Theil-Sen Regressive Miyaguchi–Preneel based Cryptographic Hash Blockchain for Secure Data Transmission using Remote Sensing Data in IoT

Abstract

IoT is the maximum current Internet that integrates various intelligent devices used by management or individuals to maintain a variety of applications, including smart health and environmental monitoring, remote sensing data analysis. IoT, devices interfere and interact with each other, and this poses a number of security threats. But, because of this freedom, there is a strong need for consistent security to exchange data between IoT devices. For solving this issue, in this manuscript Theil-Sen Regressive Miyaguchi–Preneel Cryptographic Hash Blockchain is proposed for secure data transmission using remote sensing data (TSR-MPCHB-SDT-RSD). To improve the security of data transfer, Theil-Sen Regression and Miyaguchi-Preneel Cryptographic based Blockchain technology is introduced. IoT devices are used to collect remote sensing data. At first, Theil-Sen Regression is used to analyze the data collected on the basis of geometric neutrality. This process reduces the processing time of secure data transfer. MPCHB is then used for secure data transfer. The Miyaguchi-Preneel cryptographic function is used to generate a confusing value of each data. The hash data then generated is transferred to an authorized hub, which avoids unauthorized additions. This helps to improve the data confidentiality and integrity ratio. Finally the proposed method is simulated using the java language. Evaluation metrics such as data confidentiality ratio, data reliability ratio, process time average delay, average power consumption and blockchain data transfer efficiency are measured. Then the simulation performance of the proposed TSR-MPCHB-SDT-RSD method provides 91.03%, 92.11%, 85.33% and 93.78% higher data confidentiality rate, 96.12%, 97.66%, 88.26% and 93.11% higher data integrity rate and 65.12%, 44.33%, 71.59% and 69.36% minimum processing rate which are compared with existing method like Blockchain-Envisioned Secure Data Delivery and Collection Scheme for IoT-Enabled Internet of Drones for Secure Data Transmission using Remote Sensing Data (BESDDC-IOD-RSD), blockchain-assisted health record management using IoT for Secure Data Transmission using Remote Sensing Data (BIoTHR-SDT-RSD), Lamport Merkle Digital Signature Generation blockchain for Secure Data Transmission using Remote Sensing Data (LMDSG-SDT-RSD) and Ant Colony optimization with Multi Kernel Support Vector Machine based blockchain for Secure Data Transmission using Remote Sensing Data (ACOMKSVM-SDT-RSD).