assessment model to handle probabilistic causality of evaluation factors and derive weights of influence-relation of propagation paths. The model undertakes probabilistic inference and generates values of risk probability for assets and propagation paths by using Bayesian causal relation-network and prior probability. According to Bayes- ian network (BN) structure, the risk analysts can easily find out relevant risk propagation paths and calculate weight values of each path by using decision-making trial and evaluation laboratory (DEMATEL). This model is applied to determine the risk level of assets and each risk propagation path as well as implement countermeasure of recommendation in accordance with evaluation results. The simulation analysis shows that this model efficiently revises recommendation of countermeasures for decision-makers and mitigates risk to an acceptable range, in addition, it provides the theoretical basis for decision-making of privacy security risk assessment (PSRA) for further development in lot area. 展开更多
关键词 Internet of Things Bayesian network decision-makingtrial and evaluation laboratory privacy security risk assessment
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How Does the Internet Impact the Public's Perception of Information Security Risk? 被引量:1
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作者 Yi Chengzhi 《Social Sciences in China》 2024年第2期184-206,共23页
Clarifying the relationship between internet use and public information security risk perception helps us gain a better understanding of the factors influencing public risk perception.However,the relationship is still... Clarifying the relationship between internet use and public information security risk perception helps us gain a better understanding of the factors influencing public risk perception.However,the relationship is still under-explored.This paper empirically examines the relationship between internet use and information security risk perception based on data from the 2021 Chinese Social Survey.It was found that whether to use the internet and the frequency of use are both significantly positively correlated with the perception of information security risk.On this basis,the mechanism by which internet use affects public information security risk perceptions is verified from the perspective of interpersonal trust.The mechanism analysis found that interpersonal trust exerts an indirect effect between internet use and perceived information security risk.The findings of this study provide new insights for our further understanding of how internet use affects residents'perceptions of securityrisk. 展开更多
关键词 internet use PUBLIC perceived information security risk
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Fuzzy Risk Assessment Method for Airborne Network Security Based on AHP-TOPSIS
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作者 Kenian Wang YuanHong Chunxiao Li 《Computers, Materials & Continua》 SCIE EI 2024年第7期1123-1142,共20页
With the exponential increase in information security risks,ensuring the safety of aircraft heavily relies on the accurate performance of risk assessment.However,experts possess a limited understanding of fundamental ... With the exponential increase in information security risks,ensuring the safety of aircraft heavily relies on the accurate performance of risk assessment.However,experts possess a limited understanding of fundamental security elements,such as assets,threats,and vulnerabilities,due to the confidentiality of airborne networks,resulting in cognitive uncertainty.Therefore,the Pythagorean fuzzy Analytic Hierarchy Process(AHP)Technique for Order Preference by Similarity to an Ideal Solution(TOPSIS)is proposed to address the expert cognitive uncertainty during information security risk assessment for airborne networks.First,Pythagorean fuzzy AHP is employed to construct an index system and quantify the pairwise comparison matrix for determining the index weights,which is used to solve the expert cognitive uncertainty in the process of evaluating the index system weight of airborne networks.Second,Pythagorean fuzzy the TOPSIS to an Ideal Solution is utilized to assess the risk prioritization of airborne networks using the Pythagorean fuzzy weighted distance measure,which is used to address the cognitive uncertainty in the evaluation process of various indicators in airborne network threat scenarios.Finally,a comparative analysis was conducted.The proposed method demonstrated the highest Kendall coordination coefficient of 0.952.This finding indicates superior consistency and confirms the efficacy of the method in addressing expert cognition during information security risk assessment for airborne networks. 展开更多
关键词 Airborne networks information security risk assessment cognitive uncertainty Pythagorean fuzzy sets
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The Development Trend,Security Risk Prevention,and Top-Level System Design of Blockchain
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作者 CHEN Lei ZHOU Yanqiu 《China Economic Transition》 2022年第2期159-188,共30页
