Adaptive Attribute-Based Honey Encryption: A Novel Solution for Cloud Data Security  

作　　者：Reshma Siyal Muhammad Asim Long Jun Mohammed Elaffendi Sundas Iftikhar Rana Alnashwan Samia Allaoua Chelloug 

机构地区：[1]School of Computer Science and Engineering,Central South University,Changsha,410083,China [2]EIAS LAB,College of Computer and Information Sciences,and Center of Excellence in Quantum and Intelligent Computing,Prince Sultan University,Riyadh,11586,Saudi Arabia [3]Gianforte School of Computing,Montana State University,Bozeman,MT 59717,USA [4]Department of Information Technology,College of Computer and Information Sciences,Princess Nourah Bint Abdulrahman University,Riyadh,11671,Saudi Arabia

出　　处：《Computers, Materials & Continua》2025年第2期2637-2664,共28页计算机、材料和连续体(英文)

基　　金：funded by Princess Nourah bint Abdulrahman UniversityResearchers Supporting Project number (PNURSP2024R408), Princess Nourah bint AbdulrahmanUniversity, Riyadh, Saudi Arabia.

摘　　要：A basic procedure for transforming readable data into encoded forms is encryption, which ensures security when the right decryption keys are used. Hadoop is susceptible to possible cyber-attacks because it lacks built-in security measures, even though it can effectively handle and store enormous datasets using the Hadoop Distributed File System (HDFS). The increasing number of data breaches emphasizes how urgently creative encryption techniques are needed in cloud-based big data settings. This paper presents Adaptive Attribute-Based Honey Encryption (AABHE), a state-of-the-art technique that combines honey encryption with Ciphertext-Policy Attribute-Based Encryption (CP-ABE) to provide improved data security. Even if intercepted, AABHE makes sure that sensitive data cannot be accessed by unauthorized parties. With a focus on protecting huge files in HDFS, the suggested approach achieves 98% security robustness and 95% encryption efficiency, outperforming other encryption methods including Ciphertext-Policy Attribute-Based Encryption (CP-ABE), Key-Policy Attribute-Based Encryption (KB-ABE), and Advanced Encryption Standard combined with Attribute-Based Encryption (AES+ABE). By fixing Hadoop’s security flaws, AABHE fortifies its protections against data breaches and enhances Hadoop’s dependability as a platform for processing and storing massive amounts of data.

关 键 词：CYBERSECURITY data security cloud storage hadoop encryption and decryption privacy protection attribute-based honey encryption 

分 类 号：TP309.7[自动化与计算机技术—计算机系统结构]