Netinfo Security ›› 2026, Vol. 26 ›› Issue (6): 870-885.doi: 10.3969/j.issn.1671-1122.2026.06.003
Previous Articles Next Articles
LIU Peishun, LI Xinyue(
), CHEN Ping, MO Wenqing, LI Shuangying
Received:2025-11-24
Online:2026-06-10
Published:2026-07-27
Contact:
LI Xinyue
E-mail:2310143098@qq.com
CLC Number:
LIU Peishun, LI Xinyue, CHEN Ping, MO Wenqing, LI Shuangying. A Multi-Keyword Dynamic Symmetric Searchable Encryption Scheme Based on SGX[J]. Netinfo Security, 2026, 26(6): 870-885.
Add to citation manager EndNote|Ris|BibTeX
URL: http://netinfo-security.org/EN/10.3969/j.issn.1671-1122.2026.06.003
| 符号 | 含义 |
|---|---|
| λ | 安全参数(本文设定为128) |
| | 伪随机函数输入或输出的长度 |
| p | 一个大素数 |
| | 模p的乘法群 |
| F | |
| Fp | |
| g | 循环群 |
| op | op∈{add, del},表示数据的插入或删除操作 |
| w | 关键字 |
| W | 关键字集合 |
| w1 | 出现频率最低的关键字 |
| UpdateCnt | 存储每个关键字更新次数的映射 |
| DB(w) | 包含关键字w的文件标识集合 |
| α | 随机盲因子 |
| val | 对数据(w, id, op)加密后的密文 |
| TSet | 存储α和val的集合 |
| addr | TSet的键(索引) |
| xtag | 动态交叉标签 |
| XSet | 存储xtag的集合 |
| ES | XSet对应的加密结构 |
| ρ | XSet的最大容量(本文设定为1000) |
| etok | 结果隐藏过滤器生成的加密令牌 |
| cnt | 搜索结果的数量 |
| sIdList | 解密后的搜索结果 |
| ρ | 更新延迟 /ms | 加密 次数 | 通信 轮次 | 单次通信 /KB | 总通信开销 /MB | 每轮平均更新数 |
|---|---|---|---|---|---|---|
| 50 | 4.0654 | 1306 | 1306 | 40.45 | 51.5861 | 3.83 |
| 100 | 3.1995 | 733 | 733 | 47.26 | 33.8267 | 6.82 |
| 200 | 2.6492 | 399 | 399 | 61.02 | 23.7777 | 12.53 |
| 500 | 2.0589 | 173 | 173 | 88.97 | 15.0310 | 28.90 |
| 1000 | 1.3107 | 88 | 88 | 125.15 | 10.7551 | 56.82 |
| 2000 | 0.8689 | 45 | 45 | 183.26 | 8.0533 | 111.11 |
| 5000 | 0.7218 | 18 | 18 | 331.65 | 5.8297 | 277.78 |
| [1] | SONG Xiaodong, WAGNER D, PERRIG A. Practical Techniques for Searches on Encrypted Data[C]//IEEE. 2000 IEEE Symposium on Security and Privacy. New York: IEEE, 2000: 44-55. |
| [2] | CURTMOLA R, GARAY J, KAMARA S, et al. Searchable Symmetric Encryption: Improved Definitions and Efficient Constructions[C]//ACM. The 13th ACM Conference on Computer and Communications Security. New York: ACM, 2006: 79-88. |
| [3] | KAMARA S, PAPAMANTHOU C, ROEDER T. Dynamic Searchable Symmetric Encryption[C]//ACM. The 2012 ACM Conference on Computer and Communications Security. New York: ACM, 2012: 965-976. |
| [4] | CASH D, JAEGER J, JARECKI S, et al. Dynamic Searchable Encryption in Very-Large Databases: Data Structures and Implementation[C]//Internet Society. The 2014 Network and Distributed System Security Symposium. San Diego: Internet Society, 2014: 1-12. |
| [5] | STEFANOV E, PAPAMANTHOU C, SHI E. Practical Dynamic Searchable Encryption with Small Leakage[C]//Internet Society. The 2014 Network and Distributed System Security Symposium. San Diego: Internet Society, 2014: 48-55. |
| [6] | BOST R, MINAUD B, OHRIMENKO O. Forward and Backward Private Searchable Encryption from Constrained Cryptographic Primitives[C]//ACM. The 2017 ACM SIGSAC Conference on Computer and Communications Security. New York: ACM, 2017: 1465-1482. |
| [7] | LYU Sichun. Research on Multi-Keyword Dynamic Searchable Encryption Scheme Supporting Forward and Backward Security[D]. Nanjing: Nanjing University of Information Science and Technology, 2024. |
| 吕思纯. 支持前后向安全的多关键字动态可搜索加密方案研究[D]. 南京: 南京信息工程大学, 2024. | |
| [8] | ZHENG Chengfu. Research and Application of Forward Secure Searchable Encryption Schemes[D]. Jiaozuo: Henan Polytechnic University, 2024. |
| 郑丞甫. 前向安全可搜索加密方案的研究与应用[D]. 焦作: 河南理工大学, 2024. | |
| [9] | HOANG T, YAVUZ A A, GUAJARDO J. A Secure Searchable Encryption Framework for Privacy-Critical Cloud Storage Services[J]. IEEE Transactions on Services Computing, 2019, 14(6): 1675-1689. |
