Journal of Computer Applications ›› 2026, Vol. 46 ›› Issue (7): 2152-2163.DOI: 10.11772/j.issn.1001-9081.2025060787
• Cyber security • Previous Articles
Wei SHE1,2, Kebing XIA1,2, Jiawei MA1,2, Wei LIU1,2, Zhao TIAN1,2(
)
Received:2025-07-16
Revised:2025-09-05
Accepted:2025-09-11
Online:2025-09-24
Published:2026-07-10
Contact:
Zhao TIAN
About author:SHE Wei, born in 1977, Ph. D., professor. His research interests include blockchain, information security, intelligent systems.Supported by:
佘维1,2, 夏克冰1,2, 马佳伟1,2, 刘炜1,2, 田钊1,2(
)
通讯作者:
田钊
作者简介:佘维(1977—),男,湖南常德人,教授,博士,CCF会员,主要研究方向:区块链、信息安全、智能系统基金资助:CLC Number:
Wei SHE, Kebing XIA, Jiawei MA, Wei LIU, Zhao TIAN. Multi-channel covert communication model based on blockchain and social network[J]. Journal of Computer Applications, 2026, 46(7): 2152-2163.
佘维, 夏克冰, 马佳伟, 刘炜, 田钊. 基于区块链和社交网络的多通道隐蔽通信模型[J]. 《计算机应用》唯一官方网站, 2026, 46(7): 2152-2163.
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URL: https://www.joca.cn/EN/10.11772/j.issn.1001-9081.2025060787
| 符号 | 含义 |
|---|---|
| m | 隐蔽传输的原始文件 |
| k | AES256加解密密钥 |
| c | 加密后的文件 |
| h | 加密文件上传IPFS后返回的CID值 |
| S | Shamir分片集合,包含 |
| 通过以太坊传输的部分分片集合 | |
| 通过社交网络传输的部分分片集合 | |
| Shamir分片的编号 | |
| Shamir分片的内容 | |
| p | Shamir秘密分享中的大质数 |
| AddrList | 预协商的以太坊地址列表 |
| ContractAddr | 预协商的以太坊智能合约地址 |
| FeeList | 生成式对抗网络生成以太坊交易 maxPriorityFeePerGas值集合 |
| P | 社交网络候选平台集合 |
| U | 帖子或视频的链接集合 |
| A | 社交网络账户集合 |
| x | 区块链传输分片数量 |
| y | 社交网络传输分片数量 |
Tab. 1 Explanation of main symbols in algorithms
| 符号 | 含义 |
|---|---|
| m | 隐蔽传输的原始文件 |
| k | AES256加解密密钥 |
| c | 加密后的文件 |
| h | 加密文件上传IPFS后返回的CID值 |
| S | Shamir分片集合,包含 |
| 通过以太坊传输的部分分片集合 | |
| 通过社交网络传输的部分分片集合 | |
| Shamir分片的编号 | |
| Shamir分片的内容 | |
| p | Shamir秘密分享中的大质数 |
| AddrList | 预协商的以太坊地址列表 |
| ContractAddr | 预协商的以太坊智能合约地址 |
| FeeList | 生成式对抗网络生成以太坊交易 maxPriorityFeePerGas值集合 |
| P | 社交网络候选平台集合 |
| U | 帖子或视频的链接集合 |
| A | 社交网络账户集合 |
| x | 区块链传输分片数量 |
| y | 社交网络传输分片数量 |
| 社交媒体 | 评论区 | 私信 |
|---|---|---|
| YouTube | √ | √ |
| 微博 | √ | √ |
| 微信 | √ | √ |
| Bilibili | × | √ |
| × | √ | |
| √ | √ | |
| √ | √ | |
| 抖音 | × | √ |
| 腾讯视频 | √ | √ |
| 爱奇艺 | √ | √ |
| Telegram | × | × |
Tab. 2 Zero-width character support on mainstream social media platforms
| 社交媒体 | 评论区 | 私信 |
|---|---|---|
| YouTube | √ | √ |
| 微博 | √ | √ |
| 微信 | √ | √ |
| Bilibili | × | √ |
| × | √ | |
| √ | √ | |
| √ | √ | |
| 抖音 | × | √ |
| 腾讯视频 | √ | √ |
| 爱奇艺 | √ | √ |
| Telegram | × | × |
| 数据规模 | 准确率 | 精确率 | 召回率 | F1分数 |
|---|---|---|---|---|
| 20 000 | 0.512 | 0.508 | 0.503 | 0.505 |
| 100 000 | 0.531 | 0.526 | 0.517 | 0.521 |
