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Introduction/purpose: This article analyzes the publicly available literature on drone classification in the radio frequency domain, focusing on detection and identification. Drones are increasingly used for illegal purposes, making classification techniques crucial. This review paper covers passive radio frequency sensors, classification techniques, and datasets that highlight the challenges. Methods: Researchers are developing antidrone solutions because drones have become valuable tools and targets for illegal activities. Due to the scope of the subject matter, the review included only the classification of drones via passive radio frequency sensors with a description of the classification techniques (set of algorithms, methods, and procedures) and the datasets used for performance testing. This study introduces a new categorization and offers deeper insights into publicly available drone classification techniques. Results: Based on the results of this study, it is apparent that deep learning algorithms are presently the most effective approach to addressing the challenge of drone classification within the radio frequency domain. One of the primary obstacles is the absence of a comprehensive standard for classifying drones in the radio frequency domain, which should be based on end-user requirements. Additionally, the results of two ablative experiments highlight the preprocessing of raw I/Q radio signals as an essential step in drone classification. Conclusion: In summary, the proposed categorization provides a valuable tool for literature review. Deep learning is the most effective technique for drone classification, but publicly available datasets with drone radio signals are limited. The key strength of this study is that it represents the first review of publicly available datasets with drone radio signals. [ABSTRACT FROM AUTHOR]

Abstract: Objective: This study was performed to compare the acute effects of different endoluminal heating procedures, by which obstruction of insufficient veins could be induced in an established standardized experimental ex-vivo model. Methods: The model consists of the subcutaneous foot vein from recently slaughtered cows. Different energy sources (laser and radiofrequency), application devices and energy application parameters were compared in an iterative optimizing process. Following energy application the vein tissue was harvested and prepared for histology. Results: By means of the developed ex-vivo model reproducible conditions for the application of endoluminal thermal energy were enabled in each specimen. Radiofrequency-treated veins showed macroscopic shrinkage, contraction of vessels and induration of tissue. Histologically a circumferential and homogenous thickening of the vessel wall could be described. Dependent on the laser treatment protocol, in-situ dissection of the treated veins showed a broad spectrum of effects. These effects ranged from blood deposits in perivascular tissue and perivascular thermal lesions to transmural coagulated vein tissue inducing obstruction of the lumen. Conclusion: This standardized model is applicable to investigate acute effects of endoluminal treatment protocols. Changes in the protocol could be easily performed and investigated in order to develop optimized treatment protocols. These ex-vivo experiments indicate that endovenous laser treatment should be modified and needs treatment standardization to ensure a controlled homogenous circumferential thermal damage. [Copyright &y& Elsevier]

Catheter-based ablation of isthmus-dependent common atrial flutter results in very high success rates and almost no complications. However, bidirectional conduction block through the isthmus may be challenging in a small percentage of patients regarding the use of high power and high temperature settings during radiofrequency delivery. Anatomical and physiological circumstances may be the reason for such difficulties to achieve bidirectional block at the cavo-tricuspid isthmus. However, in the present case we show edema formation after multiple shots of radiofrequency delivery at the cavo-tricuspid isthmus, which complicates the achievement of bidirectional conduction block. [ABSTRACT FROM AUTHOR]