| [10] | GHAREH-CHAMANI J, PAPADOPOULOS D, PAPAMANTHOU C, et al. New Constructions for Forward and Backward Private Symmetric Searchable Encryption[C]//ACM. The 2018 ACM SIGSAC Conference on Computer and Communications Security. New York: ACM, 2018: 1038-1055. |
| [11] | STEFANOV E, VAN-DIJK M, SHI E, et al. Path ORAM: An Extremely Simple Oblivious RAM Protocol[J]. Journal of the ACM, 2018, 65(4): 1-26. |
| [12] | ZUO Cong, SUN Shifeng, LIU J K, et al. Forward and Backward Private DSSE for Range Queries[J]. IEEE Transactions on Dependable and Secure Computing, 2020, 19(1): 328-338. |
| [13] | ZHU Xinran, ZHOU Jian, DAI Yue, et al. A Verifiable and Efficient Symmetric Searchable Encryption Scheme for Dynamic Dataset with Forward and Backward Privacy[J]. IEEE Transactions on Dependable and Secure Computing, 2024, 22(3): 2741-2755. |
| [14] | CHEN Tianyang, XU Peng, WANG Wei, et al. Bestie: Very Practical Searchable Encryption with Forward and Backward Security[C]//Springer. European Symposium on Research in Computer Security. Heidelberg: Springer, 2021: 3-23. |
| [15] | CHAMANI J G, PAPADOPOULOS D, KARBASFORUSHAN M, et al. Dynamic Searchable Encryption with Optimal Search in the Presence of Deletions[C]//USENIX. 31st USENIX Security Symposium. Berkeley: USENIX, 2022: 2425-2442. |
| [16] | CASH D, JARECKI S, JUTLA C, et al. Highly-Scalable Searchable Symmetric Encryption with Support for Boolean Queries[C]// Springer. Advances in Cryptology-CRYPTO 2013: 33rd Annual Cryptology Conference. Heidelberg: Springer, 2013: 353-373. |
| [17] | LAI S, PATRANABIS S, SAKZAD A, et al. Result Pattern Hiding Searchable Encryption for Conjunctive Queries[C]// ACM. The 2018 ACM SIGSAC Conference on Computer and Communications Security. New York: ACM, 2018: 745-762. |
| [18] | LI Li, ZHU Jiangwen, YANG Chunyan. Overview of Research on the Revocable Mechanism of Attribute-Based Encryption[J]. Netinfo Security, 2023, 23(4): 39-50. |
| 李莉, 朱江文, 杨春艳. 基于属性加密的可撤销机制研究综述[J]. 信息网络安全, 2023, 23(4): 39-50. | |
| [19] | LIU Yining. Research on Searchable Encryption Technology against Malicious Participants[D]. Qufu: Qufu Normal University, 2025. |
| 刘怡宁. 抵御恶意参与方的可搜索加密技术研究[D]. 曲阜: 曲阜师范大学, 2025. | |
| [20] | XU Dequan. Access Control Searchable Encryption Scheme and Algorithm[D]. Guiyang: Guizhou University, 2024. |
| 许德权. 访问控制可搜索加密方案与算法[D]. 贵阳: 贵州大学, 2024. | |
| [21] | YUAN Dongliang, CUI Shujie, RUSSELLO G. Result Pattern Hiding Boolean Searchable Encryption: Achieving Negligible False Positive Rates in Low Storage Overhead[R]. San Francisco: IACR, 2024/1156, 2024. |
| [22] | ZHANG Yupeng, KATZ J, PAPAMANTHOU C. All Your Queries Are Belong to Us: The Power of File-Injection Attacks on Searchable Encryption[C]// USENIX. 25th USENIX Security Symposium. Berkeley: USENIX, 2016: 707-720. |
| [23] | ZHAO Chen, DU Ruxian, CHEN Jie, et al. Lightweight Dynamic Conjunctive Keyword Searchable Encryption with Result Pattern Hiding[J]. IEEE Transactions on Information Forensics and Security, 2025, 20: 9492-9506. |
| [24] | COSTAN V, DEVADAS S. Intel SGX Explained[R]. San Francisco: IACR, 2016/086, 2016. |
| [25] | REN Yongmao, LI Jin, YANG Zhen, et al. Accelerating Encrypted Deduplication via SGX[C]// USENIX. 2021 USENIX Annual Technical Conference. Berkeley: USENIX, 2021: 957-971. |
