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To support a variety of applications for smart cities and intelligent passage systems, Vehicular Ad-hoc Networks (VANETs) are now becoming more common. To ensure dependable and stable VANETs communications, there are various difficult elements to overcome. The most priceless and endangered species and ecosystems are found in Natura 2000 (N2k), the biggest coordinated network of protected areas in the world. The rigid management structure of N2K sites, which primarily emphasises conservation practises without a strategic vision for tying into the larger plans, has drawn significant criticism. With the help of three crucial phases that enable effective key management, this study attempts to design a strategy for the supportable running of N2K sites. Network initialisation, key generation, and Key distribution. The Deep Neural Network aided Canonical Correlation Analysis (DNN-CCAS) method entails three steps: Cluster Formation (CF), Cluster Head selection (CH), outbreak recognition, and VANET security. The vehicles are initially clustered together by the Amended K-consonance expedient method. Next, the CH is chosen as one of the clusters using the linear measure promenade approach. Finally, if the CH is a normal one after detection, the DNN-CCAS is used to send the data contained in the CH securely to the cloud. In the assessment of prevailing techniques, the planned method achieves an accuracy of 91%. [ABSTRACT FROM AUTHOR]

We, the Editors and Publisher of Network: Computation in Neural Systems, have retracted the following article:Barve, A., & Patheja, P. S. (2023). A clustering approach for attack detection and data transmission in vehicular ad-hoc networks. Network: Computation in Neural Systems, 1–26. https://doi.org/10.1080/0954898X.2023.2279973Since publication, significant concerns have been raised about the fact that this article has substantial overlaps with the following article:Barve, A. & Patheja, P. S. (2023). A clustering approach for attack detection and data transmission in vehicular ad-hoc networks. Ad Hoc & Sensor Wireless Networks, 58. 1-2, p. 127-149.DOI: 10.32908/ahswn.v58.10375Further investigations by the Publisher revealed that these overlaps are present in all sections of the article, including the figures and tables without appropriate acknowledgement. Upon query, the authors agree that the article is a duplicate submission. As this is a serious breach of our Editorial Policies, we are retracting the article from the journal. The corresponding author listed in this publication has been informed.We have been informed in our decision-making by our editorial policies and the COPE guidelines.The retracted article will remain online to maintain the scholarly record, but it will be digitally watermarked on each page as ‘Retracted’. [ABSTRACT FROM AUTHOR]