- 期刊
Network Security Situation Prediction Approach Based on Clonal Selection and SCGM(1,1)c Model
並列摘要
Due to network security situation affected by the threat degree of network attacks, the significance of network services and the frangibility of network system, its situation evaluation values possess fuzzification. For the uncertainty of situation evaluation values and the real-timely demand of network security situation, an improved prediction model based on clonal selection and system cloud SCGM(1,1)c model, namely CS-SCGM(1,1)c model, is proposed to be used for predicting time series of network security situation. In CS-SCGM(1,1)c model, SCGM(1,1)c model is viewed as the basic prediction model, and clonal selection principle is used for optimizing the parameters acs and bcs of CSSCGM(1,1)c model in order to improving the prediction precision of the proposed model. The experimental results show that CS-SCGM(1,1)c model is more accurate than SCGM(1,1)c model, and provide an effective prediction approach for network security situation.
延伸閱讀
- Wu, M. Y., Lin, Y. H., Tseng, T. H., & Hsu, C. M. (2019). A Small Cell Outage Prediction Method Based on RNN Model. 電腦學刊, 30(5), 268-278. https://doi.org/10.3966/199115992019103005021
- Tian, Z., Li, S., Wang, Y., & Wang, X. (2015). A NETWORK TRAFFIC HYBRID PREDICTION MODEL OPTIMIZED BY IMPROVED HARMONY SEARCH ALGORITHM. Neural Network World, 25(6), 669-686. https://doi.org/10.14311/NNW.2015.25.034
- Fan, Z., Tan, Z., Tan, C., & Li, X. (2018). An FCM-based Hierarchical Method for Evaluating Network Security Situation. 電腦學刊, 29(3), 56-72. https://doi.org/10.3966/199115992018062903006
- 梁德昭、莊李福（2010）。Study of Network Security Isolation technology-from the Perspective of Information Security Management。載於中華民國資訊安全學會（主編），全國資訊安全會議（頁240-245）。中華民國資訊安全學會。https://doi.org/10.29615/CISC.201005.0240
- 莊李福（2010）。Study of network security isolation technology - from the perspective of Information Security Management〔碩士論文，淡江大學〕。華藝線上圖書館。https://doi.org/10.6846/TKU.2010.00712