| [26] | OLEKSENKO O, TRACH B, KRAHN R, et al. Varys: Protecting SGX Enclaves from Practical Side-Channel Attacks[C]// USENIX. 2018 USENIX Annual Technical Conference. Berkeley: USENIX, 2018: 227-240. |
| [27] | PATRANABIS S, MUKHOPADHYAY D. Forward and Backward Private Conjunctive Searchable Symmetric Encryption[R]. San Francisco: IACR, 2020/805, 2020. |
| [28] | XU Chang, WANG Ruijuan, ZHU Liehuang, et al. Efficient Strong Privacy-Preserving Conjunctive Keyword Search over Encrypted Cloud Data[J]. IEEE Transactions on Big Data, 2023, 9(3): 805-817. |
| [29] | PATEL S, PERSIANO G, SEO J Y, et al. Efficient Boolean Search over Encrypted Data with Reduced Leakage[C]// Springer. Advances in Cryptology-ASIACRYPT 2021. Heidelberg:Springer. 2021: 577-607. |
| [30] | COHEN W W. Enron Email Dataset[EB/OL]. (2015-05-08)[2025-03-01]. https://www.cs.cmu.edu/-./enron/. |
| [1] | ZHAO Jia, WANG Yanchun, MA Hongliang, LI Qi. Hierarchical Role-Based Encryption Scheme Based on Trusted Execution Environment [J]. Netinfo Security, 2026, 26(2): 315-324. |
| [2] | REN Fengyuan, ZHANG Xinyue, LEI Zhuoyi, LIU Xin. Research on Key-Value Data Storage and Operation Optimization Method Based on Confidential Computing [J]. Netinfo Security, 2025, 25(11): 1707-1717. |
| [3] | TANG Yu, ZHANG Chi. A Privacy Protection Scheme for Information-Centric Networking Based on Intel SGX [J]. Netinfo Security, 2023, 23(6): 55-65. |
| [4] | QIN Baodong, CHEN Congzheng, HE Junjie, ZHENG Dong. Multi-Keyword Searchable Encryption Scheme Based on Verifiable Secret Sharing [J]. Netinfo Security, 2023, 23(5): 32-40. |
| [5] | PEI Bei, ZHANG Shuihai, LYU Chunli. A Proactive Multi-Secret Sharing Scheme for Cloud Storage [J]. Netinfo Security, 2023, 23(5): 95-104. |
| [6] | KELEKET GOMA Christy Junior Yannick, YI Wenzhe, WANG Juan. A Lightweight Trusted Execution Environment Construction Method for Fabric Chaincode Based on SGX [J]. Netinfo Security, 2022, 22(7): 73-83. |
| [7] | YI Zhengge, YUAN Wenyong, LI Ruifeng, YANG Xiaoyuan. Identity-based and Dynamic Operating Solution for Cloud Storage [J]. Netinfo Security, 2022, 22(2): 86-95. |
| [8] | FENG Jingyu, WANG Tao, YU Tingting, ZHANG Wenbo. A Secure Medical Data Sharing Scheme Based on Multi-clouds and Multi-chains Collaboration [J]. Netinfo Security, 2022, 22(1): 9-18. |
| [9] | WANG Jian, YU Hang, HAN Zhen, HAN Lei. Access Control Methods of Data Sharing in Cloud Storage Based on Smart Contract [J]. Netinfo Security, 2021, 21(11): 40-47. |
| [10] | ZHANG Fucheng, FU Shaojing, XIA Jing, LUO Yuchuan. GlusterFS-based Distributed Data Integrity Verification System [J]. Netinfo Security, 2021, 21(1): 72-79. |
| [11] | LANG Weimin, MA Weiguo, ZHANG Yin, YAO Jinfang. A Data Deduplication Scheme Supporting Dynamic Management of Data Ownership [J]. Netinfo Security, 2020, 20(6): 1-9. |
| [12] | YOU Weijing, LIU Limin, MA Yue, HAN Dong. An Intel SGX-based Proof of Encryption in Clouds [J]. Netinfo Security, 2020, 20(12): 1-8. |
| [13] | LI Xiaoran, HAO Rong, YU Jia. Certificateless Provable Data Possession with Data Uploading Control [J]. Netinfo Security, 2020, 20(1): 83-88. |
| [14] | Jianhua LIU, Xiaokun ZHENG, Dong ZHENG, Zhangheng AO. Secure Attribute Based Encryption Enabled Cloud Storage System with Ciphertext Search [J]. Netinfo Security, 2019, 19(7): 50-58. |
| [15] | Lin HOU, Mingjie LI, Jian XU, Fucai ZHOU. Distributed Dynamic Provable Data Possession Model Based on Flexible Length-based Authenticated Skip List [J]. Netinfo Security, 2019, 19(7): 67-74. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||