AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION

The data confidentiality, integrity, and data loss are issues during transmission due to inadequate security scheme. These issues become more critical in the big data transmission due to its own individual overhead. Moreover, multiple executions of distinct security algorithms for maintaining con...

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Main Author: BHATTACHARJEE, SHILADITYA
Format: Thesis
Language:English
Published: 2017
Subjects:
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Institution: Universiti Teknologi Petronas
Language: English
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spelling my-utp-utpedia.220452021-10-12T14:55:40Z http://utpedia.utp.edu.my/22045/ AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION BHATTACHARJEE, SHILADITYA Q Science (General) The data confidentiality, integrity, and data loss are issues during transmission due to inadequate security scheme. These issues become more critical in the big data transmission due to its own individual overhead. Moreover, multiple executions of distinct security algorithms for maintaining confidentiality and integrity reduce Throughput and add large number of additional bits as security overheads which hamper the robustness against data loss. Conversely, an efficient compression technique minimizes the data confidentiality as it eliminates the redundant data during compression. However, the current literature fails to suggest any security mechanism which can solve all these issues in a combinatorial way. Henceforth, this research addresses these security issues collectively without negatively affecting each other. It increases confidentiality and offers a backup for accidental data loss by combining Simplified Encryption Standard (SDES) and an advanced pattern generation technique which uses a unique pattern generation table. A novel dual round of error control technique has been incorporated to maximize the data integrity by addressing any number of transmission errors. A new compression technique is included to enhance robustness against data loss by producing high compression efficiency and resistance against transmission errors. Confidentiality and integrity are further enhanced by integrating an advance audio steganography which uses a distinctive sample selection for hiding bits. Experiments are conducted using standard Calgary Corpuses, text files (up to 1 TB), and audio files to validate the objectives. The proposed integrated technique offers higher confidentiality level by producing higher Signal to Noise Ratio (60.79-60.91 dB) and Frequency Difference (0.37-0.27 Hz) than other related security techniques. It can protect different security attacks by offering higher Avalanche Effects (76.2%) and Entropy Value (7.77). It also offers higher integrity and robustness against data loss by contributing lower percentages of Information Loss (0.004-0.0009%) and Uncorrectable Error Rate (0.0096-0.0094%). 2017-01 Thesis NonPeerReviewed application/pdf en http://utpedia.utp.edu.my/22045/1/Shiladitya_Thesis_After%28New%29.pdf BHATTACHARJEE, SHILADITYA (2017) AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION. PhD thesis, Universiti Teknologi PETRONAS.
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Electronic and Digitized Intellectual Asset
url_provider http://utpedia.utp.edu.my/
language English
topic Q Science (General)
spellingShingle Q Science (General)
BHATTACHARJEE, SHILADITYA
AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
description The data confidentiality, integrity, and data loss are issues during transmission due to inadequate security scheme. These issues become more critical in the big data transmission due to its own individual overhead. Moreover, multiple executions of distinct security algorithms for maintaining confidentiality and integrity reduce Throughput and add large number of additional bits as security overheads which hamper the robustness against data loss. Conversely, an efficient compression technique minimizes the data confidentiality as it eliminates the redundant data during compression. However, the current literature fails to suggest any security mechanism which can solve all these issues in a combinatorial way. Henceforth, this research addresses these security issues collectively without negatively affecting each other. It increases confidentiality and offers a backup for accidental data loss by combining Simplified Encryption Standard (SDES) and an advanced pattern generation technique which uses a unique pattern generation table. A novel dual round of error control technique has been incorporated to maximize the data integrity by addressing any number of transmission errors. A new compression technique is included to enhance robustness against data loss by producing high compression efficiency and resistance against transmission errors. Confidentiality and integrity are further enhanced by integrating an advance audio steganography which uses a distinctive sample selection for hiding bits. Experiments are conducted using standard Calgary Corpuses, text files (up to 1 TB), and audio files to validate the objectives. The proposed integrated technique offers higher confidentiality level by producing higher Signal to Noise Ratio (60.79-60.91 dB) and Frequency Difference (0.37-0.27 Hz) than other related security techniques. It can protect different security attacks by offering higher Avalanche Effects (76.2%) and Entropy Value (7.77). It also offers higher integrity and robustness against data loss by contributing lower percentages of Information Loss (0.004-0.0009%) and Uncorrectable Error Rate (0.0096-0.0094%).
format Thesis
author BHATTACHARJEE, SHILADITYA
author_facet BHATTACHARJEE, SHILADITYA
author_sort BHATTACHARJEE, SHILADITYA
title AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
title_short AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
title_full AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
title_fullStr AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
title_full_unstemmed AN INTEGRATED TECHNIQUE IN ACHIEVING THE CONFIDENTIALITY, INTEGRITY AND ROBUSTNESS FOR BIG DATA TRANSMISSION
title_sort integrated technique in achieving the confidentiality, integrity and robustness for big data transmission
publishDate 2017
url http://utpedia.utp.edu.my/22045/1/Shiladitya_Thesis_After%28New%29.pdf
http://utpedia.utp.edu.my/22045/
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