It will be an important task to improve the ability to use and manage the blockchain and facilitate the development of China’s cyber and digital economy in a safe and benign way during the 14th Five-Year Plan period(... It will be an important task to improve the ability to use and manage the blockchain and facilitate the development of China’s cyber and digital economy in a safe and benign way during the 14th Five-Year Plan period(2021–2025).The synchronous“shock reduction”of the top-level system is needed to escort the safe and benign development of blockchain as the driving force and potential energy of blockchain development is released at a high speed.As an important prerequisite for exploring the design ideas of the top-level system of blockchain,it is necessary to grasp the international and domestic development opportunity of blockchain and identify its internal and external security risks.During the 14th Five-Year Plan period,China should establish the legislative concept of the organic integration of legal governance and technological governance,establish an effective market competition mechanism driven by the coupling of incentives and regulations,and realize the management synergy between government plans and enterprise strategies.For the sake of promoting the safe and benign development of blockchain,it is the fundamental policy to accelerate blockchain technology development by developing key technologies,advancing the industrial innovation process and strengthening the construction of talent pool.Meanwhile,it is the safeguarding policy to strengthen the top-level system design of blockchain through advancing legislation timely,improving market mechanisms and optimizing governance system. 展开更多
关键词 blockchain security risk high-quality development digital economy
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Review of Techniques for Integrating Security in Software Development Lifecycle
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作者 Hassan Saeed Imran Shafi +3 位作者 Jamil Ahmad Adnan Ahmed Khan Tahir Khurshaid Imran Ashraf 《Computers, Materials & Continua》 SCIE EI 2025年第1期139-172,共34页
Software-related security aspects are a growing and legitimate concern,especially with 5G data available just at our palms.To conduct research in this field,periodic comparative analysis is needed with the new techniq... Software-related security aspects are a growing and legitimate concern,especially with 5G data available just at our palms.To conduct research in this field,periodic comparative analysis is needed with the new techniques coming up rapidly.The purpose of this study is to review the recent developments in the field of security integration in the software development lifecycle(SDLC)by analyzing the articles published in the last two decades and to propose a way forward.This review follows Kitchenham’s review protocol.The review has been divided into three main stages including planning,execution,and analysis.From the selected 100 articles,it becomes evident that need of a collaborative approach is necessary for addressing critical software security risks(CSSRs)through effective risk management/estimation techniques.Quantifying risks using a numeric scale enables a comprehensive understanding of their severity,facilitating focused resource allocation and mitigation efforts.Through a comprehensive understanding of potential vulnerabilities and proactive mitigation efforts facilitated by protection poker,organizations can prioritize resources effectively to ensure the successful outcome of projects and initiatives in today’s dynamic threat landscape.The review reveals that threat analysis and security testing are needed to develop automated tools for the future.Accurate estimation of effort required to prioritize potential security risks is a big challenge in software security.The accuracy of effort estimation can be further improved by exploring new techniques,particularly those involving deep learning.It is also imperative to validate these effort estimation methods to ensure all potential security threats are addressed.Another challenge is selecting the right model for each specific security threat.To achieve a comprehensive evaluation,researchers should use well-known benchmark checklists. 展开更多
关键词 Software development lifecycle systematic literature review critical software security risks national institute of standards and technology DevSecOps open web application security project McGraw’s touch points
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Research on Railway 5G-R Network Security Technology
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作者 ZHANG Song WANG Wei +3 位作者 TIAN Zhiji MA Jun SUN Bin SHEN Meiying(Translated) 《Chinese Railways》 2025年第1期29-36,共8页
The 5G-R network is on the verge of entering the construction stage.Given that the dedicated network for railways is closely linked to train operation safety,there are extremely high requirements for network security.... The 5G-R network is on the verge of entering the construction stage.Given that the dedicated network for railways is closely linked to train operation safety,there are extremely high requirements for network security.As a result,there is an urgent need to conduct research on 5G-R network security.To comprehensively enhance the end-to-end security protection of the 5G-R network,this study summarized the security requirements of the GSM-R network,analyzed the security risks and requirements faced by the 5G-R network,and proposed an overall 5G-R network security architecture.The security technical schemes were detailed from various aspects:5G-R infrastructure security,terminal access security,networking security,operation and maintenance security,data security,and network boundary security.Additionally,the study proposed leveraging the 5G-R security situation awareness system to achieve a comprehensive upgrade from basic security technologies to endogenous security capabilities within the 5G-R system. 展开更多
关键词 5G-R network security security risks endogenous security situational awareness
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