| 200 000 | 0.523 | 0.519 | 0.511 | 0.515 |
Tab. 3 Detection performance of the CTR model on embedded transactions with different dataset sizes
| 数据规模 | 准确率 | 精确率 | 召回率 | F1分数 |
|---|---|---|---|---|
| 20 000 | 0.512 | 0.508 | 0.503 | 0.505 |
| 100 000 | 0.531 | 0.526 | 0.517 | 0.521 |
| 200 000 | 0.523 | 0.519 | 0.511 | 0.515 |
| 模型 | 时间量级 |
|---|---|
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 分钟级 |
| 文献[ | 分钟级 |
| 本文模型 | 秒级 |
Tab. 4 Comparison of time for transmitting 100 MB of data
| 模型 | 时间量级 |
|---|---|
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 小时级 |
| 文献[ | 分钟级 |
| 文献[ | 分钟级 |
| 本文模型 | 秒级 |
| 模型 | 费用/美元 |
|---|---|
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | 1.70 |
| 本文模型 | 1.01 |
Tab. 5 Comparison of cost for transmitting 100 MB of data
| 模型 | 费用/美元 |
|---|---|
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | |
| 文献[ | 1.70 |
| 本文模型 | 1.01 |
| n | t | x | y | 暴力破解复杂度 | 传输时间/s | 费用/美元 | 容错率/% |
|---|---|---|---|---|---|---|---|
| 4 | 3 | 2 | 2 | 20.82 | 1.01 | 25.0 | |
| 5 | 4 | 2 | 3 | 21.02 | 1.01 | 20.0 | |
| 6 | 4 | 3 | 3 | 22.72 | 1.52 | 33.3 | |
| 6 | 5 | 2 | 4 | 22.08 | 1.01 | 16.7 | |
| 7 | 5 | 3 | 4 | 22.98 | 1.52 | 28.6 | |
| 7 | 6 | 2 | 5 | 22.32 | 1.01 | 14.3 | |
| 8 | 5 | 4 | 4 | 23.87 | 2.03 | 37.5 | |
| 8 | 6 | 3 | 5 | 23.12 | 1.52 | 25.0 | |
| 8 | 7 | 2 | 6 | 22.68 | 1.01 | 12.5 | |
| 9 | 6 | 4 | 5 | 24.12 | 2.03 | 33.3 | |
| 9 | 7 | 3 | 6 | 23.45 | 1.52 | 22.2 | |
| 9 | 8 | 2 | 7 | 22.40 | 1.01 | 11.1 | |
| 10 | 6 | 5 | 5 | 25.32 | 2.54 | 40.0 | |
| 10 | 7 | 4 | 6 | 24.78 | 2.03 | 30.0 | |
| 10 | 8 | 3 | 7 | 23.66 | 1.52 | 20.0 | |
| 10 | 9 | 2 | 8 | 22.62 | 1.01 | 10.0 |
Tab. 6 Performance metrics under different share parameter combinations
| n | t | x | y | 暴力破解复杂度 | 传输时间/s | 费用/美元 | 容错率/% |
|---|---|---|---|---|---|---|---|
| 4 | 3 | 2 | 2 | 20.82 | 1.01 | 25.0 | |
| 5 | 4 | 2 | 3 | 21.02 | 1.01 | 20.0 | |
| 6 | 4 | 3 | 3 | 22.72 | 1.52 | 33.3 | |
| 6 | 5 | 2 | 4 | 22.08 | 1.01 | 16.7 | |
| 7 | 5 | 3 | 4 | 22.98 | 1.52 | 28.6 | |
| 7 | 6 | 2 | 5 | 22.32 | 1.01 | 14.3 | |
| 8 | 5 | 4 | 4 | 23.87 | 2.03 | 37.5 | |
| 8 | 6 | 3 | 5 | 23.12 | 1.52 | 25.0 | |
| 8 | 7 | 2 | 6 | 22.68 | 1.01 | 12.5 | |
| 9 | 6 | 4 | 5 | 24.12 | 2.03 | 33.3 | |
| 9 | 7 | 3 | 6 | 23.45 | 1.52 | 22.2 | |
| 9 | 8 | 2 | 7 | 22.40 | 1.01 | 11.1 | |
| 10 | 6 | 5 | 5 | 25.32 | 2.54 | 40.0 | |
| 10 | 7 | 4 | 6 | 24.78 | 2.03 | 30.0 | |
| 10 | 8 | 3 | 7 | 23.66 | 1.52 | 20.0 | |
| 10 | 9 | 2 | 8 | 22.62 | 1.01 | 10.0 |
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