![]() Additionally, we propose NER architecture built from a mix of several existing methods and report the performance evaluation. Cosine similarity is proposed as a substitute for dot-product in the self-attention mechanism of the Transformer encoder layer. Therefore, this research aims to propose the use of log message data to infer incident-related information using a deep learning-based NLP technique, i.e., named entity recognition using Transformer. However, less research focuses on utilizing specific data artifacts from the drone forensic image, such as telemetry, dataflash, and flight log data. Among the existing research, many attempts have been made in framework proposal and evaluation, study case, and tools proposal and evaluation. Generally, standard drone forensic procedure consists of three stages, i.e., evidence acquisition, evidence analysis, and reporting. Forensic investigation is performed upon a drone incident, aiming to uncover the incident scenario, mitigate the risk and report the examination results. Sophisticated preventive mechanisms, as well as post-incident procedures and frameworks, are needed. The increase in drone usage by the public brings the number of drone incident and attack up. The pioneering field of UAV/drone forensics has grown out of the challenge law enforcement faces in examining the abandoned hardware for digital traces that can be used to identify the criminals themselves. In such cases, the relatively inexpensive drones are often sacrificed to facilitate a quick escape once the criminal act has been completed. However, the more nefarious members of society have also recognized the potential for using drones to partake in criminal and terrorist activities. The global population of drones has sky- rocketed in recent years as this new technology has been embraced for both its recreational and commercial applications. ![]() For relatively little money mainly due to high-tech progression in microprocessor design, anyone can now purchase a drone with GNSS-tracking capabilities and can support a live high-resolution video feed to its flight controller. ![]() Long gone are the days when Unmanned Aerial Vehicles (UAVs) and drones (multirotor UAVs) were the exclusive domain of the military for surveillance or tactical strike purposes. ![]()
0 Comments
Leave a Reply. |