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A Secure Access Approach to English Language Education Networks for Edge Computing

Lili Jin

Lili Jin

Department of Basic Courses, Baoding University of TechnologyBaoding, China
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Jin, Lili
, 
Zhuo Huang

Zhuo Huang

Department of Basic Courses, Baoding University of TechnologyBaoding, China
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Huang, Zhuo
 and 
Lingyun Long

Lingyun Long

Department of Public Courses, Hebei College of Science and TechnologyShijiazhuang, China
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Long, Lingyun
  
Mar 17, 2025
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Published Online: Mar 17, 2025
Received: Oct 27, 2024
Accepted: Feb 08, 2025
DOI: https://doi.org/10.2478/amns-2025-0193
Keywords
© 2025 Lili Jin et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

The endogenous safety scheme of network is calculated based on NFV
The endogenous safety scheme of network is calculated based on NFV

Figure 2.

DHR model
DHR model

Figure 3.

The loss rate of the UNSW-NB15 data set is compared
The loss rate of the UNSW-NB15 data set is compared

Figure 4.

The loss rate of the CICIDS2017 data set is compared
The loss rate of the CICIDS2017 data set is compared

Figure 5.

Four methods of consuming time contrast
Four methods of consuming time contrast

Figure 6.

The efficiency of each algorithm
The efficiency of each algorithm

Data distribution

Data set Type Training set Test set
UNSW-NB15 Analysis 1754 1105
Backdoors 1258 1057
Do S 8359 7546
Exploits 25486 18934
Fuzzers 14562 12548
Generic 113598 105365
Normal 1608413 1245339
Reconnaissance 7618 4586
Shellcode 847 754
Worms 126 95
CICIDS2017 Benign 1054921 1014532
Botnet 1548 1254
Brute Force 11693 10258
DDoS 105486 84521
DoS 122846 102546
Port Scan 102935 95125
Web Attack 1058 1254

This article is part of the safety plan

No.1 No.2 No.3 No.4 No.5 No.6 No.7
Comprehensive score 8.5 3.38 7.4 8.4 3.5 3.97 2.8
Attack no. 2 after the total score 8.5 7.56 7.4 8.46 3.4 3.8 2.7
Attack no. 13 after the total score 8.2 3.35 2.56 8.44 3.56 3.78 2.69
Attack no. 14 after the total score 8.12 3.46 7.14 8.41 9.46 3.45 2.94
Attack no. 17 after the total score 8.16 3.41 7.45 8.28 3.59 9.46 10.24

Random generated execution body

Execution number Loophole The current situation of the five periodic tables
1 1, 4, 5, 6, 7 [0 1 0 0 0]
2 2, 4, 6, 15 [0 0 0 1 1]
3 4, 7, 9, 11, 13 [0 1 1 0 0]
4 8, 5, 6, 12, 16 [0 0 0 0 1]
5 14, 15, 16 [0 0 0 1 0]
6 17, 18, 19 [0 0 1 0 0]
7 17, 10, 11 [0 0 0 1 0]
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