A Large Scale NetFlow Analysis System Based on Spark by Shengyong Ding, Shiwu Min, Yongbing Fan

“…The existing systems usually adopt private distributed architectures, which face scalability, openness, cost and latency problems. The development of big data technology such as Spark offers new opportunity for large scale NetFlow processing systems. …”
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Study on event routing algorithms for publish/subscribe communication systems by XUE Xiao-ping 1, WANG Xiao-ping 2, ZHANG Si-dong1, ZHANG Hong-ke1

“…The architectures of publish/subscribe communication systems and various routing mechanisms and algorithms were discussed and reviewed,including the basic methods of finding communication objects,routes optimization and routes for supporting topology change and client mobile,etc; The routing methods of famous P/S systems were compared and analyzed; On the perspective of the system scalability,the direction of further research was proposed finally.…”
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Virtualization based network measurement platform by Zheng CAO, Jian-bin HE

“…With the expansion of network measurement research,the network measurement infrastructures must support the extensible to different network environment and services while improving performance at the same time.A network measurement platform based on virtualization technology was presented,by discussing the key issues of the platform,design of the virtual platform and its operation mechanism.The instance of a multicast measurement shows that compared with the existing measurement platforms,the virtualization platform has concurrency,scalability,customization and reconfigurability characteristics.…”
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A Large Scale Network Traffic Analysis System Design Based on the MapReduce Platform by Hong Tang

“…Traditional technologies cannot meet the current requirement for the scalability, cost and analyzing depth of the system. …”
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Federated Digital Twins: A Scheduling Approach Based on Temporal Graph Neural Network and Deep Reinforcement Learning by Young-Jin Kim, Hanjin Kim, Beomsu Ha, Won-Tae Kim

“…Furthermore, even in untrained scenarios with increasing numbers of fDTs and DTs, it outperforms baseline algorithms on both metrics, confirming its scalability.…”
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Developing a Fire Monitoring System Based on MQTT, ESP-NOW, and a REM in Industrial Environments by Miracle Udurume, Taewoong Hwang, Raihan Uddin, Toufiq Aziz, Insoo Koo

“…Future work will focus on enhancing the anomaly detection model for greater accuracy, expanding scalability through additional communication protocols, like LoRaWAN, and incorporating adaptive algorithms for real-time network optimization.…”
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InceptionDTA: Predicting drug-target binding affinity with biological context features and inception networks by Mahmood Kalemati, Mojtaba Zamani Emani, Somayyeh Koohi

“…Previous state-of-the-art models, like transformers and graph-based approaches, face scalability and resource efficiency challenges. Transformers struggle with scalability, while graph-based methods have difficulty handling large datasets and complex molecular structures. …”
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A Kind of OpenStack Auto-Deployment Architecture Based on Workflow by Yuan Zhang, Yunyong Zhang, Binyi Fang

“…According to this architecture, the system can establish the deployment strategy to realize the cloud system components customized deployment and govern the physical resources, software resources and network resources of the cloud system, solved the node deployment process reliability, scalability and customizable problem.…”
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Research on naming and addressing technology of the Internet of things by Lingyun JIANG, Yanru MU, Hongbo ZHU

“…With the rapid development of Internet of things,traditional naming and addressing schemes such as IP and URI are facing many challenges,including mobility,security and scalability,etc.In such context,the research progress of naming and addressing technology based on traditional network architecture and future network architecture was described.Then the development trend and core problems in this field were discussed.It was expected to be helpful for the domestic research in the related field.…”
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Enterprise content management platform Web services based on CXF framework by Bin HOU, Hongbing TU, Yunfu WANG

“…After comparing and analyzing the main business and implementation plan for an enterprise content management platform web service,a technical scheme was put forward,which was using a table interface combined with the CXF framework,taking both responsiveness and stability requirements for web services into account,while also facilitating configuration adjustments due to the frequent change of business requirements.On the basis of that,a web service configuration module was developed to enhance the web service's scalability.…”
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Research on Jersey and application in Web services by Yi-ming CHEN, Li-nan CHEN

“…In order to solve the current Web components appear weak poor scalability,the generality of the interface,interactive delay time problem,put forward the lightweight REST architecture,the Jersey is the REST architecture-the realization of the JAX-RS interface standards,through the research of its connectivity,addressable,statelessness,and stability and ease of use features,design a set of unified,efficient,fast and convenient access to the server Client API,implemented as different intelligent mobile terminal with unified Web application services.…”
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Policy translation and configuration using dynamic template by Yunchuan GUO, Ling LI, Yongjun LI, Lin CHENG, Jun DU, Lingcui ZHANG

