A Hybrid Technique for Enhancing Data Integrity in Big Data Transmission Environment

Bhattacharjee, Shiladitya; Rahim, Lukman Ab.; Zakaria, Mohamed; Aziz, Izzatdin Bin Ab.

doi:10.1109/iccoins.2018.8510562

Cited by 2 publications

(9 citation statements)

References 12 publications

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“…Several virtual machines execute on top of a vital infrastructure in a cloud computing environment. If a particular influential host is throttled, the VMs running on that host and their corresponding tasks will be automatically moved to another host without significant disruption [15,21]. Such activities of moving are called VM migration.…”

Section: Related Workmentioning

confidence: 99%

“…Similar to prior works [24] and [50], we employ the standard Calgary Corpuses as input files to assess the capability of the proposed compression technique in multiple aspects. Aside from these, the binary forms of VM chunks are used as inputs in this development.…”

Section: Experiments Setupmentioning

confidence: 99%

“…In equation ( 3), F D denotes Frequency Difference, and both F S and F A signify the frequencies of the output sample and input sample, respectively. This study further computes the F D(s) between the cover and the stego audio samples to ascertain their perceptual (or visual) similarity [21].…”

Section: Frequency Difference (F D)mentioning

confidence: 99%

“…Also, data loss may occur amid retrieving original data. The data link layer protocols help to minimize such issues but they are unable to prevent all data inaccuracies [17,21]. We measure this via the percentage of Accumulated Errors via equation ( 5 We note that an efficient transmission should assimilate fewer errors or vice versa.…”

Section: Percentage Of Accumulated Errorsmentioning

confidence: 99%

“…T he Compression Ratio (CR) is typically used to measure much a compression algorithm reduces the size of an input file. The physical compression of a substance can be measured using the CR [22][23][24]. However, it can vary as per the file size and used compression technique.…”

Section: Compression Ratio (Cr)mentioning

confidence: 99%

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An Integrated Technique for Securing Large Virtual Machine Migration

Bhattacharjee,

Choudhury,

Abdelmoniem

et al. 2024

Preprint

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Maintaining data confidentiality and integrity during the large VM migration is quite challenging. Simultaneously, the use of complex encryption or steganography for managing them increases data and time overheads. These may cause data loss. The transportation of large VMs further consumes significant bandwidth and causes page faults. However, these issues aren't dealt with in modern literature, despite many research attempts. Moreover, unlawful intrusions and various transmission errors make these matters worse. Hence, this research work proposes an efficient technique that addresses such outstanding issues in a unified way. The suggested solution has a special data compression method that reduces big VM sizes to 53.9%, a new steganography method to enhance data confidentiality and integrity, and a smart split migration method to stop page faults as well as lower data loss to 0.0009%. The results further show that it cuts down on downtime by 10% more than the existing VM migration methods. The obtained results justify its efficiencies over other existing ones in distinct dimensions.

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Section: Related Workmentioning

confidence: 99%

Section: Experiments Setupmentioning

confidence: 99%

Section: Frequency Difference (F D)mentioning

confidence: 99%

Section: Percentage Of Accumulated Errorsmentioning

confidence: 99%

Section: Compression Ratio (Cr)mentioning

confidence: 99%

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