Toward Data Integrity Architecture for Cloud-Based AI Systems

Witanto, Elizabeth Nathania; Oktian, Yustus Eko; Lee, Sang-Gon

doi:10.3390/sym14020273

Cited by 20 publications

(14 citation statements)

References 32 publications

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“…• Unlike [3], [27], [29]- [34], We introduce the error localization method of public auditing at the block index level and also introduce the encrypted data recovery method by modular technique at the DO side.…”

Section: B Contributionmentioning

confidence: 99%

“…Research papers [3], [32], [33] require two pairing operations, and another paper [34] requires j pairing operations.…”

Section: Research Scenariomentioning

confidence: 99%

“…In our proposed model, audit message verification is an important contribution that is not defined in [3], [27], [29], FIGURE 8: Computational Overhead of Audit Message Verification [30], [32], [34] research works. Here, Figure 8 depicts audit message verification through DO through block no.s.…”

Section: Research Scenariomentioning

confidence: 99%

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ZSS Signature-Based Audit Message Verification Process for Cloud Data Integrity

Goswami,

Faujdar,

Debnath

et al. 2023

IEEE Access

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Online cloud data storage, a pillar of the IT industry, offers data owners a plethora of attractive developments in highly sought-after online scalable storage services for them to willing new inventive and investment business profit. Today, most cloud data security research focuses on improving the accuracy of outsourced data audits rather than paying attention to internal and external enemies who could hack a cloud server. Even though the data owner enviously envies the data auditing job of stored data to a trusted Third Party Auditor (TPA) to save communication as well as the computational overhead of data which outsourcing to a reputable Cloud Service Provider (CSP), TPA is unreliable in a realistic context. A TPA or a CSP may occasionally be a malicious attacker or be under the sway of other hostile attackers. As a result, either the message of the audit result might be faked or TPA may produce a phony audit message without carrying out any data verification work, in which case CSP would be in for a fight. Instead of establishing a secure communication route between all parties, a progressive technique is therefore required to thwart enemies' attempts to collaborate with data owners who have outsourced their data. In this paper, we propose a model for an effective data integrity and audit message verification system based on the ZSS (Zhang, Safavi, and Susilo) signature, which protects data privacy in cloud storage and uses faked data recovery to pay back original data using a modular approach. We also consider our proposed model for a existing Blockchain-based Medical system that helps a patient party to check the intactness of their medical record in shared cloud storage via a third-party auditor. Finally, the experimental results of the performance of the proposed prototype of the system model have been measured and illustrated better efficiency of the proposed model with the comparison of the existing auditing model.

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Section: B Contributionmentioning

confidence: 99%

“…Research papers [3], [32], [33] require two pairing operations, and another paper [34] requires j pairing operations.…”

Section: Research Scenariomentioning

confidence: 99%

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ZSS Signature-Based Audit Message Verification Process for Cloud Data Integrity

Goswami,

Faujdar,

Debnath

et al. 2023

IEEE Access

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“…Cryptographic algorithms are: i) symmetric encryption: used to hide the contents of streams or blocks of data of whatever size, including messages, encryption keys, files, and passwords; ii) asymmetric encryption: used to hide small data blocks, such as hash function values and encryption keys, used in the digital signatures [28]; iii) data integrity algorithms: used to protect the blocks of data, like messages, from alteration [28], [29] and iv) authentication protocols: these schemes depend on cryptographic algorithms to authenticate the entities' identity [28].…”

Section: Cryptography Algorithmsmentioning

confidence: 99%

Cryptography based on retina information

Alrifaee

Ismaeel

2022

IJEECS

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The security of message information has drawn more attention nowadays, so; cryptography has been used extensively. This research aims to generate secured cipher keys from retina information to increase the level of security. The proposed technique utilizes cryptography based on retina information. The main contribution is the original procedure used to generate three types of keys in one system from the retina vessel's end position and improve the technique of three systems, each with one key. The distances between the center of the diagonals of the retina image and the retina vessel's end (diagonal center-end (DCE)) represent the first key. The distances between the center of the radius of the retina and the retina vessel's end (radius center-end (RCE)) represent the second key. While the diagonal-radius center and the retina vessel's end (diagonal-radius center-end (DRCE)) represent the third key. The results illustrate the process's validity and applicability. Also, improve the time required to decrypt the cipher-text by a brute force attack (BFA) from (4.358e+139) year in the compared technique to (1.3074e+140) year for retina3. The BFA time will increase with increasing the number of retina vessels, as in retina1, 2, and 3, which have 24, 53, and 103 retina vessels.

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“…In the NFV paradigm, traditional middleboxes are managed as single modules of software programmed to perform the role of a particular VNF [20]. This transformation helps to adapt and capitalize on specific goals such as speed and efficiency enhancement.…”

Section: Related Workmentioning

confidence: 99%

Optimization of 5G/6G Telecommunication Infrastructure through an NFV-Based Element Management System

et al. 2022

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Network Function Virtualization (NFV) is an enabling technology that brings together automated network service management and corresponding virtualized network functions that use an NFV Infrastructure (NFVI) framework. The Virtual Network Function Manager (VNFM) placement in a large-scale distributed NFV deployment is therefore a challenging task due to the potential negative impact on performance and operating expense cost. The VNFM assigns Virtual Network Functions (VNFs) and operates efficiently based on network demands with resilient performance through efficient placement techniques. The degradation in performance and a tremendous increase in capital expenditure and operating expenses indicated this chaotic problem. This article proposed a method for VNFM placement using information on the resources of each nodes’ Element Manager (EM), which is an efficient method to assign VNFs to each node of element management systems. In addition, this paper proposed an Optimized Element Manager (OEM) method for looking at appropriate EMs for the placement of VNF through periodic information on available resources. It also overcomes challenges such as delays and variations in VNFs workload for edge computing and distributed cloud regions. The performance is measured based on computations performed on various optimization algorithms such as linear programming and tabu search algorithms. The advent of the new service provisioning model of BGP-EVPN for VXLAN is materialized by integrating VTS with OpenStack. The numerical analysis shows that the proposed OEM algorithm gives an optimal solution with an average gap of 8%.

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Toward Data Integrity Architecture for Cloud-Based AI Systems

Cited by 20 publications

References 32 publications

ZSS Signature-Based Audit Message Verification Process for Cloud Data Integrity

ZSS Signature-Based Audit Message Verification Process for Cloud Data Integrity

Cryptography based on retina information

Optimization of 5G/6G Telecommunication Infrastructure through an NFV-Based Element Management System

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