Reference Signal Received Power

Reference signal received power (RSRP) is a crucial metric for evaluating and optimizing wireless communication systems, particularly in mobile networks and beyond 5G systems. Current research focuses on improving RSRP prediction accuracy using machine learning techniques, including neural networks (e.g., variational autoencoders, recurrent neural networks) and incorporating additional data sources like environmental information and user equipment orientation to enhance model performance. These advancements are significant for improving network management, optimizing resource allocation, and ultimately enhancing user experience by providing more reliable and efficient wireless connectivity.