POLITECNICO DI BARI - Catalogo dei prodotti della Ricerca

AgoneTest: Automated creation and assessment of Unit tests leveraging Large Language Models

Software correctness is crucial, with unit testing playing an indispensable role in the software development lifecycle. However, creating unit tests is time-consuming and costly, underlining the need for automation. Leveraging Large Language Models (LLMs) for unit test generation is a promising solution, but existing studies focus on simple, small-scale scenarios, leaving a gap in understanding LLMs' performance in real-world applications, particularly regarding integration and assessment eff...

Jamming Echoes: On the Impact of Out-of-Band Interference on Radio Frequency Fingerprinting

Radio Frequency Fingerprinting (RFF) has recently emerged as a lightweight and efficient strategy for classifying wireless devices based on their Radio Frequency (RF) emissions at the physical layer. Such emissions contain device-specific distortions that, although not affecting the quality of the communication link, can be extracted from the received signals through capable hardware (Software-Defined Radios---SDRs) and be used to classify via Deep Learning (DL) techniques the specific transm...

Proceedings of the iEMSs 2016 conference

A smart control valve for improved irrigation management

Climate change and population growth (along with an increasing demand for resources), could pose significant challenges to agricultural water management. The higher water demand can significantly impact the operation of irrigation networks, increasing the occurrence of deficit conditions, with severe consequences for the quality of the service. Modernization processes are therefore occurring in the irrigation sector, both related to infrastructure operation and to network management. Such mod...