Smart City Gnosys

Smart city article details

Title	Securing Digital Governance: A Deep Learning And Blockchain Framework For Malware Detection In Iot Networks
ID_Doc	47733
Authors	Pawar P.P.; Kumar D.; Meesala M.K.; Pareek P.K.; Addula S.R.; Shwetha K.S.
Year	2024
Published	2nd IEEE International Conference on Integrated Intelligence and Communication Systems, ICIICS 2024
DOI	http://dx.doi.org/10.1109/ICIICS63763.2024.10860155
Abstract	This research uses deep learning and blockchain frameworks to provide a safe platform that promotes digital governance data exchange and interoperability. Use the bonobo optimization algorithm to start a blockchain-based smart city data authentication approach. This paper presents a Blockchain-based malware detection method and framework that uses AI to account for multiple distributed conditions. An upgraded greedy search algorithm and the XGBoost decision tree construct a two-layer extreme gradient boosting (XGBoost) classification model that detects attacks. Three pre-existing XGBoost significance indices were split and merged based on the model's leaf nodes' tree traversal structural features. The augmented greedy search technique retrieved and imported spectral band variables into the XGBoost model's second layer. Bat method was used to optimize XGBoost modeling parameters. The deployed model increased power consumption per device by 13.5%, while Raspberry Pi devices used 0.2 GB and NVIDIA Jetson devices used 0.42 GB. ML models had 93% f1-scores and 95% detection accuracy on both datasets. Our technology detects malware and attacks in Smart Environments efficiently and accurately, as shown by the models. © 2024 IEEE.
Author Keywords	bat algorithm; blockchain system; cyberattacks; extreme gradient boosting; greedy search algorithm; internet of things; smart city environment

Similar Articles

Id	Similarity	Authors	Title	Published
40871	0.896	Villegas-Ch W.; Govea J.; Gutierrez R.; Mera-Navarrete A.	Optimizing Security In Iot Ecosystems Using Hybrid Artificial Intelligence And Blockchain Models: A Scalable And Efficient Approach For Threat Detection	IEEE Access, 13 (2025)
2219	0.891	Alotaibi J.	A Hybrid Software-Defined Networking Approach For Enhancing Iot Cybersecurity With Deep Learning And Blockchain In Smart Cities	Peer-to-Peer Networking and Applications, 18, 3 (2025)
7407	0.886	Kumar A.; Kumar S.	An Advance Encryption And Attack Detection Framework For Securing Smart Cities Data In Blockchain Using Deep Learning Approach	Wireless Personal Communications, 135, 3 (2024)
12958	0.885	Malik V.; Mittal R.; Mavaluru D.; Narapureddy B.R.; Goyal S.B.; John Martin R.; Srinivasan K.; Mittal A.	Building A Secure Platform For Digital Governance Interoperability And Data Exchange Using Blockchain And Deep Learning-Based Frameworks	IEEE Access, 11 (2023)
35041	0.877	Moawad M.M.; Madbouly M.M.; Guirguis S.K.	Leveraging Blockchain And Machine Learning To Improve Iot Security For Smart Cities	Lecture Notes on Data Engineering and Communications Technologies, 164 (2023)
31926	0.874	Khan B.U.I.; Goh K.W.; Khan A.R.; Zuhairi M.F.; Chaimanee M.	Integrating Ai And Blockchain For Enhanced Data Security In Iot-Driven Smart Cities	Processes, 12, 9 (2024)
8312	0.869	Lanjewar U.; Khekare G.; Wahi A.	An In-Depth Review Of Machine Learning, Blockchain, And Deep Learning Models For Intelligent Security And Resilience Enhancement In Smart Cities	2024 International Conference on Artificial Intelligence and Quantum Computation-Based Sensor Applications, ICAIQSA 2024 - Proceedings (2024)
12577	0.868	Almuqren L.; Mahmood K.; Aljameel S.S.; Salama A.S.; Mohammed G.P.; Alneil A.A.	Blockchain-Assisted Secure Smart Home Network Using Gradient-Based Optimizer With Hybrid Deep Learning Model	IEEE Access, 11 (2023)
23639	0.868	Perumal E.; Arulanthu P.; Ramachandran R.; Singh R.	Enhanced Metaheuristics With Deep Learning Model For Blockchain Assisted Cyber Security Solution In Internet Of Things Environment	2nd International Conference on Emerging Trends in Information Technology and Engineering, ic-ETITE 2024 (2024)
12370	0.868	Mishra S.; Chaurasiya V.K.	Blockchain And Iot Based Infrastructure For Secure Smart City Using Deep Learning Algorithm With Dingo Optimization	Wireless Personal Communications, 132, 1 (2023)