An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing
The rapid deployment of the Internet of Drones (IoD) across different fields has brought forth enormous security threats in real-time data communication. To overcome authentication vulnerabilities, this paper introduces a secure lightweight framework integrating deep learning-based user behavior ana...
Saved in:
| Main Authors: | , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-05-01
|
| Series: | Designs |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2411-9660/9/3/61 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849433668683038720 |
|---|---|
| author | Vivek Kumar Pandey Shiv Prakash Aditya Ranjan Sudhanshu Kumar Jha Xin Liu Rajkumar Singh Rathore |
| author_facet | Vivek Kumar Pandey Shiv Prakash Aditya Ranjan Sudhanshu Kumar Jha Xin Liu Rajkumar Singh Rathore |
| author_sort | Vivek Kumar Pandey |
| collection | DOAJ |
| description | The rapid deployment of the Internet of Drones (IoD) across different fields has brought forth enormous security threats in real-time data communication. To overcome authentication vulnerabilities, this paper introduces a secure lightweight framework integrating deep learning-based user behavior analysis and cryptographic protocols. The proposed framework is verified through AVISPA security verification against replay, man-in-the-middle, and impersonation attacks. Performance analysis via NS2 simulations based on changing network parameters (5–50 drones, 1–20 users, 2–8 ground stations) validates enhancements in computation overhead, authentication delay, memory usage, power consumption, and communication effectiveness in comparison with recent models such as LDAP, TAUROT, IoD-Auth, and LEMAP, thereby establishing our system as an optimal choice for safe IoD operation. |
| format | Article |
| id | doaj-art-47892a5b060f49f897cd2182fce4062b |
| institution | Kabale University |
| issn | 2411-9660 |
| language | English |
| publishDate | 2025-05-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Designs |
| spelling | doaj-art-47892a5b060f49f897cd2182fce4062b2025-08-20T03:26:56ZengMDPI AGDesigns2411-96602025-05-01936110.3390/designs9030061An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep ComputingVivek Kumar Pandey0Shiv Prakash1Aditya Ranjan2Sudhanshu Kumar Jha3Xin Liu4Rajkumar Singh Rathore5Department of Electronics and Communication, University of Allahabad, Prayagraj 211002, IndiaDepartment of Electronics and Communication, University of Allahabad, Prayagraj 211002, IndiaDepartment of Electronics and Communication, University of Allahabad, Prayagraj 211002, IndiaDepartment of Electronics and Communication, University of Allahabad, Prayagraj 211002, IndiaSchool of Engineering Management, Tianjin University, Tianjin 300072, ChinaCardiff School of Technologies, Cardiff Metropolitan University, Cardiff CF5 2YB, UKThe rapid deployment of the Internet of Drones (IoD) across different fields has brought forth enormous security threats in real-time data communication. To overcome authentication vulnerabilities, this paper introduces a secure lightweight framework integrating deep learning-based user behavior analysis and cryptographic protocols. The proposed framework is verified through AVISPA security verification against replay, man-in-the-middle, and impersonation attacks. Performance analysis via NS2 simulations based on changing network parameters (5–50 drones, 1–20 users, 2–8 ground stations) validates enhancements in computation overhead, authentication delay, memory usage, power consumption, and communication effectiveness in comparison with recent models such as LDAP, TAUROT, IoD-Auth, and LEMAP, thereby establishing our system as an optimal choice for safe IoD operation.https://www.mdpi.com/2411-9660/9/3/61internet-connected drones (IoD)cryptography protocolsAVISPA verificationmachine learning securityreal-time authenticationlightweight authentication |
| spellingShingle | Vivek Kumar Pandey Shiv Prakash Aditya Ranjan Sudhanshu Kumar Jha Xin Liu Rajkumar Singh Rathore An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing Designs internet-connected drones (IoD) cryptography protocols AVISPA verification machine learning security real-time authentication lightweight authentication |
| title | An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing |
| title_full | An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing |
| title_fullStr | An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing |
| title_full_unstemmed | An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing |
| title_short | An Efficient Framework for Secure Communication in Internet of Drone Networks Using Deep Computing |
| title_sort | efficient framework for secure communication in internet of drone networks using deep computing |
| topic | internet-connected drones (IoD) cryptography protocols AVISPA verification machine learning security real-time authentication lightweight authentication |
| url | https://www.mdpi.com/2411-9660/9/3/61 |
| work_keys_str_mv | AT vivekkumarpandey anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT shivprakash anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT adityaranjan anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT sudhanshukumarjha anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT xinliu anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT rajkumarsinghrathore anefficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT vivekkumarpandey efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT shivprakash efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT adityaranjan efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT sudhanshukumarjha efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT xinliu efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing AT rajkumarsinghrathore efficientframeworkforsecurecommunicationininternetofdronenetworksusingdeepcomputing |