Implementation Of Grover's and Shor's Algorithms In Quantum Machine Learning

Kumar, D Kiran; Krishna, Elaprolu Hari Venkata; Ushasri, Rangu; Jahnavi, Vasiraju; Prakash, K. B.; Imambi, S. Sagar

doi:10.1109/iitcee57236.2023.10091029

Cited by 2 publications

(3 citation statements)

References 19 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…S1: (Ram) selects and prepares himself a chain from the following equations (12,13,14,15), C = {|ψ1〉, |ψ2〉.... |ψ (n/2) 〉} while also recording his various states. Here the equations (12,13) are the C1 which is the 1 st variant chains and the equations (14,15) are 2 nd variant chains.…”

Section: Validation Process and Its Descriptionsmentioning

confidence: 99%

“…Current blockchain systems are susceptible to assaults from quantum computing devices [14], which have been developed alongside quantum information processing [13] and quantum machines [12]. Shor and Grover algorithm [15] have such high computational requirements that malevolent medical organizations will monopolize block generation. By all above means, it is obvious that blockchain is in quantum danger [16], and so necessary to migrate to a quantum mechanics properties exploiting blockchain and entangled quantum health records (EQHR) by using the new security features of quantum cryptography [17].…”

Section: Introductionmentioning

confidence: 99%

See 1 more Smart Citation

QUMA: Quantum Unified Medical Architecture using Blockchain

Balasubramanian

2024

Preprint

View full text Add to dashboard Cite

A substantial spike in the need for quality healthcare has resulted from people being more cognizant of health issues. With blockchain, healthcare providers may safely share patient information electronically, which is especially important given the sensitive nature of the data contained inside them. However, flaws in the current blockchain design have surfaced since the dawn of quantum computing systems. The study proposes a novel quantum inspired blockchain system (Qchain) and constructs a unique entangled quantum medical record (EQMR)system with an emphasis on privacy and security. This Qchain relies on entangled states to connect its blocks. Automated production of the chronology indicator reduces storage capacity requirements by connecting entangled BloQ (blocks with quantum properties) with controlled activities. One qubit is used to store the hash value of each block. A lot of information regarding quantum internet is included in the protocol for the entangled quantum medical record (EQMR). EQMR can be accessed in Medical Internet of Things (M-IoT) systems may be kept private and secure, and their where-abouts can be monitored in the event of an emergency. The protocol also uses quantum authentication in place of more conventional methods like encryption and digital signatures. Mathematical research shows that the quantum converged blockchain (QCB) is highly safe against attacks such as the External attack, Intercept-Measure-Repeat attack, and Entanglement-Measure attack. The reliability and auditability evaluations of the entangled BloQ, as well as the quantum circuit design for computing the hash value, are presented. There's also a comparison between the suggested approach and several other quantum blockchain designs.

show abstract

Section: Validation Process and Its Descriptionsmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

QUMA: Quantum Unified Medical Architecture using Blockchain

Balasubramanian

2024

Preprint

View full text Add to dashboard Cite

show abstract

“…Quantum machines [12], developed alongside quantum information processing [13] and quantum computing devices [14], pose a threat to current blockchain systems. The Shor and Grover algorithms [15] have such high computational requirements that malevolent medical organizations will monopolize block generation. By all the above means, it is obvious that blockchain is in quantum danger [16], and it is therefore necessary to migrate to quantum mechanics properties exploiting blockchain and entangled quantum health records (EQHRs) by using the new security features of quantum cryptography [17].…”

Section: Introductionmentioning

confidence: 99%

QUMA: Quantum Unified Medical Architecture Using Blockchain

Balasubramaniam,

Surendiran

2024

Informatics

View full text Add to dashboard Cite

A significant increase in the demand for quality healthcare has resulted from people becoming more aware of health issues. With blockchain, healthcare providers may safely share patient information electronically, which is especially important given the sensitive nature of the data contained inside them. However, flaws in the current blockchain design have surfaced since the dawn of quantum computing systems. The study proposes a novel quantum-inspired blockchain system (Qchain) and constructs a unique entangled quantum medical record (EQMR) system with an emphasis on privacy and security. This Qchain relies on entangled states to connect its blocks. The automated production of the chronology indicator reduces storage capacity requirements by connecting entangled BloQ (blocks with quantum properties) to controlled activities. We use one qubit to store the hash value of each block. A lot of information regarding the quantum internet is included in the protocol for the entangled quantum medical record (EQMR). The EQMR can be accessed in Medical Internet of Things (M-IoT) systems that are kept private and secure, and their whereabouts can be monitored in the event of an emergency. The protocol also uses quantum authentication in place of more conventional methods like encryption and digital signatures. Mathematical research shows that the quantum converged blockchain (QCB) is highly safe against attacks such as external attacks, intercept measure -repeat attacks, and entanglement measure attacks. We present the reliability and auditability evaluations of the entangled BloQ, along with the quantum circuit design for computing the hash value. There is also a comparison between the suggested approach and several other quantum blockchain designs.

show abstract

Implementation Of Grover's and Shor's Algorithms In Quantum Machine Learning

Cited by 2 publications

References 19 publications

QUMA: Quantum Unified Medical Architecture using Blockchain

QUMA: Quantum Unified Medical Architecture using Blockchain

QUMA: Quantum Unified Medical Architecture Using Blockchain

Contact Info

Product

Resources

About