“…To solve the problem of complex,cumbersome and error-prone configuration of security devices caused by the heterogeneous configuration modes in complex networks,a dynamic template-based scheme for translating and configuring policy was proposed.In detail,considering the code’s features,the code-based template for translating policies was constructed to configure the command line conversion,and the keyword comparison method was used to ensure the accuracy of policy configuration.Experiments show that the scalability and the accuracy of the proposed scheme.…”
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Thoughts and Practices About SDN and NFV by Chen Li, Xiaodong Duan, Wei Chen, Weiqiang Cheng

“…The entire industry is in the period of dramatic change. Flexibility, scalability, simplicity are the basic features of future network. …”
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Study on addressing and routing in space-ground integrated information network by Yuan YANG, Mingwei XU, Hewu LI

“…The space-ground integrated information network is considered to be promising for interconnection and integration of the terrestrial internet,mobile communication networks,and space networks.A unified network layer is significant for efficient integration.Motivated by the characteristics of space links and space networks,an addressing and routing approach for the space-ground integrated information network was proposed,which leveraged IPv6 and hierarchical routing to achieve good efficiency,scalability,availability,stability,and controllability.…”
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Research on E-government off-site disaster recovery center based on server SAN hyper-converged architecture by Chunjiang CAO, Kaifeng BAO

“…Hyper-converged architecture is a relatively advanced technology solution for software-defined data centers,and has unique advantages in terms of scalability,reliability,and compatibility.Based on the combination of server distributed storage and hyper-converged architecture,the construction mode,storage resource system and network system business process of E-government remote disaster recovery center were studied,which could be used as an important reference for the construction of e-government disaster recovery center.…”
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Differential data update scheme on network-coding-based cloud storage system by Long-jiang WANG, Yue CHEN, Xin-cheng YAN, Kai-xiang HUANG

“…In order to solve the problem that the communication overhead of date update was too large on network-coding-based cloud storage system,a new differential data update scheme was proposed.By encoding and compressing the updated part of file,the communication overhead was reduced significantly.A network-coding-based storage prototype system was designed and implemented,and update scheme was deployed in the real network settings.Experimental results show that the proposed scheme has less communication overhead and better scalability than the existing schemes.…”
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Diffusion-based time synchronization protocol for wireless sensor networks by SUN De-yun, SHEN Jie, LIU Hai-tao

“…Appling DTSP with typical WSN nodes, experiments give excellent results in survivability, precision and scalability.…”
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Micro-service solution of operator’s business platform by Liyun YAN, Xinzhang YANG, Zhenwei HE, Ling ZHANG, Shaoxin HOU

“…The high concurrency and uninterrupted nature of internet applications requires high performance and scalability.Micro-service have become the preferred architecture for internet applications.Under the background of business-driven and “internet +” transformation,it is imperative for operators to implement micro-service transformation of traditional business platforms.The status and requirements of the operator's business platform were analyzed.The micro-service design scheme of the business platform was explained from several dimensions of micro-service splitting,micro-service architecture,interface design and DevOps,combining the key technologies of micro-service and benchmarks multiple technologies.…”
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Device integration technology based on Web services by Lu JIN, Su-bin SHEN

“…Through studied on integration technologies based on the web services,DPWS (devices profile for Web service) was applied to solve the integration issues of different kinds of devices.Relying on the requirements of integrating networked cameras,the difficulties in the integration process of embedded devices were summarized.Application interfaces based on web services was implemented by using DPWS and the features like dynamic discovery,eventing were integrated.The test results show that the system has high performance,scalability,robustness and universality.…”
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Hybrid optimal cluster routing protocol for mobile ad hoc network by NIU Xiao-guang1, CUI Li2, HUANG Chang-cheng2

“…Based on the analysis of the cluster stability and maintaining overhead of cluster routing protocols in mobile ad hoc networks,a optimized clustering strategy was designed and a corresponding optimal cluster based hybrid routing protocol was proposed namely HOCR（hybrid optimal cluster routing）.Simulation results show that HOCR conduces to better scalability,robustness,lower network maintaining overhead and adapts to large scale mobile ad hoc networks.…”
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