Cargando…

Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend

Current pandemic has immensely disrupted the entire world in the field of medical science. The novel corona virus has not only brought physical sufferings but also huge psychiatric complications on the patients. Treating the psychiatric issues from remote locations can be best done through telepsych...

Descripción completa

Detalles Bibliográficos
Autores principales: Dey, Joydeep, Sarkar, Arindam, Chowdhury, Bappaditya, Karforma, Sunil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Singapore 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8418297/
https://www.ncbi.nlm.nih.gov/pubmed/34514434
http://dx.doi.org/10.1007/s42979-021-00831-1
_version_ 1783748550594658304
author Dey, Joydeep
Sarkar, Arindam
Chowdhury, Bappaditya
Karforma, Sunil
author_facet Dey, Joydeep
Sarkar, Arindam
Chowdhury, Bappaditya
Karforma, Sunil
author_sort Dey, Joydeep
collection PubMed
description Current pandemic has immensely disrupted the entire world in the field of medical science. The novel corona virus has not only brought physical sufferings but also huge psychiatric complications on the patients. Treating the psychiatric issues from remote locations can be best done through telepsychiatry. Patients can virtually consult with psychiatrists from their quarantines. However, during this COVID-19 era of excessive digital transactions, patients’ data security mechanism is a challenging issue to prevent from intruding. Efficient cryptographic algorithms are used depending on the transmission key. This paper deals with the episode of transmission key origination with the help of salp swarm algorithm and neural perceptron. Threshold cryptography provides the generation of the partial shares of the E-prescriptions, which can be restructured on the threshold set of shares. The property of lossless theory has been implemented on the proposed set of telepsychiatry shares. A mask matrix has been proposed to diffuse the E-prescription shares into the specified group of users. The transmission key validation has been carried out in this paper based on myriad statistical tests. Chi Square test, [Formula: see text] has been observed under 5% level of significance. Thus, there exists no similarity between the bit patterns of the transmission key. A correlation coefficient between the average encryption and decryption time and the functional time has been estimated as 0.92076 and 0.72340, respectively. Also, it confirms the data resistance against the opponents in terms of different mathematical and statistical methods.
format Online
Article
Text
id pubmed-8418297
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Springer Singapore
record_format MEDLINE/PubMed
spelling pubmed-84182972021-09-07 Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend Dey, Joydeep Sarkar, Arindam Chowdhury, Bappaditya Karforma, Sunil SN Comput Sci Original Research Current pandemic has immensely disrupted the entire world in the field of medical science. The novel corona virus has not only brought physical sufferings but also huge psychiatric complications on the patients. Treating the psychiatric issues from remote locations can be best done through telepsychiatry. Patients can virtually consult with psychiatrists from their quarantines. However, during this COVID-19 era of excessive digital transactions, patients’ data security mechanism is a challenging issue to prevent from intruding. Efficient cryptographic algorithms are used depending on the transmission key. This paper deals with the episode of transmission key origination with the help of salp swarm algorithm and neural perceptron. Threshold cryptography provides the generation of the partial shares of the E-prescriptions, which can be restructured on the threshold set of shares. The property of lossless theory has been implemented on the proposed set of telepsychiatry shares. A mask matrix has been proposed to diffuse the E-prescription shares into the specified group of users. The transmission key validation has been carried out in this paper based on myriad statistical tests. Chi Square test, [Formula: see text] has been observed under 5% level of significance. Thus, there exists no similarity between the bit patterns of the transmission key. A correlation coefficient between the average encryption and decryption time and the functional time has been estimated as 0.92076 and 0.72340, respectively. Also, it confirms the data resistance against the opponents in terms of different mathematical and statistical methods. Springer Singapore 2021-09-04 2021 /pmc/articles/PMC8418297/ /pubmed/34514434 http://dx.doi.org/10.1007/s42979-021-00831-1 Text en © The Author(s), under exclusive licence to Springer Nature Singapore Pte Ltd 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Research
Dey, Joydeep
Sarkar, Arindam
Chowdhury, Bappaditya
Karforma, Sunil
Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title_full Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title_fullStr Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title_full_unstemmed Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title_short Episode of COVID-19 Telepsychiatry Session Key Origination Upon Swarm-Based Metaheuristic and Neural Perceptron Blend
title_sort episode of covid-19 telepsychiatry session key origination upon swarm-based metaheuristic and neural perceptron blend
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8418297/
https://www.ncbi.nlm.nih.gov/pubmed/34514434
http://dx.doi.org/10.1007/s42979-021-00831-1
work_keys_str_mv AT deyjoydeep episodeofcovid19telepsychiatrysessionkeyoriginationuponswarmbasedmetaheuristicandneuralperceptronblend
AT sarkararindam episodeofcovid19telepsychiatrysessionkeyoriginationuponswarmbasedmetaheuristicandneuralperceptronblend
AT chowdhurybappaditya episodeofcovid19telepsychiatrysessionkeyoriginationuponswarmbasedmetaheuristicandneuralperceptronblend
AT karformasunil episodeofcovid19telepsychiatrysessionkeyoriginationuponswarmbasedmetaheuristicandneuralperceptronblend